University of Windsor Scholarship at UWindsor
Great Lakes Institute for Environmental Great Lakes Institute for Environmental Research Publications Research
11-29-2017
Environmental DNA detection of rare and invasive fish species in two Great Lakes tributaries
Katherine D. Balasingham University of Windsor
Ryan P. Walter University of Windsor
Nicholas E. Mandrak
Daniel D. Heath University of Windsor
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Recommended Citation Balasingham, Katherine D.; Walter, Ryan P.; Mandrak, Nicholas E.; and Heath, Daniel D.. (2017). Environmental DNA detection of rare and invasive fish species in two Great Lakes tributaries. Molecular Ecology, 27, 112-127. https://scholar.uwindsor.ca/glierpub/129
This Article is brought to you for free and open access by the Great Lakes Institute for Environmental Research at Scholarship at UWindsor. It has been accepted for inclusion in Great Lakes Institute for Environmental Research Publications by an authorized administrator of Scholarship at UWindsor. For more information, please contact [email protected]. This article isThis article by protected copyright. All rights reserved. 10.1111/mec.14395doi: differences to lead between the of this version c and Version Record.Please copyediting, paginationbeen throughthe andproofreadingtypesetting, process,may which This article acceptedhas been for publication andundergone fullpeer review buthasnot Email: 1 Contact: Canada 3C3, ON, L3S Markham Irenemount Crescent, 123 Current/Permanent Biology of Department D. Katherine Correspondence DNA,next environmental K Title Running 4A5,Canada L7R ON Burlington, d United States CA92831, Fullerton, Blvd, c Canada ON M1C1A4, b Riverside Drive a Article :Original Article type 0000 ID: (Orcid BALASINGHAM D MS. KATHERINE
Department of Biology, ofBiology, Department Department of Biological Sciences, Sciences, ofBiological Department Present Address Present eywords Accepted Sciences, Aquatic Fisheriesand for Laboratory Lakes Great Article Environmental DNA [email protected] 2990 : -
647 Balasingham
: eDNA analysis of : eDNA analysis - 588 West, ON : : Department of Biological Science Biological of Department :
-
5799 Address
Research, Environmental for Institute Lakes Great , -
generation sequencing, sequencing, generation
N9C 1A2 : in two GreatLakes tributaries
riverine riverine
detection , Katherine Balasingham D. Canada University Toronto University of
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Nicholas Ryan P.Ryan Walter Daniel D. Heath
of - endangered species endangered E. Mandrak 0002 s , California State University, 800 N State College N 800 State University, State , California rare and invasive
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, Scarborough c a ,d
Fisheries and Oceans Canada, Canada, Oceans and Fisheries
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University of Windsor, ofWindsor, University Military Trail, Toronto, Trail,Toronto, Military
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This article isThis article by protected copyright. All rights reserved. Accepted2012 for in thesystem fece and blood, sperm, and eggs cells, skin urine,as shed such sources environmental methods Introduction based species affecting factors the species identified other species and identified also Riv Sydenham the River and Articleand eDNA River. Sydenham the River and from native species photogenis pellucida Ammocrypta next detecti with non alternative, Abstract
fish fish - PCR and and PCR ; generation sequencing sequencing for generation
Balasingham et al. 2016 etal. Balasingham methods o data. Additionall data. community The The n
has led to the development of alternative sampling sampling alternative of thedevelopment led to has
of methods ) ,
need toneed extraction rare aquatic species aquatic rare
one invasive species ( species one invasive next
significant positive and negative species co species negative positive and significant DNA , -
for for invasive approach for the detection of of the detection for approach invasive the extended - generation sequencing generation
,
as well as well as improved two large
(eDNA) monitor aquatic species distributions without the us without distributions species aquatic monitor o target species target ur eDNA method detected method ur eDNA ;
and characterization and
Northern Madtom Northern y, eDNA y,
period . er, respectively In aquatic environments, the environments, In aquatic
). Great Lakes Great Lakes individual mapping of of mapping Out of 82 fish species detected in both rivers using capture using inboth rivers detected fishspecies 82 Out of
The DNA can can DNA The the detection of three species at species three detectionof the . is Our study used a used study Our s
Round Goby Round
easily implemented as an initial survey tool, or alongside alongside or tool, initial survey an as implemented easily spatial of time of .
Our
species
results demonstrate that that results demonstrate
, species tributar distribution inanecosystem distribution (“meta
(Ficetola et al. 2008; Taberlet et al. 2012 etal. 2008;Taberlet et al. (Ficetola , Noturus stigmosus Noturus
of of which included our four targetspecies ourfour included which then then DNA ,
Neogobius melanostomus Neogobius of interest interest of 86.2% and72.0 86.2% barcoding”) distribution patterns distribution y river be extracted from extractedfrom be custom designed custom from rare species rare s
aquatic - in southern Ontario in southern e occurrence provides a provides DNA , approaches
; has proven to be to proven has
and Silver Shiner and
% of the fish species fish % ofthe of of
risk environmental eDNA metabarcoding species .
Environmental DNA Environmental ; group water
( better understanding of understanding better pattern s Eastern Sand Darter Sand Eastern
. with possible than
and and
ing such as such )
- is and and specific specific samples using non using samples
may remain may remain invasive invasive
derived from biological biological from derived , Canada , s
between our target between our an additional 78 an additional very ,
samples offers an offers samples
Notropis Notropis the analysis of of the analysis .
primer ; Our Our
sensitive sensitive Thomsen et al. et al. Thomsen capture capture in the Grand Grand the in ; the Grand ; the
analyses , detectable detectable that that
coupled coupled
- only target target only
, set based based
capture target
for the the for - and
s -
This article isThis article by protected copyright. All rights reserved. thus could inva simple pr sensitivity detection the M Zealand carps 2012), of Hulme 2006) number approaches 2015) etal. (Spear al. 2015) et (Sigsgaard in R successfully SAR for methods eDNA employed have Severalstudies (i.e. rare). at lowabundances extirpated at(SAR) risk forspecies especially useful is 2016). This approach sampling invasive iver (Laramie et al. 2014), Japanese Giant Giant S Japanese etal. 2014), (Laramie iver
ovides ovides Japan (Fukumoto et al. 20 etal. (Fukumoto Japan AcceptedB American Article
spread of Ruffe ( Ruffe of spread sion (
Hypophthalmichthys Hypophthalmichthys Bluegill Bluegill presence ) While eDNA has been used extensively for determining determining for extensively used been has While eDNA With successful
ri an alternative, valuable sampling method for aquatic aquatic species. for method sampling valuable an alternative, to facilitate the to facilitate s udsnail in Canada in Canada be utilized be k
; have expanded to encompass encompass to expanded have
. assessments for example, example, for Recent Recent w ullfrog ( Lepomis macrochirus Lepomis
data does not does data
( and in Pennsylvania (Pitt etal.2017) inPennsylvania and Potamopyrgus antipodarum Potamopyrgus , less impact on the sampled ecosystem thesampled on impact , less Gymnocephalus cernua Gymnocephalus
( according to the tothe according Lithobates catesbeianus Lithobates to characterize whole communities whole characterize to , and Eastern H Eastern , and ork ork application implementation of implementation . Sampled Chinook Chinook on es spp.) spp.) 15), European Weather L Weather 15), European
estab invasive species invasive
provide an ecological context for context an ecological provide in northern USA (Jerde et al. 2011;M (Jerde et al. USA in northern S s
lished for lished water water almon
) of of ellbender
in Japanese ponds (Takahara (Takahara ponds Japanese in Species at RiskAct at Species eDNA should
invasive species invasive ( Oncorhynchus tschawytscha Oncorhynchus
) in the Great Lakes (Tucker etal.2016) (Tucker Lakes Great inthe ) alamand early eradicat analyses to analyses eDNA analys eDNA )
detection
) in ponds throughout southern France (Dej southern throughout ponds in (
Cryptobranchus alleganiensis Cryptobranchus in streams in Idaho, USA (Goldberg et al. 2013), et al. USA(Goldberg Idaho, in in streams
contain DNA from all inhabitants in the system thesystem in fromallinhabitants DNA contain er er oach that that are . ( Andrias Andrias
using eDNA methods include include methods eDNA using (SARA; SARA SARA 2016) (SARA;
species with species (Yamanaka (Yamanaka ion
e ( early in theirinvasion early in Misgurnus s (Bohmann et al. 2014; Barnes &Turner Barnes 2014; etal. s (Bohmann
and ease of applicability of ease and
or control or endangered, threatened, or threatened, endangered, the distribution of distribution the japonicus conservation et al. & Minamoto 2016 Minamoto &
low abundan low ahon et al. 2013), New 2013), etal. ahon fossilis
)
programs programs
2013; Doi et al. 2015), Asian et 2015),Asian Doi al. 2013; in the Upper Columbia Columbia Upper in the ) in the Katsura River basin River the Katsura in
and are and ) ) ,
in Jutland, Denmark Denmark Jutland, in in North Carolina, USA Carolina, North in management
(i.e. ( target target Anderson 2005; Anderson . ce , With increased increased With
,
detection thus still few in few still , eDNA , eDNA eDNA analysis analysis eDNA the detection ) . species e Moreover ,
an etal. present ,
and
, and and and
,
This article isThis article by protected copyright. All rights reserved. Accepted species, and species. invasive o perspective an ecological distributi 2011; eDNA ( methods DNA extraction protocol sampling by affected al. 2015 et Turner Altermatt 2014; Deiner & al. et 2012; (Takahara water chemistry rate and 2002),flow et al. (Diffey al. 2015), turbidity (Strickler et temperature such as factors abiotic 2015),and al. Klymuset etal. 2014; (Pilliod biomass biotic the powerful, Article al. Pereiraet 2017). 2015; be semi to shown been et 2016; Port al. that species metabarcoding Willerslev & (Thomsen etal.2016). system (Simmons a as species) (e.g. recently introduced species unknown for monitors gathering presence
factors such as life stage (Maruyama et al. 2014; Fukumoto et al. 2015; Spear etal. 2015;Spear et al. Fukumoto etal.2014; (Maruyama stage such aslife factors Jerde et Jerde et al.2015; protocol Effective management and conservatio and management Effective analys While eDNA on of rare and invasive species. species. invasive rareand of on are common
results s of
continue to improve to continue often often Evans et al. 2016; Valentini et al. et 2016). Valentini al. 2016; et Evans In this this In
the whole
data for
must be interpreted with caution with be interpreted must
native missed 2015) -
study, Dejean et al. 2012; Rees et al. 2014; McKee etal. McKee 2015). al. et 2014; Rees al. et 2012; Dejean quantitative when using spiked samples and spike and samples spiked when using quantitative
Matheson et al. 2010; McKee et al. 2015; Eichmiller et al. 2016 et 2015;Eichmiller McKee al. et al. 2010; et Matheson n e
s of target species distribution and community composition are composition community and distribution target s of species the whole community indirectly indirectly community the whole
SAR
communit species
for PCR primer design, design, primer PCR for using
we characterize we (Bohmann et al. 2014; Renshaw et al. 2015; Turner et al. 2015) etal. Turner al. 2015; et 2014;Renshaw etal. (Bohmann By t By
spatial patterns in relation to in patterns relation spatial ; argeting highly conserved regions that flank polymorphic regions regions polymorphic flank that regions conserved highly argeting
Balasingham et al. 2016 etal. Balasingham capture
in two large Great Lakes tributar Lakes largeGreat in two to y
produce reliable reliable produce , with a , with T he inclusion ofc inclusion he
or observation or d n of aquatic ecosystems require ofaquatic ecosystems n
the the spatia high likelihood high NGS .
eDNA quantity and qual and quantity eDNA
This method of metabarcoding has also also has metabarcoding of method This
and sensitive sensitive and of the resulting amplicons theresulting of l distribution of three three of l distribution ommunity ommunity - ). eDNA detection sensitivity is also also is sensitivity detection ). eDNA based based benefits ecosystem management as it asit management ecosystem benefits
the presence of presence the of detecting cryptic, elusive, or rare orrare elusive, cryptic, detecting of methods ( methods “ composition composition y rivers passive surveillance passive eDNA analyses (Jerde et al. (Jerde etal. analyses eDNA d
communities (Diaz communities Pompan , the Grand River and River , theGrand
other native or nativeor other data ity SAR data data
is
, one invasive invasive , one can be used for for beused can
on et al. 2011; et on al. o affected n the the n thus thus ) 2015) ; however, ; ”
of theof provides
and and by by -
Real Real and
This article isThis article by protected copyright. All rights reserved. an Ontario, drainage area approximately km long main two has River The Sydenham Currently biodiversity aquatic of Study Area &Methods Materials species. and invasive shared habitat of speciesinterest of of with group Future studies invas including rare, interactions, species important investigate (meta the sampling basin specific River, the Sydenham
annual mean mean annual Accepted Article native
(identified using (identified barcoding) PCR primer PCR The The
with a a with approximately 300 approximately , 5 to maximize data gathered on on gathered data maximize to
fish community composition community fish
- specific primers specific 1 fish 1 Grand River Grand River Sydenham
of both branches both of
designed designed 100 mean annual mean annual discharge discharge
s
is species
and and
km long km long a powerful approach for approach a powerful for the CO1 mtDNA gene mtDNA CO1 the for
. Our . using using
; historical
potential potential approximately 80 fishspecies 80 approximately
to detectthe to drains into Lake Erie (Fig. 1) and is (Fig. and LakeErie1) into drains
have b have
approach to meta to approach rate o eDNA metabarcoding method metabarcoding eDNA
with a with and custom reference species sequence databases species sequence reference and custom km
discharge of 16.9m of discharge is
a
long
is 2 een reported reported een capture ecological interactions of target species, especially in regard to SAR to SAR in regard especially target species, of interactions ecological f approximately 64 f approximately tributary tributary
mean annual annual mean branche
725 km 725
with catchment drainage area of 6800km of area drainage catchment with distribution of target species of distribution . - the spatial relationship spatial the Our Our based based survey of Lake St.Clair Lake of 2 s
analyz , the N , barcoding ( use of use of designed to target all all target to designed Metcalfe (SCRCA 2013a; SCRCA 2013b) SCRCA 2013a; (SCRCA discharge discharge 3 ·s ing orth Sydenham orth Sydenham - combined eDNA combined 1
m ,
and the E and the
(
community composition and co and composition community 3 - 2003; et Staton al.
data) simultaneously g simultaneously ·s Smith et al. 2003; Smith et al. - 1 s
. (Fig. 1) ( of 34.4 m 34.4 of
Singer & So1980 Singer We used a used We in . We use We
the largest watershed in southern southern in watershed the largest a s ive, and common native species. species. native common and ive, st Sydenham st
among ,
which which River
known should should
3 and and d ·s
NGS NGS - custom 1 . The
enerates , SAR
NGS NGS historically historically which Staton et al. 2003). etal.2003). Staton Marson & Mandrak 2009). &Mandrak Marson
fish use this this use and intensive water intensivewater and
in the in the , inva )
. The watershed Thewatershed .
total catchment catchment total methods methods River - es in the es in designed designed 2
for optimal detection detection optimal for
is (Li et al. 2016). etal.2016). (Li
critical information critical information siv approximately 70 approximately Sydenham River Sydenham
meta which is which e species, and e species, had had - occurrence to occurrence Great Lakes group barcoding a high level level a high
has - It
has has
.
This article isThis article by protected copyright. All rights reserved. Acceptedsubstrates SARAunder Endangered development, urban and practices agricultural from pollution and eutrophication by caused degradation habitat bottoms with rivers, sandy etal. (Ginson 2015) study a morerecent 12 caught in were since1987 captured been 2011). its and t Lake Erie Grand River, extirpated), Canada the genus Article on impacts detrimental present to be known historical the species, invasive pellucida Study Species species with 83 fish ofallfreshwater half more than
deemed “poor” w “poor” deemed ESD
( The Northern Madtom ( Madtom The Northern The target species The four SARA SARA ), or Ammocrypta
Northern Madtom ( Madtom Northern comprised of sand, gravel, and silt for nesting (DFO 2012). The Canadian distribution is distribution Canadian The (DFO 2012). nesting silt for gravel, and ofsand, comprised populations
Eastern Sand Darter Sand Eastern current current
invasive species invasive 2016
present in Grand River in 1999 (Wright & Imhof 2001). Imhof & 1999(Wright in Grand River in present ). distributions distributions
Round Goby Round at high densities densities high at Its
ith only 43 individuals recorded recorded 43individuals ith only in Grand River in found in Canada (COSEWIC 2009). 2009). (COSEWIC Canada in found many native many
distribution in Canada in
when it was first reported (DFO 2011). P (DFO 2011). reported first when itwas for burrowing for
Noturus stigmosus Noturus (including (including
in thisstudy in NMT)
(
in at least the one of atleast in ESD) ESD) ( Neogobius Neogobius melanostomus
(SARA 2016). It prefers big rivers with slightly turbid water and water slightly turbid bigwith rivers Itprefers (SARA 2016).
species in Canada and at and
at many is a small (120 mm) (120 small is a were is a
Round Goby Round (COSEWIC 2009). 2009). (COSEWIC
small small ributaries, Sydenham River, and Thames River (DFO (DFO River Thames River,and Sydenham ributaries, -
risk species species risk deemed “good” and more than 735 individual than 735 more and “good” deemed include three include in Ontario (158 species; Mandrak & Mandrak (158 species; Ontario in
locations is limited to is limited (71 ), and and
mm) . )
ESD , and disease ( disease , and two study rivers two study Silver Shin Silver in the in (Poos et al. 2010; DFO 2011; DFO2012 2011; DFO et 2010; al. (Poos
in ,
SAR benthic benthic
benthic, cavity benthic, It is listed as T as It is listed inhabits
both Main Big Creek, Big Otter Creek Creek (likely BigOtter Big Creek, ). The target ). The
last last ;
Eastern Sand Darter Eastern
study
threats er two darter opulations in Sydenham River Sydenham in opulations
lakes
( DFO 2011; Finch et al. 2013 etal. Finch 2011; DFO Notropis photogenis Notropis
rivers decades decades . The invasive invasive The
hreatened hreatened
to
- and shallow streams or or streams shallow and and the only member of member theonly and SAR nesting, catfish listed as listed catfish nesting, ESD , with known with
have overlapping overlapping have
(DFO populations are populations
Crossman 1992), 1992), Crossman
by SARA (
Ammocrypta Ammocrypta 2011) Round Goby Round
), and one one ), and s have s have
and only only and
in ) .
).
is This article isThis article by protected copyright. All rights reserved. Acceptedand young 2011; Sep to April from al. 2011 andi Lakes the Great length is10 It is a 1992). (Jude etal. Clairin1990 inSt. Lake initialreports Europe, with (DFO 2013). mana 1982 prefer River Grand in population asingle although ArticleCanada as assessed four al. et 2012). (Edwards space and habitat food for Goby Round the species suchas invasive with competition and fragmentation, habitat and loading nutrient suchas degradation habitat include toNMT threats The main either River intheGrand be to present known not is NMT DFO2012). 2012; it has although River Sydenham to restricted known ). gement (i.e. nutrient and/or sediment loading), habitat fragmentation, and introduced species species introduced and fragmentation, habitat sediment loading), and/or (i.e. nutrient gement
s Kornis et al. 2012 et al. Kornis The main threat to to threat main The
fast ). (SARA 2016) (SARA The The RG - of - 0 mm 0 Threatened populations flowing systems flowing Round Goby Round Silver Shi
the Detroit River, Lake St. Clair and its tributaries, St. Clair River, Thames River, and River, Thames ClairRiver, St. tributaries, andits Clair Lake St. River, the Detroit - season thespawning during eggs to lay crevices open or substrate in burrow rocky the
tember
- individual was was individual (N’Guyen etal.2016) (N’Guyen year year .
s expanding rapid expanding s ner There are no current areno There of ;
, by COSEWIC ( COSEWIC by
,
Edwards et al. 2012). al.2012). et Edwards
in in
( ( directly competing with with competing directly native species species native
RG SS SS is considered considered is Bronte Creek, Bronte Creek,
)
with ) originally arrived arrived ) originally populations ishabit populations is a small is asmall not been collected in collectedin not been reportedly reportedly
deep riffles riffles deep COSEWIC 2011 COSEWIC ly upstream in tributaries (Poos et al. 2010 (Poos tributaries in upstream ly ) (143 , “ such as
highly invasive highly fair Grand River, S River, Grand
or historic historic or caught thee caught in
mm) ”
and with It to the Great Lakes Great Lakes to the
NMT feed at degradation via contamination from poor water poor from contamination via degradation at
minnow NMT sand, clay and gravel clay and sand, only a only ) but listed as listedas ) but s
populations populations (DFO 2012 the
on mussels ( mussels on
and and , ixteen Mile Creek, and Thames River Thames and MileCreek, ixteen
benthic species species benthic few individuals collected (DFO 2013). (DFO collected few individuals Sydenham River since 1975 (COSEWIC 1975(COSEWIC since River Sydenham
with ast Sydenham River in 2003 (DFO 2013). 2013). (DFO in 2003 River Sydenham ast ESD
a Canadian distribution consisting of consisting of distribution Canadian a
for benthic habitat habitat benthic for ; Burkett & Jude 2015 Jude Burkett& ; of of via ballast water from Eastern Eastern water from via ballast e.g. e.g. Special Concern Special Concern SS
dreissenids substrates in in that that the small ( small currently or historically. historically. currently or has has Sydenham River Sydenham ; Bronnenhuber et ; Bronnenhuber spread
average body body average ), ( McKee & Parker Parker McKee & by SARA by space (Kornis (Kornis space
insect ).
throughout throughout
larvae, larvae,
in in . It is It ,
SS
A This article isThis article by protected copyright. All rights reserved. control sediment load) of the filtration by followed filtering (47 filterpapers microfiber Extraction eDNA and 4riv ( 2 a subset of replicate sitewere collected each at cooler inthe andstored the sealed, air, River) 4 from Grand s samples asbottom characterized were depths greater collected at samples in River Sydenham double rinsed using and minutes from modified Grand River Water DFO2012). 2002; (COSEWIC Furthermore, 1 amples
09 Accepted Article in the field
surface, surface, Sampling Sampling –
Within 24 hours of of hours Within 24 Water s
each each er cont er (river control (river
we and
- also
5 72 river sample, river sample, coolers containing ice containing coolers RG feed nocturnally RG feed
Jerde et al. (2011) al. et Jerde
samples per site per samples using the same the same using rols). ampling was was ampling
bottom, and 3 river controls) controls) 3 river bottom, and
in in and 43
included mid to late to late mid
by by
s ) opening a opening
were were sites sites lab
500 collection mm diameter, mm the
The direct impacts of RG on SS is not currently known (DFO 2013). (DFO known currently isnot SS on ofRG impacts direct The conducted by DFO via boat via boat DFO by conducted in the included controls for controls October 2013 October
filtration apparatus filtration
m river sample on new filter new on river sample for for - .
distilled water (ddH water distilled L 500
All field equipment was sterilized sterilized was field equipment All which also directlyc also which
of ddH of . eDNA analysis eDNA Grand d S ,
urface urface s (2 mL Nalgene bottle bottle Nalgene mL all water samples were filtered using Whatman® glass glass filteredusing Whatman® were samples all water
at
alongside - 3 bottom samples and 10 samplesand 3 bottom
a
2
River 1.2 the O was filtered on a separate filter to act filtertoas separate ona O wasfiltered small small
in the
amples amples µ and 170 Grand River samples River Grand 170 and 7 m pore size; Whatman, Maidstone, UK). Prior to UK).Prior Maidstone, size;Whatman, m pore
were collected in 500 collectedin were ri subset of subset
ver control ver . In total . In the the . This allowed each sample allowedeach This .
Sydenham 2 were river water samples river water O). Water samples samples O). Water ompetes ompetes in in filled withddH filled s ,
site sample September September collecte we (up to 4 filters for samples with high high with 4 filters forsamples to (up
s
amples River using a using River included with with - d just under thesurface d justunder 15 surface sa 15 surface by soaking in 10% bleach for10 bleach in 10% soaking by NMT . If any . If any
mL Nalgene bottles and stored stored bottlesand Nalgene mL s to early October October to early
( 2 184 Sydenham River Sydenham 184 3 from Sydenham River and River Sydenham 3 from O toO from .
for foraging foraging for The m The .
sampling protocol sampling
( Blank r Blank 108 108 lab
expose the contents to thecontents expose
to have its own haveits own to 44
mples) and we used we used mples) and control surface, surface,
ajority of samples ofsamples ajority si tes iver
lab in the in space
site 2013 tested tested
cont 58 ,
control while
bottom,
samples samples in the
lab rols
,
This article isThis article by protected copyright. All rights reserved. data catch DFO based on and target species Primer the sample in suspended - The mixture mixed again, centrifuged was solution then minutes rpm for20 complete allow minute per 3000strokes at minutes homogenized tubes were The buffer. digestion (CTAB) bromide cetyl trimethylammonium of 400 No. 11079110), placed imme bet at stored to potential target DNA positive for Accepted20 Article
we o C. DNA was pelletizedby was C. DNA vortexed with equal volumes ofchloroform volumes equal with vortexed diately
en each use using 95% ethanol 95% useusing each en
with with into 2 into Design We f DNAextraction, For - 20 . All All .
an an
designed a designed s contamination contamination
for DNA extraction. DNAextraction. for o m were left overnight at overnight were left 30
C until DNA extraction. extraction. C until DNA equal volume of isopropanol and and isopropanol of volume equal
extracted e extracted L cellular br cellular
µ screwcap screwcap L of
114 , then ,
µ L 10
additional species additional of ddH of group during PCR PCR amplification, during
and FishMa and mM TEBuffer the the eakdown and protein and eakdown DNA w tubes containing µ 400 containing tubes (i.e. false (i.e. false ilters were ilters -
s 2 centrifugati specific specific upernatant O, 400 O, superna The The as
stored at at stored using P positive . One half . One half
µ fish
(McLaughlin e (McLaughlin L
tant
cut into halve into cut of phenol of
on, on,
that potentially that filters
Mini CO1 CO1 was was
1.0 transferred to a new anew to transferred s washed once with 70% ice 70% with once washed - ) 20 - in placed Eachfilterwas . transferred to anew to transferred PCR PCR
of the filter thefilter of
Beadbeater µ w digestion. The sa The digestion. one tenth one -
t L isoamyl for a second phase separation. separation. phase asecond for isoamyl o ere L he corresponding sample he corresponding
- C until further analysis. further C until of 20 of
chloroform: primer of 1.0 of t al. 2010; Meixler e 2010; t al.
cut into s
using sterile forceps and razor andrazor forceps sterile using
mg
inhabit mm glass beads glass mm
volume of 3M sodium acetate acetate sodium 3M of volume set - was stored was · 24 (Fisher Scientific LTD, BioSpec.) BioSpec.) to LTD, Scientific (Fisher 24 µ
L
strips to help with digestion and and digestion to help with strips (PS1) (PS1) -
1 isoamyl isoamyl
RNa
mples were centrifuged at 13 centrifugedat mples were the two 1.5
developed developed 1.5 se A
mL Eppendorf Eppendorf mL
and the second half was used was half thesecond and
- mL alcohol alcohol
cold a
t al. 2011 t al. to to Great Lakes tributaries Great Lakes
packed dry packed 15
Eppendorf Eppendorf
would be would be eliminate RNA eliminate
ethanol m to L (25:24:1), and400 (25:24:1),
Falcon tube and tubeand Falcon amplify ; see Supp. Table Table see Supp. tube ,
(BioSpec Cat. Cat. (BioSpec excluded and re and blades blades tube , The mix The
(
our four our then pH 5.2 pH
present in present ,
and - for two for cleaned cleaned
000
due due
)
ed .
µ
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This article isThis article by protected copyright. All rights reserved. 52 at temperature annealing seconds were 1.0 polymerase, andreverse each forward eDNA ( detect could primers PS1 that our concentration target DNA lowest the toestimate used species was seconds 95 at denaturation initial to an were set ng· RG,for 35.4 and series dilution fragment complementarity, www.premierbiosoft.com/ 1990 (Kwok etal. ~250bp. of wereselec regions polymorphic surrounding regions species ofreads) (number strength signal measure of the t (forward) (Biomatters, v.6.1 Geneious & Hebert 2007) Ratnasingham (BOLD; LifeDatabase of S1 Arm )
Accepted Article .
The PS1 primers were designed using using designed primers were PS1 The arget and n and arget bruster & Pry 2008; Kim et al. 2014 Kim et al. & Pry2008; bruster set to an to an set PCR
from both rivers from eDNA
and
length and Uni and
Degenerate base Degenerate
60 PCR reactions consisted of2.5 consisted PCR reactions initial denaturation at 95 at denaturation initial
µ
o on . µ C annealing temperature for 60 seconds for60 temperature C annealing L ; Epp et al. 2012 ; Eppetal. PS1 efficiency was was efficiency PS1 - L of eDNA L ofeDNA - 1 uniform uniform B - SYBR™ Green Green SYBR™
target species target for SS, 46.4 ng· SS, for
(reverse) by DFO by
PS1 netprimer annealing temperature annealing sample, and ddH sample, and
www.geneious.com sites
for NGS for primer, 0.2 to estimate expected PCR amplification efficiency. Highly conserved Highlyconserved efficiency. PCRamplification expected to estimate qRT ).
sequences were avoi were µ
Pr L sensitivity sensitivity - ) -
imer 1 PCR with PCR
o were used to used were library preparation (Table 1). (Table preparation library for ESD, and 30.0 ng· 30.0 ESD,and for C, 30 seconds at 72 30seconds C,
). o o C for C for C
mM of each dNTP, 0.2 dNTP, each mM of - COI sequences sequences COI
BLAST (Ye et al. 2012) et (Ye al. BLAST for 10 minutes, followed by 45 cycles of 95 cycles of 45 by followed 10minutes, for ded within 5 ded within
µ unambiguously 2 . O foratotal O L of1 L We determined the primer the determined We 2 minutes, then 40 cycles of 30seconds cycles 40 of then 2 minutes, tested tested initial DNA template concentrations of 38.4 ng· of38.4 concentrations DNAtemplate initial ). s The , no secondary structure, and structure, and , nosecondary 0 verify ted for primer design, targeting a fragment size size afragment targeting design, primer ted for X for
Taq primers were were primers for 118 fish species 118fish for
. all four target species u target species all four collected from NCBI Genbank and Barcode Barcode and Genbank NCBI from collected bp of the 3 the of bp
primer specificity, low self low specificity, primer A 10 A o
reaction reaction reaction buffer, 25 buffer, reaction C for extension, final ex final extension, C for µ
L as well as provide asemi provide well as as
- 1 -
fold serial dilution for each target target foreach serialdilution fold for NMT. for
mg and volume of 25 of volume NGS ∙ ’ end to minimize mispriming mispriming ’ endtominimize mL
synthesized Net Primer (Premier Biosoft (Premier Net Primer - 1 allowed
The The BSA, 0.1 units 0.1 units BSA, - template match for match template and aligned using alignedusing and qRT
mM MgCl mM
sing a10
appropriate appropriate us to identify both both to identify us with with µ - PCR conditions conditions PCR L tension at 72 tension at . - PCR conditions conditions PCR -
5’ tails 5’ o qu at 94 at C for 15 C for Taq 2 , 0 antitative antitative - fold fold
.5 µ
o : C, 30 C,
Uni µ each each
M of M of L
o - 1 , C -
A
This article isThis article by protected copyright. All rights reserved. concentration ddH cen tubes were The ethanol. with70%ice once washed the pellet was and discarded, isopropanol centrifuged, library) was volume o tenth and one isopropanol and tube), samplesper (72 mL tube adaptors at a finalextension and seconds, 60 30seconds, for denaturation c cycle PCR 10 polymerase, (5’ adaptor B consisted of preparation library library preparation; 100 ON, Canada) Mississauga, Coulter, XP (Beckman Next NGSlibrary. inthe included amplification for andassessed above, described were control samples thelab however, below; described NGS library preparation the in andincluded riversamples as were treated template hold at4 andafinal 10minutes, for
Acceptedadaptor Article
2 bp - O. Generation Sequencing Preparation Sequencing Generation .
Next, 20 Next, Unique barcodes barcodes Unique After
were blank
(5’ onditions started witha 2 started onditions -
CCATCTCATCCCTGCGTGTCTCCGACTCAGxxxxxxGATacctgcctgccg) 2.5 -
eDNA
CCTCTCTATGGGCAGTCGGTGATacgccaccgagc
using purified again using Agencourt AMPure XP AMPure using Agencourt again purified )
µ
µ were µ L ofclean L of 10X L of10X L of
PCR Agilent H Agilent
also included for each prepared mastermix. each prepared for included also the library the
amplification were Taq ed PCR product, and ddH and product, ed PCR
trifuged again, ethanol discarded, and t and discarded, ethanol trifuged again, igh igh
reaction buffer, 25 reaction ligated
o
72 was was Sensitivity DNA chip DNA Sensitivity C annealing temperature for 30 seconds, 72 seconds, for30 temperature C annealing
precipitated precipitated o o f 3M sodium acetate (pH 5.2). 5.2). (pH acetate sodium f 3M - C for 5minutes C for C. minute denaturation at95 denaturation minute gel extract gel ,
to the PCR to thePCR a t thus thus controls Five PCR DNA he he
PS1 PS1 required two rounds of PCR of two rounds required extracted and underwent the first round of PCR, as PCR,as roundof first the underwent and extracted PCR products were products PCR
ed to remove primer dimer and f dimer primer and to remove by inspection on an ag onan by inspection at
mM MgCl mM
mplicons using using mplicons and and - 2 20 . O for a total reaction volume 25.5 of volume reaction O foratotal
Second r Second on an on
o bioanalyzed C (4 target species benchmark DNA and ano and DNA benchmark species (4 target
, 10µ overnight -
2 3’) Agilent 2100 Bioanalyzer (Agile Bioanalyzer 2100 Agilent , 0.
ound PCR products PCR ound , 0.5 L of each sample combined in a 1.5 combined in sample each L of 2
o
mM of each dNTP, 0.5 each mM of C followed by 6 cycles of 95 6 cycles of by C followed
T a second cleaned using Agencourt AMPure AMPure Agencourt using cleaned
The combined PCR products (i.e. products PCR combined The µ he river control samples (n =7 (n samples control he river
he to using M
de arose gel; arose library A+barcode+key+Uni . termine final D final termine Second round Second
equal volumes of volumesof equal ,
short , 0.1 units , 0.1
o was ragments less than than less ragments C extensio
they were not not were they
- with attached attached with
cycle PCR for NGS NGS for cycle PCR eluted in50 eluted Taq Taq
PCR µ NA n for 30 n for
M P1+Uni µ nt L. L. - s A
Short o -
cold C µ L of ) - - - This article isThis article by protected copyright. All rights reserved. by DFO the along type with habitat associated geology characteris environmental based on systems water habitats along the Community 2014). et (Zhan al. match by produced diversityoverestimation avoids eDNA species identification 10 value 10to of database custom against the create reads). accepted default re ( Next a on sequenced Technologies, Caporaso etal. 2010) Caporaso
Accepted Articlemove ir -
spatial spatial Generation Sequencing Generation es of three es of matches sequence a
minimum average quality score of 25 (corresponds of25(corresponds score quality average minimum in 2010 to2013 in 2010
We also The eDNA NGS sequences sequences ( custom Melles et al. 2013 Melles et al. and and distribution data
Germany
318 Species Species compared the eDNA the compared each river. for database reference -
We used the used We 60 allows was processed using processed using was
presence presence
with and percent identity from 0% to96% from identity percent and - chip .
We classified a classified We to remove
)
during June during . Occurrence . Finally, . Finally, more than three than more rare sequences sequences rare
Specific Aquatic Ecosystem Classification (AEC) values (which define define (which (AEC) values Classification Ecosystem Aquatic Specific in asample in using the Ion Chef the Ion using ) were included included ) were data for the data for
Filtering using fish fish
the library sequences that that sequences species COI sequences previously used previously COIsequences species
BLASTn
, July Analysis .
p species species Disregarding one Disregarding two rivers. two resence data resence Quantitative Insights into Microbial Ecology (QIIME) (QIIME) software Ecology Microbial into Insights Quantitative to be counted; to be
target and August for the Gr forthe and August primer
to to with default with
TM w
PCR PCR or as show how show as
System (Life Technologies, USA). Technologies, (Life System SAR
- “ diluted template we present
The The and sequence sequence re with with
smaller than smaller
filtered filtered
an important consideration for consideration important an
hit (singleton parameters parameters
to afinal to invasive species invasive
species occurrence to ” the
at asite at mismatches,
to an average error rate of 1% in rate of1%in error average to an ensure ensure
data from data from
artefacts and River, and from 2010 to 2012 to 2010 from River, and and NGS concentration of 55 of concentration tics such as soil type,climate, and soil ticsas such high confidence in high confidence only only
200 changed changed sequences were compared were compared sequences s ) two or , but
capture
or or if itreturned bp, w for PS1 primer design to design to primer PS1 for ere that that
de patterns patterns accepting eDNA eDNA accepting from an expect from
mapped mapped hits (doubletons) (doubletons) hits - do not meet meet the do not replicate -
based
may be may
at least three least at pmoL∙L the the
methods rare to display display to
sequences, sequences, returned returned
species species ed
- 1
and (E)
used used
This article isThis article by protected copyright. All rights reserved. thefor spe areas in those collected samples area, particular a in highabundance in occurs species Ifa site asaproportion. atthe obtained sequences species site. thesame at eDNAsequencesreturned of as Semi methods for analyses co detected species co species of patterns ifthe determine same co pairs species =TRUE) (thresh threshold relationship co spatial nosignificance) (i.e. andrandom negative, positive, determine to Griffithetal.2016) 2013; (Veech “cooccur” package the with Team 2015) (RStudio 0.99.892 methods. the during
- the number of eDNA sequences for ofeDNAsequences the number
Accepted Article capture the DFO using analyses occurrence two sampling methods were methods two sampling - Quantitative eDNA Analysis eDNA Quantitative June, August, and September for the Sydenham River the Sydenham for September August, and June,
signal semi visualized were target species ourfour for eDNA detections Additionally, W .
hole cies as a measure of relative signalstrength. ofrelative asameasure cies s between species s
both sampled rivers both sampled that have insufficient co insufficient that have
at a given site based on its conc its based site on given at a - river - occurrences, we focus on our target target spe our focuson we occurrences, community analysis of species co species of analysis community ,
which removed any species pairs pairs species any removed which ,
using using com at sites that were sampled using capture using sampled were that at sites
the default settings of the package the of default settings the bined - occurrence information (Veech 2013) (Veech information occurrence should should a
target species at a specific site divided by the total number number total by the sitedivided at a specific target species
to determine the percent of species detected using eDNA eDNA detected using species of percent determine the to - occurrences were identified. While we report all we report While identified. were occurrences entration of eDNA sequences out of all eDNA ofalleDNA out ofeDNAsequences entration reflect reflect - This method illustrates the abundance of target oftarget theabundance illustrates method This based data and our eDNA our dataand based a - occurrences was was occurrences higher higher
. that do not share any sites notshareany do that cies. We performed theco We performed cies. proportion proportion The The
species occurrence results from from results species occurrence co . We also kept the default keptdefault the also We . - - of occurrence distribution occurrence based data separately to data separately based - mpleted based methods ande based methods
. eDNA sequence returns sequence eDNA We performed performed We
using R Studio v. v. Studio R using - quantitatively ; this removes removes this ; - occurrence occurrence species - DNA DNA
This article isThis article by protected copyright. All rights reserved. 72 811 seque (and removing lowlab of us visible PCR amplification produced control samples remove DNA 5 total of COI sequence for were returned Next detection plateaued species target our of four all for our for primers both for end 3’ the of bp 5 within mismatches 3’ the of bp 5 within mismatch primers the of one only in f mismatch total 0 with mismatch, primer River Sydenham the and River Grand the in found Design Primer R esults
0 Accepted Article
sequence sequence sequences), sequences), fish
- (no PCR a PCR (no Gen
After Our next Our the one site that returned 5 RG sequences from further analyses further sequencesfrom RG 5 that returned site one the sequences were returned were sequences
eration s per sample ( sample s per se - limit (Figure 2). (Figure limit based contamination level. contamination based t prxmtl 10 approximately at quence reads, all were reads, quence group removing removing
database, mplification
0.22% matched matched 0.22% - Sequence Data Sequence generation sequencing sequencing generation 3 - specific 54 n
ces that did not match any of the fish sequences in our custom database custom our in the fish sequences anyof match didnot that ces (1 range range s
one pecies 70
)
.
Grand River and River Grand primer PS1 was designed to have have to designed was PS1 primer
We thus concluded that field contamination was low, although we did although low, was field contamination that concluded thus We ad 8.5 and , out of out = or samp or 1
-
ESD 5 to to n fr ihr h frad r reverse or forward the either for end
:
RG epae dilution template 75
seven 50
across (2
. ; 5 msace i bt primers both in mismatched %
however 607
% les 079 produced 6.5 million r 6.5 produced
river control river matched or majority or
that returned < returned that
reads/sample
sequences) and 0.18% matched matched 0.18% and sequences) h dlto sre qRT series dilution the 1 84 ,
Sydenham River) Sydenham the corresponding lab control was negative fish negative for was control lab the corresponding
. RG Figure 1 shows the level of forward and reverse reverse and forward of level the shows 1 Figure ,
ing our group ing our
s (68.3 ( which
721 ( site S20 site ).
3 eDNA sequences eDNA sequences 3 After BLAST After
%) 2 67
reflects four of the species the of aw reads
sequences) ) minimum
was contaminated contaminated was
samples with an average of7107 anaverage with samples target species. species. target - specific primers ( primers specific - PCR test. Detection sensitivity sensitivity Detection test. PCR
ing against the custom custom the against ing h P1 primer PS1 the . Only Only . .
. A total of primer, None ofthe354 None
, mismatch mismatch
NMT 0.28 , 24.4 from further analysis further from 9.8 % matched % matched
(1 u tee were there but % PS1 amplified DNA DNA amplified PS1 % had a had % 2 430 736 430 2
683 and returned a a returned and of fishes had a a had fishes of PS1), indicative indicative PS1), o all for
approximate approximate sequences)
lab lab mismatch mismatch SS
reads species fish )
(2 ,
9
54 no no
This article isThis article by protected copyright. All rights reserved. Accepted River Sydenham North inthe flowing water u and lower in =MTS) water(AEC slow MTS Community samples bottom in count read had greater eDNA samples, bottom than surface samples sequenc 281 also one detected in G40) G10, and reads/sample to 489 = 184 (range sample reads/sample ( Grand Riversites site Article (raRiver the Sydenham the mean of witha persitevariedwidely, reads eDNA sequence samples) River Sydenham removed) surface samples 8 bottom and sequence reads removed) surface samples 18 bottom and sequence reads species 2 (Table Grand River (ra River Grand (S28) (S28)
detected atseven (moderate, turbid,slow) (moderate,
( ) All Grand River sample sites were dominated by cool, turbid water with slow flow (AEC = = (AEC flow slow with water turbid bycool, dominated were sites sample River All Grand RG Supp. Table S2 Table Supp. . and five and The
was detected was and and es (r ), and four ), and remaining 23.8 remaining
with a mean of 701 eDNA sequ eDNA of701 mean a with
from 43 from Grand River site Grand River Species Species ange = 3 to 1 =3 ange
5 samples total samples 5 Grand River sites ( sites Grand River nge 3 nge =
4
3 sites sites A n
Co
Sydenham River sites( River Sydenham sites sites ge = 4 to 25 734 to = 25 ge 4
and Supp. Table S2 Table and Supp. in in ;
- this to 1372 Occurrence 27 in Sydenham River (S4, S8, S14, S15, S21, S30, and S41) with a mean of mean S41) with a S30,and S21, S15, S14, S8, (S4, River in Sydenham
% ). Sydenham River sample sites were sample River Sydenham ). comprising 50 comprising comprising 54 comprising
7 160 reads/site) reads/site) 160 correspond sequence reads reads sequence
samples in total from both rivers fromboth intotal samples (G6) in a surface sample with 48 with sample asurface in (G6) )
with a mean of 192 a meanof with 9
G15, G15, reads/ pper East Syd East pper
NMT .
reads/ ).
. Sydenham River Sydenham . G17, G18, G17, s
sample
SS segment ( segment
to
B fish species fish species had greater eDNA read count in surface samples, and samples, surface count in read eDNA greater had )
ences (r ences ( . was only detected in Grand River inGrand detected only was the
Fig. 3 Fig. 4 samples total samples 4 Grand River had a total of total Riverhada Grand sample ( 227 (Table majority ofsampledsites majority )
and and enham River segments, River segments, enham )
G19, G19, 062 .
AEC = LTS AEC = 1 to ange =10
Finally, sequences per sequences ).
3 a from from from
RG sequences) sequences) ) and G24; and . mean of mean
resulted
was was 1
ESD 65 bottom and 101 and 65 bottom 50
842 ) with a mean of mean ) a with
(low, turbid, slow) turbid, (low,
not found at found not bottom and 90 and bottom
(113 Grand River and 164 Grand Riverand (113
eDNA sequence matches. matches. eDNA sequence
had higher sequence reads in reads had higher sequence
also eDNA 3 Fig 3
in a total of of total a in 044 reads/site) 044 1 matched sample 28
dominated by cool, by dominated )
. sequences sequences sequences per sample in per sample sequences 3 ESD 44 725 . and warm, and
The number of number The
(range = 59 to 485 485 to =59 (range
one w 61
280 sequences per sequences 280
ere at three surface surface samples 6
co surface surface samples
10 087 ; Sydenham River Sydenham returned eDNA eDNA returned
Fig. 3). Fig. 3). . detected in four detected - per sample sample per occurring NMT turbid, slow turbid,
sites (G7, sites
eDNA eDNA
was was
turbid, turbid, NMT RG
native native
in
(8 (8 was was
(7 SS -
This article isThis article by protected copyright. All rights reserved. co positive had one Table were There further analysis. 54 (Fig. occurrences were pairs species for ( pairs species 492random and negative, 7 49 positive, (62.3959 1 producing analyzed 17siteswere across species 56 River, Sydenham ( occurrences remaining co insufficient due to removed thatwere pairs sampling) co species chance, andrandom < 0.05), expected, methods River the Sydenham methods both detected using and River Grand detected in methods
Acceptedspec Article 50
S detected species across 43 across detected species 3 ies across 43 sites, in which 1 43sites,inwhich ies across eDNA For co Species thatcapture species ofthe and62.5% detected 82.6% method the eDNA Overall, P D , %) pairs %)
, producing 1 , producing ). For NMT, ESD, NMT,ESD, ).For producing results for positive for producing results > 0.05). > - P 371 occurrence analysis included analysis occurrence
< 0.05), negative 0.05), < Fig.4A
species pairs resulted in 13 posi in resulted pairs species
4B
- were removed and 581 pairs were analyzed were pairs 581 and were removed Using presence/absence data from capture data from presence/absence Using
- based detection in detection based analyzed further. There were 42 positive, 0 negative, and 236 0and negative, positive, 42 Therewere further. analyzed occurrence was analyzed using presence data presence using analyzed was occurrence - , Supp. Table Table , Supp. , , Supp. Table S Table , Supp. occurrence with Common Carp ( Carp withCommon occurrence l
y respectively (Table 4). (Table respectively
co
081 species pair pair species 081 - occurring occurring and SS and 65 ly co , eDNA detected 86.2% and 72.0 86.2% , eDNAdetected
positive, 0 negative, and 0negative, positive, S
- sites. there were no significant negative or positive co positive negative or were nosignificant there 3 occurring 3 A species pairs (occurrences not different from that expected by expected that from notdifferent pairs(occurrences species C
) ). In the Sydenham River, theSydenham ). In 137 (79 137 the Grand River, a total of 1 of River, atotal the Grand
the Sydenham River the Sydenham in the G in the ly co A total of
combinations of which 710 (65.7 710 which of combinations 47 species across 29sites 47 speciesacross
- species pairs (occur together less often than expected, expected, than often less (occur together pairs species occurring . 5 rand River, based on DFO capture based on River, rand - tive, 11 negative, and 347 random species co species and347random negative, tive, 11 %) were removed, and removed, were %) occurrence data. data. occurrence 947 (77 947 Cyprinus carpio Cyprinus
species pairs (occur together more often than often more together (occur pairs species Fig.4A 229 . 3 ,
%) species pai species %) respectively (Table 4). For all species species 4). all For (Table respectively
, random co random -
% of the total in the Grand River and River Grand the the totalin % of Supp based methods in the Grand River, Grand in the methods based for species co species for 1
Co 431
f 225 rom (that were pr (that were . Table S . Table - occurrence ) in the Grand River. Grand ) the in
s
294 p sp
540 s 540 capture ecies pairs pairs ecies - ecies pairs were analyzed analyzed pairswere ecies occurrences ( occurrences %) were removed. removed. were %) rs were removed and 278 and removed were rs
species pairs remained for pairsremained species 3 - pecies pairs of which which pairsof pecies occurrence B ). -
based and and based esent in the eDNA eDNA inthe esent analysis for the for analysis -
based based data random co random - were analyzed for were analyzed occurrences. Fig.4B, Supp. Fig.4B, . There were There .
- based based eDNA . In the Inthe . Species Species - -
RG RG and and
our our
P
This article isThis article by protected copyright. All rights reserved. Accepted in upstream (>farther 100) numbers read sequence eDNA high detected but we need the without interactions species and potential habitat use of comparisons us tomake and allowed the distribution on information approach eDNA/NGS combined our that show NGSanalysis eDNA and analysis. the f datafor gathered distributional we also sequence custom a using metabarcoding Risk Species at of Detection Discussion (Fig. 5B, downstream Article moving when River increase Sydenham inthe proportions detection whereas pattern, an oscillating respectively). sequences 577 as identified theremaining NMT and SiteS21,3 In respectively). sequences RGand as identified theremaining ESD and S21 NMT insite the p detection loweDNA very had species target SAR fish of total number Semi majority of the s of majority - Quantitative eDNAData Quantitative to physically capture individuals. capture to physically ESD was detected detected ESD was By using a of proportion the illustrates Figure 5
Across both both watersheds Across
(30.3% PCR primer set designed to amplify a a toamplify designed set PCR primer - ites ites assigned NGS reads NGS assigned
Supp ). ;
where these detections these In site G01, a total of 375 eDNA sequences were collected, 116 belonging to 116belonging werecollected, sequences 375eDNA total of siteG01,a In mainly . Table S . Table
Downstream
the species was detected, except for ESD in site G01 ESDinsite for detected,except was the species of , we detected 65 of 82 65of , wedetected
in in
invasive, native, and rare species in flowing freshwater systems, systems, freshwater in flowing rarespecies native,and invasive, 2 the the B). B). Golden Redhorse ( Redhorse Golden
712 eDNA sequences were obtained and 1 and obtained were eDNA 712 sequences
lower East Sydenham River using using River Sydenham East lower
arranged -
database included all four of our target target our fourof all included
eDNA percent detecti percent eDNA Brindled Madtom ( Madtom Brindled i eDNA eDNA sh community community sh
with community with
roportions from from , NGS reads NGS
we not only detected our species of interest, but but interest, of species our onlydetected we not
Moxostoma erythrurum Moxostoma upstream to downstream sites downstream to upstream fishes fishes broad broad that allowed that
(< 10%; Fig.5A,Supp (< 10%;
for each target species eachtarget for known to inhabit the to inhabit known range range Noturus miurus Noturus - specific primers was able to provide provide able to was primers specific on of RG in the Grand River the Grand in ofRG on of of fish fish SAR and invasive invasive and SAR
species capture species )
(16 )
the
and RG (11 and2 (11 RG and co - 124 belonged to belonged 124 based . Table S . Table , 2 and 87 2 and
- two rivers followed by followed (30 occurrence upper East East upper
relative to the to relative . .9%) The three The
methods, methods, species 2
B) across B) across and reflects
using
. We
This article isThis article by protected copyright. All rights reserved. at itwas the fact that sequence reads, based on was site GrandRiver atone NMT of thedetection While water samples. ( unlikely highly is eDNA residual timefor suchalong residence however, inthe 1970’s; presence to theirknown dating eDNA residual wedetected that possibility is An alternative species. target our flavus sequences NMT COI a96% had sequences oureDNA Furthermore, 2002). (COSEWIC behaviour missed by perhaps River, Sydenham 5 (Fig. sites fourindependent in least detection at with coupled matches eDNA sequence of number the high al.2012), et (Edwards since 1975 River the Sydenham reported in not been have NMT Although presence. NMT of historical reports and records capture withDFO donot agree eDNA detections the cases, both In (G6). Grand Riversite eDNA, Riverusing inGrand only detected SS was upstream. to bedetected eDNA sources downstream for mechanism there isno reflect target eDNA. samples. downstream eDNA inweaker resulting locateddownstream, individuals fewer there are to isolated based metho signal the eDNA of flow hydrological the with consistent populations new of thediscovery perhaps or upstream individuals of movement andin River Sydenham Accepted e Thomsen Article )
DNA sources upstream from the site the from upstream DNA sources or Brindled Madtom ( Madtom Brindled or NMT was detected detected NMT was the the t al. t al. 2012; ds detected ESD in several sites throughout Grand River whereas eDNA detections were detections whereaseDNA River Grand sites throughout inseveral ESD ds detected Since eDNA has the potential for downstream downstream for the potential has eDNA Since upper Grand River. Lack of ESD eDNA detections downstream could also indicate that indicate also could downstream detections ESDeDNA of Lack River. Grand upper in Balasingham et al. 2016 etal. Balasingham
Fewer individuals in a larger river system can also lead to rapid dilution of dilution to rapid lead also can system largerriver in individuals a Fewer
our custom database, and database, custom our North Sydenham River. Sydenham North in Sydenham River and returned 48 eDNA sequence matches at one atone matches 48 eDNAsequence returned River and Sydenham in Noturus miurus Noturus and this distribution this and capture a single
of detection of - ) based , themos , )
upstream site indicates itis indicates site upstream NMT detected we as , especially The eDNA The 90 A
) suggests that there is a source source of thereisa that suggests ) methods duetolo methods -
92 agrees with DFO capture data (DFO 2013). 2013). (DFO data capture DFO agrees with t closely related species that related t species closely %
and is thus unlikely an artifact unlikelyan isthus and (Thomsen & Willerslev 2015); however, 2015); however, & Willerslev (Thomsen
- sequence match sequence based distribution may be indicati may be distribution based flow
in lotic systems, eDNA signals can eDNAsignals loticsystems, in w abundance and cryptic cryptic and w abundance - ,
for Stonecat for 99% identity match to identity match 99% concentrations in in concentrations at best, at e ; however, it is not itisnot ; however, DNA in surface surface DNA in 48
a signal of avery of a signal co
recovered recovered - NMT occurs with occurs . Capture .
( Noturus Noturus eDNA in in eDNA ve of
-
This article isThis article by protected copyright. All rights reserved. Accepted high with invader, aggressive known TheRG rivers. is a match reads eDNA sequence (Thompson and local habitat ofInvasive Species Detection target SAR. capture alongside be eDNA to used for the potential ourresultshighlight Overall, sampling. and thewater methods eDNA of sensitivity detection the higher to likely attributable are differences the detections, capture 50years. over for extirpated Gar identified whereaseDNA sampled sites Article ( Darter Slackwater the rare identified netting seining and brucei Patch for probability the detection had 20X eDNA that (2016) found b not had whereit asite eDNA at ( Loach Weather the European detected al. (2015) et Sigsgaard example, For et al. 2015 Sigsgaard 2015; Johnston etal. 2 (Tréguier invertebrates species,including avariety of of known range than species, orcryptic forrare sensitivity, especially thi at taken river control no was there (although species foranyfish amplification produce not did Grand River the region of individuals few, isolated
( Lepisosteus oculatus Lepisosteus ) than traditional leaf litterbag surveys. Janosik and Johnston (2015) showed that tra that showed (2015) and Johnston Janosik litterbag surveys. leaf traditional ) than - The spread of aggressive invasive species such as the RG can cause detrimental changes to changes detrimental cause RG can the species suchas invasive aggressive of The spread based and the potential for target species movement between the time of the capture surveys surveys capture ofthe time the between movement targetfor species the potential and
& Simon 2014; Burkett & Jude 2015). Not sur Not Jude 2015). Burkett & 2014; Simon &
methods, or as astand as or methods, negatively negatively . s specific site). Previous work has shown that eDNA has a higher detection detection ahigher has that eDNA work hasshown Previous s specific site). Although eDNA sample contamination is a possibility, lab controls for this for controls lab a possibility, is contamination sample eDNA Although ) eDNA ) impact native biodiversity via competition and direct predation directpredation and viacompetition biodiversity native impact
ed RG DNA, with detections in93 withdetections RG ed DNA, Hence, while our eDNA detection of SAR did not directly correspond to to correspond directly not SAR did of detection eDNA Hence, our while
in Thames River Thames in een detected by detected een ; Boothroyd et al. 2016 etal. Boothroyd ; - alone detection methodology formo methodology detection alone it
in 23 of the sites. the sites. 23of in
where it had previously been thought to be to thought been previously ithad where capture capture - density capture density prisingly, a large portion a largeportion prisingly, Etheostoma boschungi Etheostoma - based Boothroyd ) and amphibians (Pierson et al. 2016). et 2016). al. (Pierson amphibians ) and -
based % of all sampled sites allsites sampled % of
methods for 17 years. Pierson et al. Pierson 17 years. for methods
- methods, and has extended the hasextended and methods, Nosed Salamander ( Nosed Salamander
et al. (2016) detected Spotted Spotted detected (2016) et al. - based based nitoring and mapping mapping and nitoring M 014), fish 014), detections in both the both detections in isgurnus ) one in (76.1 across es
%) fossilis
out of 49 of out (Janosik & (Janosik Urspelerpes Urspelerpes
of our our of ditional ditional
both both ) using ) using This article isThis article by protected copyright. All rights reserved. at were captured eDNA contributing few individuals capture after the fa RG invasive the rates for species. invasive of the spread when monitoring S Table Supp. reads/species; to 1 =1 (range sites at species those forallother reads eDNA sequence number of the low overall eDNAquality/quantity lower likelydue to previously had detections RGeDNA positive notproduce that did to designed traps RG pheromone example, For considered. be should tributaries GreatLakes large these two RG tolimit Th fishbiodiversity. for hotspots localized may be th including species) (≥ 10 species detected fish data, capture past of weredownstream detections withRG eDNA extra sites howevertwo records, capture abundance at low capture captures past RG of upstream using captured individuals were detected analysis 2010). eDNA et al. (Poos tributaries Lakes ofGreat invasion secondary sinceits River Grand and River Sydenham
Accepted rivers inboth rther upstream Article - Interestingly, sites in upper Grand and East Sydenham rivers had an overall higher number of of highernumber an overall had rivers Sydenham East and Grand sites inupper Interestingly, based . Thus, RG . Thus, its attract only RG would be ideal (Kornis et et al. (Kornis beideal RG onlywould attract
hence numbers while maintaining the relatively higher biodiversity in the upper reaches of of reaches upper in the biodiversity higher relatively the maintaining while numbers
methods were used to when eDNA sampling occurred sampling eDNA to when used were methods - neighbouring sites sites neighbouring based based surveys the invasion front the invasion
downstream migration of RG eDNA may have contributed to those detecti to those contributed have may RG eDNA of migration downstream was
relative present at those sites and the failure of our eDNAana our of the sitesand failure atthose present 2 A sites ). The The ). , as would be expected given that that given our expected wouldbe , as RG in nine Grand River andfive River Grand nine in RG , in capture
to . , indicating that , indicating dicating potential movement of the invasion front upstream with front upstream the invasion of movement dicating potential At capture . The . The in low numbers low in impact
the the - b new ased sites where sites where ( or PCR inhibition PCR or -
based of false negatives negatives false of
Sydenham River sites were also upstream from past frompast upstream were River sites also Sydenham
methods. The The methods. e three target SAR (Fig. (Fig. 3 target SAR three e However, i However, e use of appropriate, non ofappropriate, e use
methods, and eDNA extended the RG range range theRG extended eDNA and methods, it .
had had Our captu
been sites where RG were captured captured RG were where been sites
2012
likely eDNA detect eDNA n this study, eDNA had higher detection higherdetection had eDNA this study, n ) re
in those samples those in ; Smith 2014). Curiously, the few sites the few Curiously, Smith2014). ; new
-
based using Sydenham River sites where no no siteswhere River Sydenham moved upstream from the time the from upstream moved
Grand River Grand
eDNA methods can be methods eDNA
, or possibly missed when in in missedwhen possibly , or sampling sampling methods methods ion showed ion showed ), indicating - invasive management of of management invasive . This is supported by by issupported . This did not not did ranged from from ranged RG lysis to detectlysis them is sites were sites were RG in
that those areas areas those that detect all of those of all high 1
- RG, 3 ons.
that years years
RG RG 36
This article isThis article by protected copyright. All rights reserved. Accepted positive species of knowledge patterns dispersal in differences habit or highly divergent resource River the Sydenham Riverand the Grand both tributaries where some Shiner Spotfin and Catfish the Channel between differentiation habitat bedriving River may theGrand water in cooler The flowing). slow habitat but the andE lower sites. at individual together detected werenot they theserivers, in were found both species while Hence, co negative of noevidence showed Articlespiloptera methods albeit rivers, inboth occurrences species. community critical fish of the allows identification potentially Species Co both methods detection sites ,
eDNA eDNA In the Sydenham River, both Channel Catfish and Spotfin Shin Spotfin and Catfish bothChannel River, theSydenham In that demonstrating The majority of species co species of The majority Co C (Fig. 4A) (Fig. apture ) co negatively - - Occurrence and Community Composition Community and Occurrence occurrence data help to explain patterns in target species spatial distribution and and distribution spatial species intarget patterns explain to help occurrence data and capture and ast Sydenham River where Sydenham ast fish utilized co - based methods identified statistically significant po significant statistically identified methods based . species interactions. Overall interactions. species
- For example, example, For . occurrences in both rivers (Fig. 4B). rivers both in occurrences
Thus, Thus,
by these two species in the Grand River River Grand the in species these two by - have based based - occurred with Channel withChannel occurred false false the
wa
ideal approach to fish community characterization is a combination of of combination isa characterization community to fish approach ideal methods negative negative . rmer water. rmer water. using the capture presence data, presence the capture using
many many at use between species pairs, species between use at - occurrences detected using eDNA were as expected based on our onour based expected wereas using eDNA detected occurrences - occurrence in the Sydenham River (Fig. 5A, 5A, River (Fig. Sydenham inthe occurrence , as the Channel Catfish was found mostly in downstream sites indownstream mostly found was Catfish Channel asthe , the the fewer species pairs pairs species fewer , especially detections occur water was warm, turbid, and slow moving (AEC = LTS), (AEC= moving andslow warm,turbid, was water Hence, despite habitat homogeneity being fairly high in fairlyhighin being homogeneity habitat despite Hence, , t ,
our eDNA data identified statistically significant significant statistically identified data eDNA our he few negative co negative few he Catfish ( Catfish in in
critical critical
Only the RG eDNA data showed one positive positive one showed eDNAdata RG the Only Ictalurus punctatus Ictalurus
us were detected than with the with the than were detected in early invasion invasion early g
interactions
both both
was of was potential potential Spotfin Shiner ( Shiner Spotfin - er were caught in sites in the in the in sites caught er were occurrences may represent may represent occurrences capture siti type MTS (cool, turbid, and turbid, (cool, type MTS ve and negative conegative ve and resource competition resource
for SAR and invasive invasive SAR and for monitoring ) in the Grand River, but River, but theGrand in ) - based Supp Cyprinella Cyprinella
and eDNA and . Table S . Table .
eDNA - 2
C
, o ). r This article isThis article by protected copyright. All rights reserved. primer targeting a universal correspond sites. in certain agroup of affect may also fine in variation may which migrate downstream degrade, or techniques capture RG. highly invasive co and target invasiv with our co other with patterns spatial to their due SAR target islikely our stream MTS by dominated were segments channel flow low and flow lowgroundwater by dominated areawas the study River segment, North Sydenham co significant that most occurrences habitat channel flow 2012 the river throughout co - -
Accepted species. occurring Article fairlycommon thatisalso aspecies River, theGrand Carpin Common with occurrence ,
thus ) .
throughout throughout - In the Grand River, allsample Grand In the based based ,
- does not display any spatial limitations anyspatial display not does specific primer may result in primer bias and primer bias in result may primer specific
such that low that such eDNA detection rates detection eDNA linearly with target species DNA concentration. For example, Pereira et al. (2017) tested et al. Pereira Forexample, DNA concentration. target with species linearly ,
since the habitat type was was type habitat since the with with presence data presence However, NGS read coun NGS read However,
warm, turbidwaters warm, cool, turbid water (AEC =MTS) (AEC turbid water cool,
The greater number of significant negative species co species negative significant of number greater The - our scale eDNA species distribution patterns distribution eDNA species scale
and was also observed to also was and This also highlights the broad range of habitats t ofhabitats range broad the highlights also This e species as the RG was detected in virtually e virtually in detected the RG was as e species
- study area. Th area. study occurrences are based on species species basedon are occurrences - density Legionella pneumophila Legionella
- is likely du is likely occurring species. Similarly, no significant co nosignificant Similarly, species. occurring species aremissed species among
low s is lik
,
were collected were sample size sample size whereas the whereas similar e to higher detection thresholds detection higher e to t
species due to varying rates of DNA release intot release ratesofDNA to varying due species
in meta in ely explains the lackof ely explains types result in biased in result
feed throughout the study area, increasing the likelihood likelihood the increasing area, the study throughout . The . The , ,
-
highlighting therelatively highlighting or or barcoding studies is studies barcoding
which which on dreissenids on
V4 and V5 16S rRNA regions in 16SrRNAregions V4 andV5 ( l strong ecological interactions interactions ecological strong ower and ower Shaw et al. 2016 et al. Shaw general at sites with sites at poor poor limits limits preferring
species co species (Davy et2015). al. (Davy amplification of low abundance species species abundance oflow amplification
lack of si of lack u the ability the
pper East East pper statistically significant negative co negative significant statistically , the diet of RG , thediet of
high groundwater flow groundwater high
very sample site in both rivers siteinboth very sample similar habitat resourc habitat similar hat areexploit hat )
gnificant co gnificant . Conversely, eDNA can settle, eDNAcansettle, . Conversely, generally found to to found generally - occurrence patterns, patterns, occurrence
- for capture for occurrences obtained using using obtained occurrences
to detect to - Sydenham River Sydenham occurrences were found found were occurrences
homogenous homogenous
Additionally, the use Additionally, ( - Ru occurrences with with occurrences relative to relative
spiked drinking drinking spiked - able by the by able significant significant based based etz III etal. etz III riverine riverine and he habitat he es. In the Inthe es. and the
other other
fast fast
-
This article isThis article by protected copyright. All rights reserved. are asthey expected favo abundance proportions produ which generally et 2013 Carew al. etal. (Amend 2010; species abundance morein or, confidence) indicatesgreater signal (stronger confidence fordetection a proxy proportion site produced per reads as each species for data eDNA presence Strength eDNA Signal 2016) through multiple marker better visualize DN s communities. inmock species abundance individual with linearly increased count ( NGS used (2015) also (R correlation pneumophila different ofsix (a mixture mock communities ofeDNA reads and Proctophyllodes clavatus Proctophyllodes uggest that future eDNA studies should spike should eDNAstudies future uggestthat
Accepted Article to DNA targetspecies’ individual with spiked replicates efficiency against thePCR compare A and nuc urable habitats .
lease
NGS reducing primerbias reducing metric provides a provides metric data data
in neighbouring sites sites neighbouring in data ) was quantitative of ) quantitative was - 2 free
= 0.88 for nuclease for = 0.88
primer bias and amplification efficiency. We also suggest future studies studies suggest future We also efficiency. andamplification bias primer
loci, are provides provides water . For the three SAR, eDNA proportions were generally less than 10%, which is which 10%, is than less generally were eDNA proportions SAR, thethree . For
consistent with the expected relationship between between relationship expected the with consistent
as this approach has been shown to been shown has approach this as at at
and COI degenerate primers COI degenerate and ced
very low very for each for
in
and higher
a 10 semi
semi (Wilcox et al. 2013; Miya et al. 2015; Evans et al. 2016; Shaw et al. Shawet etal.2016; Evans 2015; et Miya al. al. 2013; (Wilcox et - P. sylviae P. fold dilutions for for dilutions fold
densities species (Fig. 5, Supp. Table S Table (Fig.5,Supp. species eDNA reads perreads site eDNA - in - - L. pneumophila L. quantitative quantitative free water and R water and free quantitative measure of measure quantitative
both rivers, indicating that the eDNA semi eDNA the that indicating both rivers, ) in different abundance ratios and found that NGS read read that NGS andfound ratios abundance ) different in semi
and would contribute to little to contribute and would - quantitative quantitative field metric metric for comparative comparative
abundance for each d for abundance to measure abundance of two bird feather mites mites bird feather oftwo measure abundance to - 2 collected eDNA samples collected eDNA
= 0.89 for drinking water). drinking = 0.89for
than other species, other than
; Elbrecht & Leese 2015 &Leese ; Elbrecht species abundance, abundance, species increase species detection species increase proportions of the total number ofeDNA number ofthetotal proportions signal Legionella NGS analysis. The authors found authors The NGS analysis. 2
B ) .
strength This eDNA sequence read read sequence eDNA
sp. Including the spiked spiked the Including sp. ilution with ilution species abundance and and abundance species the the
had similar eDNA eDNA had similar
and can and
eDNA in in eDNA with all target target species’ all with thus -
quantitative quantitative Diaz ) . For
Nevertheless, w Nevertheless, we visualized o visualized we ,
- a thus
Real et al. et Real sensitivity sensitivity the water water the strong strong
example, RG example, incorporate incorporate ,
be used as as be used directly,
NGS L. L. ur ur e ,
This article isThis article by protected copyright. All rights reserved. with large for with together and NGS analysis eDNA employ should studies refined, future based possible habit limitations, s has characterization eDNA community d species overall and species interactions key identifies assessment Community sameenvironment. the inhabiting fromallspecies template DNA contain eDNA samples co analysis eDNA program. also sites no several detected in detect can successfully aone that demonstrates difficu inhabit rare,cryptic, or are that species sensitivity for co to target and harmful identification capture physical the using determined specieswas offish the distribution past, the In plans. SAR to Conservation species Conclusion proportion only samples high were proportions whereSAR eDNA cases the In collected samples.
Accepted and structure mmunity Article detected the invasive RG at sites RG atsites detected invasive the critical target species. critical target at (e.g. biodiversity biodiversity hotspots) (e.g. at facilitate the facilitate present present Overall, oureDNA Overall, - scale monitoring of whole community structure and important interspecific relationships relationships important interspecific and structure wholecommunity of monitoring scale
of rareeDNA. of
included included and management management and of individuals, but those methods are logistically difficult, expensive, unintentionally unintentionally expensive, difficult, logistically are methods butthose individuals, of
on presence datapresence for on in both the Grand and Sydenham Sydenham and the Grand both in preserv amplified DNA from three fromthree species DNA amplified the majority - coupled coupled with -
occurring species, harmful to the ecosystem, and may exhibit low detection detection exhibit maylow and the ecosystem, to harmful occurring species, , time sampling effort for water from two very large Great Lakes tributaries tributaries Lakes Great very large two from water effort for time sampling
- thus
based based species t identified
ation of ,
programs require require programs determine important species co species important determine
and can and
critical habitat or critical habitat of the of in
not in identified not NGS dividual using - detection
contemporary , also provide also
thus
capture
target species. As eDNA methods continue to be to continue methods AseDNA species. target ,
focus focus r detailed detailed iver
approach uch data - based
to the DFO capture the DFO s s
management management 72 (86.4% and
, develop spatial develop the opportunity to passively assess to passively the opportunity
fish thus providing a greater chance for chance greater providing a thus information on the spatial distribution of distribution thespatial on information
methods. Moreover, our eDNA analysis analysis eDNA our Moreover, methods. lt to sample areas. Our study Our study toareas. lt sample can be used to screen screen for to can beused
identified
community, including SAR including community, - occurrence or interactions, since interactions, or occurrence istribution across sites. across istribution assessment in ways not not ways in assessment .4% respectively). .4% respectively). -
based fish inventory based fish ly at least 70% least at (approximately 30%), those those 30%), (approximately explicit capture
management management
- of the known theknown of based methods based
critical critical ,
which which were While
and
a high a high , This article isThis article by protected copyright. All rights reserved. COSEWIC J Caporaso Carew ME, VJ,Metzeling Pettigrove L,Hoffmann AA (2013) Burkett EM JE,Bronnenhuber DM, BA,Higgs HeathDD.(2011). Dufour strategies, invasion secondary and Dispersal rangeexpansion NE,Boothroyd M,Mandrak FoxM,Wilson CC(2016) K,Evans A,GilbertBohmann MTP MA, Turner DNABarnes ecology CR(2016)andof environmental implications conservati The for KD,Balasingham Walter RP,DD Heath DA,Armbruster Pry T LWJ Anderson AS,Amend Seifert TD(2010) microbial KA,Bruns Quantifying communitieswith 454pyrosequencing: sequence does R P OFTHIS DISCUSSION HEPBURN DR. SA PATEL, MARIAM SARAJAM BY PROVIDED OFWATER COLLECTION G RESE RISK SPECIES AT ANDENGINEE SCIENCES OFFISHER DEPARTMENT (NSERC) OF FUN WAS THIS PROJECT Acknowledgments EFERENCES Accepted Article MC KELLY A. ÁSPÁRDY, SUBBA data. 45 rapid identificationmacroinvertebrate of bioindicator species. diversity diets and St.Clair inthe River, Michigan. 20 Round nonindigenous geneticsof the Goby, 1119 ( spotted gar threatened in Ecology &Evolution Genetics a river ecosystem. 29 Invasions abundance count? . , 1845 ,
S49 (2002) G, .
, Jude DJ(2015), Jude Long
Nature Methods
FROM THE UNIVERSITY UNIVERSITY THE FROM - Kuc
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COSEWIC assessment and update and reportCOSEWIC on status assessment the zynski . , , 1
1003 - 17.
(2008) Limit(2008) ofblank, l California’s reaction to
J, Stombaugh J J, Stombaugh -
1016. MYCHEK JUSTIN MEEM, Molecular Resources Ecology MolecularEcology ARCH FUND (SARRFO) G (SARRFO) FUND ARCH
, ROJECT. 7
29 (5): 335 DED BY THE DED BY RING RESEARCH RESEARCH COUNCI RING
SAMPLES, EQUIPMENT, EQUIPMENT, SAMPLES, Lepisosteus oculatus NICHOLS IESON, STACEY MCINTY STACEY IESON, IES AND OCEANS (DFO) ANDOCEANS IES , - 358 term impactsRound invasive of Goby et DR. DR. - al 367. -
336
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et al XIAOPING HE, XIAOPING 2014
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Environmental DNAwildlife for Environmental biodiversityand monitoring. biology , 5555 t of detection and limitt ofq Neogobius melanostomus ) ).
QIIME allows analysis of highQIIMEanalysis of allows Aquatic Conservation:FreshwaterAquatic Marine and Ecosystems Environmental detectionhabitat DNA (eDNA) and of occupancy - , 5565.
- doi: 10.1111/1755 doi: LONDER, AND CALVIN K CALVIN AND LONDER, Journal LakesResearchGreat of RANT TO RPW, DDH, AN RPW,DDH, TO RANT DR , FOR AID INPROTOCO AID , FOR Environmental monitoring next Environmental using generation sequencing:
RE, DILRAJ SANGHERA, RE, DILRAJ AND CATCH DATA. DATA. CATCH AND SPECIES AT SPECIES L (NSERC) L (NSERC) . : a model for invasive species forinvasive : amodel rapidresponse. KYLE WELLBAND, KYLE WELLBAND, Frontiersin CIES NETWORK CIES Neogobius melanostomus Northern Madtom - 0998.12598. DISCOVERY GRANT TO D TO GRANT DISCOVERY UCZ, AND ALEX PRICE PRICE AND ALEX UCZ, uantification. R
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ISK ENGINEERING RESEARCH ENGINEERING Zoology -
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ELLENDOCK. THANK YO THANK ELLENDOCK. RYAN SCOTT, SCOTT, RYAN D NEM , L DESIGN AND AND L ON DESIGN , The
41 SAMEER JAFAR, SAMEER 10
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Clinical Biochemist Reviews . . on genetics. on genetics. -
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SUPPORT SUPPORT AND RUSSELL AND RUSSELL Molecular Ecology, DH , AND A AND ,
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This article isThis article by protected copyright. All rights reserved. KE,Klymus Richter CA,Chapman DC, Paukert C(2015) S Kim TG,Jeong DJ,ReiderJude RH, (1992)in ofGobiidae GR Lakes Establishment Great Smith basin. the CL,MahonJerde AR(2015) confidenceinenvironmental DNAspecies Improving detection. CL,MahonJerde AR,WL, DM Chadderton Lodge (2015) CE Environmentalan Janosik AM,DNA effective Johnston as tool imperiled of fordetection fishes. H CS,SepulvedaA, RayGoldberg A,J, Baumgardt WaitsLP R,Ginson RP, Walter Ma S,Fukumoto UshimaruA, Finch JE, MA(2013) M,Faber Biological Koops sanddarter traitseastern ( of Ficetola C,PompanonF,TaberletP Miaud GF, NT,OldsEvans BP, MA Renshaw Epp LS,Boessenkool EP S,Bellemain Elbrecht F(2015) V,DNA Can Leese Eichmiller tocapture PWand LM, JJ,Miller Optimizing extract (2016) Sorensen DNA techniques environmental for Edwards AL, Doi T, H,Takahara Minamoto T DFO DFO (2012) DFO (2011)Recovery Diaz T, Dejean Valentini A, Miquel C Deiner K, Altermatt F( Davy CM, Wilson KiddAG, CC(2015)Development and Griffith DM, Veech COSEWIC COSE COSEWIC (2009) Acceptedulme PE Article -
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Accepted HC, Middleditches BC, Maddison DJ Article from fishes: Detectionfrom fishes: 230subtropical morethan of marine species. Commission.Fishery River, Ontario, Canada. Ontariotechnical ofNatural Resources.52pp. proposal. Ministry Decisions Passage.Movement and Concerning Fish Great Lakes Commission.Fishery 76. samples. DNA environmental of inhibition and precision, accuracy, the on column Zoology elongates,photogenis Notropis Inhibition Journal juvenile and adult f Canadian ManuscriptFisheries Reports of andAquatic Sciences, controlled fieldexperiments. and 198 theinference: of Acase Grand study River Watershed inOntario, Canada. DNA environmental analysis. Human immunodeficiency v melanostomus Library. for invasion lessons biology. (Doctoraldissertat EcologyResources DNAenvironmental and samples assimilation aPhenol into review ofeDNA asurveytoolas inecology. Notes, DNA. environmental Invasions tributariesLakes species forendangered and atrisk freshwater potentialspecies. newconcerns hotspots: waytoanalyzenew biodiversity. multi DNA and amphibian. DNA. 17 for sensitiveand quantitative determination ofthe integrating priorities ofscientistsdecision contributions and and makers. n AR,M CL,Galaska Jerde
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- Smith JL, Di Maio J, Staton SK, De Solla SR (2003) Status of the freshwater mussel communities of the Sydenham Sydenham the of communities mussel freshwater the of Status (2003) SR Solla De SK, Staton J, Maio Di JL, Smith , Mercado‐Silva 210.
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This article isThis article by protected copyright. All rights reserved. A,XiongW,Zhan HJ HeS,MacIsaac(2014) artifact of Influence removal onrare species recovery in natural complex Ye J, CoulourisG, Zaretskaya I,Cutcutach Ya WrightJ (2001) J, Imhof Technicalb Wilcox KS, Young McKelvey TM,MK Veech (2013) foranalyzingco Aprobabilisticspecies model Valentini A, Taberlet P, C Miaud Turner CR, UyKL, Tucker WL, AJ,Chadderton CL, Jerde Tréguier A,Paillisson J Thomse Thomsen goby, HA, inround Diet SimonTP(2014)Thompson response shift T,Takahara T,Minamoto H Doi T, Takahara T,Minamoto Taberlet E P, Coissac S, Groves Spear JD, WilliamsLA, Waits LP(2015) St. ClairConservation Authority RegionWat (SCRCA) St. Clair Region A,MetcalfeStaton SK,Dextrase atR Species atRiskSpecies 1(Subsections Act(SARA).Schedule 2016. atRiskSpecies Act(SARA).Section 1 2016. Smith JL SN,Singer SoSK M,Simmons Tucker WL A,Chadderton EE,Sigsgaard Carl H,M JLA,ClarkeShaw TC,Weyrich LJ,Wedderburn SD,A(2016) Barnes Comparisonofenvironmental LS, Cooper DNA Ruetz IIICR, MR, predation Reneski in goby Dreissena DG(2012) on of Uzarski Lake Round coastalareas eastern Michigan.
Accepted H, T manaka Minamoto Article Molecular Ecology and habitat in thewestern basin of Lake Erie. p PLoS ONE ( hellbender Sydenham.pdf Report Card2013.http://www.scrca.on.ca/wp River.pdf Report Card2013.http://www.scrca.on.ca/wp atrisk.to aquatic species sararegistry.gc.ca/ http://www.registrelep at http://laws Paper 5052. Current Branch, theOntarioEnvironment. Ministryofthe species. on environmentalbased DNA from watersamples. conventional methodsinmetabarcoding river and survey a system. fish JournalFreshwater Ecolo of communities high using chainprimers reaction. forpolymerase connectivity. Conservation Author importance ofprimer specificity. metabarcoding. water. ( Ruffe 51 technical todetectcrayfish invasive limitations biodiversity. onds. onds. n PF, Willerslev E
, 871 (2014)
PF, Kielgast J, LL Iversen isk 3(Section Act(SARA).Schedule 130 2016. Gymnocephaluscernua Biological PLoS ONE - 879. Methods and Future Future and Needs Methods Canadian JournalFisheries of andAquatic Sciences
, Conservation Authority ReportWatershed Sydenham (SCRCA) Upper (2013a). Card. River: Watershed Female Female
7 (1980)
Everhart RC , Cryptobranchus
Biological e35868. Ecological Indicators -
lois , Hajibaba - Molecular Ecology , M, Dejean T øller PR, Conservation
Round Goby Characterization, magnitude and impactinCharacterization, and magnitude River runoff Grand ofurban the Water basin. Re - 8 , species/schedules_e.cfm?id=3 justice.gc.ca
, 21 ( Yamanaka H,Yamanaka ZI H, Doi Kawabata
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Conservation 2565 - -
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2012) , 62 e I, Rozen S, Madden TL S, Madden (2012)e I,Rozen Primer (2014)Environmental DNA surveillance for invertebrate species: advantages and , et al
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(Master’sDissertation) 2, by Interpretation.MinisterPublished the ofJustice. Accessed April 26, 2016 183 , . (2016)
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This article isThis article by protected copyright. All rights reserved. Sydenham River Grand River from 44 dueto exclusionof site S20 River In total,170 Grand River samples SummaryeDNA of NGS data for Table 2. Note: PS1 PS1 Name Primer ampliconsize (bp). common native G Table 1 Ta input files and parameters u Information Supporting SAMN07659297 on available be will sequences NGS Data Accessibility editedDDH andprovidedfeedback for the manuscript,and sequence f samples and equipment contributed DDH and NEM, RPW, Contributions roup
Accepted Articleb - - les R F
samples
Uni - specific primer
.
- database, and analyzed NGS data. KDB wrote the first draft of the manuscript, and RPW, NEM, and and NEM, RPW, and manuscript, the of draft first the wrote KDB data. NGS analyzed and database, A No. ofeDNAsequences No. ofeDNAsequences No. ofBottom Samples No. ofBottom Samples No. ofSurface Samples No. ofSurface Samples
tail attached to5’ endofforwardprimers.
( 1 fish ) 09surface, 72
ACGCCACCGAGC ACCTGCCTGCCG 5’Sequence
Annealing temperature used for species from environmental DNA. Associated
(PS1) ( No. Sites No. Sites Supplementary
set sequences sed inthis study - 3’
bottom, river3 controls TATTTGGYGCYTGRGCCGGRATAGT
primer CARAARCTYATRTTRTTYATTCG
( 108 surface, 58 bottom,
Eastern Sand DarterEastern
because of NCBI (
Ammocrypta PS1 pellucida Table
1 developedin this study SRA database (BioProject ID: PRJNA407636 ID: (BioProject database SRA 961 for samples wit
118 4 2 2 4 4 1
will available be onDryad
s
possible DNA S1, )
S2 the primer set A
) Uni ,
from 43 S2B, S2 S2B,
- Silver Shiner Silver h ≥ h eDNA3 sequence matchestarget to 4 photogenis B
made necessarychanges (
river controls or eDNA analysis. KDB designed the custom the designed KDB analysis. eDNA or Notropis
tail attached to 5’endof reverse primers. contamination 2
720 C, 0 0 0 0 3 1 3 a
were analyzed. 247 Size (bp) Fragment average melting temperature
S3A, S3B, S3C, and S3 and S3C, S3B, S3A, for was 52
)
the detectionof rare, invasive,and
doi:10.5061/dryad.d52q0
o )
Northern MadtomNorthern C
from 43sites and184 Sydenham . .
62.3 85.0 T stigmosus M ( Noturus
(
1 a o
48
C) 635 total sites reduced to 43 7 3 4 1 1 0
.
; BioSample Accesssion: BioSample ; )
D) as well as additional as well as
melanostomus Round Goby (T (
Neogobius M 513 208 167
fish ) , 42 99 65 38 70 43 and and
100
species
river river
)
.
This article isThis article by protected copyright. All rights reserved. Methods Capture Grand River species methods for the Grand River and the Sydenham River. Comparison Table 4 Total S41 S27 S21 S15 S14 S8 S4 Total G6 Sites detected sites. Number Table
Accepted Article
NorthernMadtom
3.
. using bothmethods across bothrivers. -
Based 499 15 363 14 107 0 Bottom of
eDNAsequences detected in bottom andsurface samples for each target
of
the number of species detected (yes) andnot detected(no) between eDNAand capture
Total 1 1 3 9 48 48 Surface Yes No
136 124
Yes 50 12 38 eDNA Total S40 S39 S29 S4 Total G23 G10 G9 G1 Sites
No
32 24 EasternSand Darter
8
423 239 184 5 5 Bottom
9 9 Total
82 36 46
695 489 206 902 673 113 116 Surface Methods Capture Sydenham River
The totalnumber of species (82
- Based
Total Total G40 G10 G7 Sites
Silver Shiner 0 2 1 1 Bottom Total
711 011 700 Yes No
Yes 54 19 35 0 9 9 Surface
fish
eDNA
) is sumof the detected
speciesrisk at in No
28 21
7
Total 82 26 56
- based
Accepted isThis article by protected copyright. All rights reserved. 118species of or either forward 3’ endfor the of 5bp species within species Figure 1. Article Figures . Black circles . Black
The
number of number
in custom database in custom
joined by the solid solid line bythe joined PS1 PS1 primer mismatches (base pairs, bp) for forward primer (dark grey) and reverse primer (light (light primer reverse grey) primer(dark and forward bp) pairs, for (base mismatches primer ) .
indicate the total number of primer mismatches. The ‘x’ above certain species indicate a primer mismatch for for mismatch primer a indicate certain species ‘x’above The mismatches. ofprimer number total the indicate
reverse primer reverse
mismatch. N = 82 N= mismatch.
species
detected
from both eDNA and capture and eDNA both from grey)
for the eDNA detected detected theeDNA for - based methods based
( out out
This article isThis article by protected copyright. All rights reserved. Accepted detection. the of limit ng·µL ng·µL template with X The species. Lakes fish ArticleFigure PS1. Mean C Mean PS1. - - 1 1
2 for Northern Madtom. Shaded region represents the plateau of the dilution curve a curve thedilution of plateau the represents region Shaded Madtom. Northern for ng·µL Goby, 35.4 Round for . - Sensitivity analysis of the group the of analysis Sensitivity control shown as zero as shown control T
(± SEM) is shown for each dilution (qRT each dilution for isshown SEM) (±
- axis shows the shows axis
(box on Y on (box - 1
for Silver Shiner, 46.4 ng·µL Silver Shiner, for 10 - specific COI specific COI - axis) - fold PCRtemplate fold . Initial DNA template concentrations were 38.4 were38.4 concentrations DNAtemplate Initial . PCR PCR - primer PCR done in triplicate), including theno inincluding triplicate), done PCR
DNA - 1
(PS1) for Eastern Sand Darter, and 30.0 Darter,and EasternSand for
dilution series us series dilution
designed to amplify Great to amplify designed ed for
qRT nd hence hence nd - PCR PCR -
This article isThis article by protected copyright. All rights reserved. Accepted riversand the shading of and photogenis Darter Figure 3 Article
Grand River (43 sites) (43sites) Grand River ( Ammocrypta pellucida Ammocrypta . The ) )
and theinva s patial distri
follow AEC follow sive sive bution in southern Ontario in southern Round G Round ) , Northern Madtom ( Madtom Northern
based on the eDNA detection theeDNA based on
protocol (Melles et al. 2013). et (Melles al. protocol oby ( oby Neogobius melanostomus Neogobius .
Stream class and characteristics and class Stream Noturus stigmosus Noturus
of three species at speciesat three of
)
), in Silver Shiner Silver Sydenham River Sydenham
are shown in colour in are shown risk (
( Notropis Notropis Eastern Sand Eastern
(44
sites)
This article isThis article by protected copyright. All rights reserved. co ( expectations fromrandom not differ co random are interactions species other All than expected. s squares) are (black negativeinteractions and expected, often than co speciesthat squares) are grey (dark interactions eDNA. Positive and(B) methods Figure 4. -
Accepted values). occurrences Article Species co - occurrence matrix for significant co significant for matrix occurrence * Indicates target target species. Indicates P
> 0.05; see Supp. > 0.05;see
- occurrences ( occurrences
Tables S Tables - occurrences (light grey squares and do grey squares (light occurrences
3 A, S pecies that co that pecies P 3
B, S B, < 0.05) for (A) capture for 0.05) < 3 C, andS C, - occur less often occur lessoften - occur more occur 3 D for species species D for - based based
This article isThis article by protected copyright. All rights reserved. Accepted melanostomus pellucida River (G Figure Article 5 -- .
, T ) and the Sydenham River (S River theSydenham and ) Notropis photogenis Notropis he he percent total percent
in eDNA sample sites. Graphs display sites display Graphs sites. eDNA sample in
of of eDNA , and , and
Noturus stigmosus Noturus next -- ) for target species. Panel species. fortarget ) - generation sequences sequences generation , and , and arranged arranged Panel Panel
recovered from sites in the Grand intheGrand sites from recovered
(A) (A) S (B) from upstream to downstream. to upstream from
invasive invasive pecies at pecies Neogobius Neogobius R isk ; Ammocrypta Ammocrypta
This article isThis article by protected copyright. All rights reserved. Number o co "cooccur"). package for54 data presence/absence S Table Supplementary sp Number of co "cooccur"). package for50 data presence/absence S Table Supplementary N co co (negative observed often than River using detected species for56 data presence/absence S Table Supplementary 371. N was analyzed pairs(N) species of Number observed. co (negative "cooccur"). package v.0.99.892, using detected species for47 data presence/absence Supplementa sites. sample with eDNA capture using River), Sydenham S= River, Grand (G= site the sample at caught ofliveindividuals are thenumber given Values FishMa on based total) species (N= 82 River Sydenham S Table Supplementary < eDNA sequences of ornumber detection no indicate cells Blank site. the sample for obtained sequences ofeDNA number thetotal by divided species fora ofeDNAsequences number the as calculated River), River, S=Sydenham thespecies returned for sequences eDNA of are theproportion given Values FishMa on based total) species (N= 82 River Sydenham Supplementary of number or detection contamination. to eDNA due removed Site S20 no <3. eDNA sequences indicate cells Blank River). Sydenham = S River, Grand = (G site sample the are given Values study. this in = (N River Sydenham the and S Table Supplementary S1 Table Supplementary Information Supplementary positive - - -
Accepted and occurrence) and occurrence) 581. N was analyzed pairs(N) species of Number observed. than often more occur Article (R Studio v.0.99.892, package "cooccur"). "cooccur"). package v.0.99.892, (R Studio = 49,andN f sp - occurrence) and and occurrence) ry Table S ry Table ecies pairs (N) analyzed was 294 was (N) analyzed ecies pairs ecie
T able S s pairs (N) analyzed was 278 was (N) analyzed s pairs negative 3. Site S20 removed due to eDNA contamination. to eDNA due removed Site S20 3. b b a a -
is the probability that the species pair is likely to co pairislikely that the species the probability is to co pairislikely that the species the probability is based methods. Blank cells indicate no live individuals captured. Sites included overlap overlap included Sites captured. liveindividuals no cells Blankindicate methods. based is the probability that the species pairco the species that theprobability is is the probability that the species pairco the species that theprobability is 3 3 3 2 2 3
2
= 7. D. C. B. A C B. . A. List of fish species used in creating the increating speciesused offish List . .
Statistically significant co species significant Statistically Rive the Grand to inhabit known orhistorically currently Fish species Statistically significant species co species Statistically significant Fish Statistically significant species co species Statistically significant Statistically significant species co species Statistically significant
Fish species currently or historically known to inhabit the Grand River River Grand the inhabit to known historically or currently species Fish
b
82 species total) based on FishMa on based total) species 82 species detected using using detected species species detected using using detected species
is the probability that the species pair is likely to co to islikely the pair species that probability is the species currently or historically known to inhabit the Grand Rive Grand the to inhabit known currently historically or species a
- is the probability that the the that the probability is occurrence) and and occurrence) total total number of eDNA sequences returned for the species at the at species the for returned sequences eDNA of number . N . N a
is random random
b the probability that the species pairco the species that probability the
is the probability that the species pair is likely to islikelyto pair the species that the probability is eDNA for the Sydenha eDNA for River the Grand eDNA for capture capture
= 229 = 236 P. * Indicates specific target species in thisstu in target species specific Indicates P. * thisstudy. in target species specific Indicates P. * species pair co pair species random - - , N , N - - occurrences ( occurrences occurrences (56 pairs; pairs; (56 occurrences occurrences (24 pairs; pairs; (24 occurrences occurrences ( occurrences - -
based methods for the Sydenham Sydenham the for methods based River Grand the for methods based - - positive positive occurs less often than observed (negative (negative observed than often less occurs (negative observed than often less occurs
P. * Indicates specific target species species target specific Indicates * P. custom COI database. COI custom = 347,N
= 65 = 42 - - , and N , and N , and occur more often than observed. observed. than more often occur observed. than more often occur positive - 42 65 occurs less often than observed observed oftenthan less occurs m River m
at the sample site (G = Grand Grand (G= the site sample at pairs; pairs; pairs; pairs; = 13, and N = 13,and
(R Studio v.0.99.892, v.0.99.892, (R Studio negative negative - occur more often than than often more occur P P P P (R Studio v.0.99.892, v.0.99.892, (R Studio
< 0.05) us < 0.05) < 0.05) using using < 0.05) < 0.05) using using < 0.05) < 0.05) us < 0.05) = 0. = 0. random
-
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