Sequencing Library Preparation

Total Page:16

File Type:pdf, Size:1020Kb

Sequencing Library Preparation Sequencing Library Preparation Sarah Boswell http://scholar.harvard.edu/saboswell Genomics, Epigenomics & Transcriptomics Hasin et al. Multi-omics approaches to disease, Genome Biology 18:83 (2017). Genomics, Epigenomics & Transcriptomics DNA DNA & Histone RNA Modifications C. Petit. Evodevomics, BioSciences Master Reviews (2013). Basic Library Preparation Small piece of DNA or cDNA INSERT INSERT + Sequencing Adapter Library Seq Methods Sequencing Library Preparation Starting Material: DNA & RNA RNA-Seq library prep Genomic library prep Mate-pair sequencing (circularization) Low input / single cell library prep High Quality Starting Material DNA Extraction Treat with RNase RNA Extraction Treat with DNase Practice your extraction before the real experiment Genomic DNA Extraction Any of the available kits or protocols Bacteria or yeast often need additional bead-beating step. RNase treat all DNA samples. Quantitation Absorbance: Nano-drop (50-500 ng/ul) Theoretically should can read to 3000 ng/ul. Empirically find it is only accurate within range above. Dye based SYBR Green, Qubit, Quant-IT https://genomics.ed.ac.uk/resources/sample-requirements Genomic DNA QC Agarose Gel TapeStation Genomic DNA Assay https://genomics.ed.ac.uk/resources/sample-requirements http://www.agilent.com/cs/library/applications/5991-5258EN.pdf Chromatin Immunoprecipitation (ChIP) Crosslinking Cell Lysis Chromatin Preparation / Sheering Immunoprecipitation Crosslinking Reversal & DNA cleanup https://www.thermofisher.com/us/en/home/life-science/antibodies/antibodies-learning-center/antibodies-resource-library/antibody-application-notes/step-by-step-guide-successful-chip-assays.html High Quality Starting Material DNA Extraction Treat with RNase RNA Extraction Treat with DNase RNA: What is Transcriptomics? Wikipedia “The transcriptome is the set of all messenger RNA molecules in one cell or a population of cells.” National Cancer Institute Definition of Terms “The study of all RNA molecules in a cell. Transcriptomics is used to learn more about how genes are turned on in different types of cells and how this may help cause certain diseases, such as cancer.” RNA enrichment PolyA tailed messenger RNA: mRNA-Seq Total RNA (rRNA removed): “total” RNA-Seq Front Genet. 2015 Jan 26;6:2 mRNA (polyA) Purification mRNA enrichment mRNA binds beads coated with oligo dT primer Non-polyadenylated transcripts are washed away AAAA TTTTTT AAAA AAAA TTTTTT Transcripts Lost in polyA Purification Ribosomal/Transfer RNA Histone mRNA Long-noncoding RNA Nascent intron containing transcripts Micro RNA Degraded RNA Many viral transcripts Prokaryote/Bacterial transcripts polyA is the degradation signal rRNA Depletion Bead Rnase H mRNA/long noncoding RNA/nascent RNA Illumina: TruSeq rRNA rRNA Probes hybridize rRNA on magnetic beads RNA of interest remains in supernatant KAPA: RiboErase Probes hybridize rRNA in solution Hybrids are digested with RNase H Probes digested with DNAse I Purified RNA Modified from: Scientific Reports 6, article 37876 (2016) RNA Extraction Cultured cells – Easy! Use your favorite column kit – Qiagen, Invitrogen, Zymo For high throughput suggest bead based – MagMax 96 well format column plates are also available Tissue samples Dissect in cold room if possible Use RNAlater solution to store tissue sample Upon extraction proceed to homogenization in cold room RNA Extraction: Column Purification On-column DNase digestion Dry to remove excess ethanol Elute with warm water to increase yields On-Column DNase http://www.sabiosciences.com/pathwaymagazine/pcrhandbook/10.php RNA Extraction: Column Purification Standard columns/protocols have 100-200bp cut off. Will result in loss of small RNA species Specialized columns and kits are available microRNA FFPE Blood HACK - Cut off size can be adjusted by changing the percent ethanol used for sample binding RNA Extraction: Bead Purification Binding Wash DNase Re-bind Wash Elute Magnetic based purification good for high-throughput applications Can use oligo dT beads or total RNA beads DNase step: DNase I digestion step is sometimes skipped (polyA libraries only) Best practice is to keep this step. http://www.beckman.com/nucleic-acid-sample-prep/rna-isolation/isolation-from-tissue RNA Extraction: Tissues / Trizol Keep tissues as cold as possible Work in cold room After homogenization suggest column based cleanup Particularly important if used Trizol for lysis DNase 10ug then column cleanup https://www.thermofisher.com/order/catalog/product/AM7020 RNA Quantitation & Quality Quantitation Absorbance: Nano-drop (50-500 ng/ul) Theoretically should can read to 3000 ng/ul. Empirically find it is only accurate within range above. Dye based RiboGreen Qubit / Quant-IT Quality Visualize on gel Agilent Bioanalyzer (RIN) RNA quality High quality RNA needed for mRNA libraries Degraded samples should only be used to make a “total” RNA-seq library – rRNA removal FFPE & Archival Samples mRNA Purification of Degraded Samples AAAA AAAA TTTTTT AAAA AAAA TTTTTT Transcript 1 Transcript 2 PolyA tail no longer attached to transcript. Results in differential loss of transcripts between samples. Sequencing Library Preparation Starting Material: DNA & RNA RNA-Seq library prep Genomic library prep Mate-pair sequencing (circularization) Low input / single cell library prep RNASeq Stranded Library Prep (dUTP method) or mRNA purification or strand specific amplification Index http://www.rna-seqblog.com/wp-content/uploads/2012/12/library-preparation.jpg Library Strandedness ACCATGAACCGTA TGGTACTTGGCAT ACCAUGAACCGUA Read alignment depends on direction of transcription “sense” strand of transcript can be on either the sense or antisense strand of the DNA http://seqanswers.com/forums/showthread.php?t=44220 Library Strandedness https://galaxyproject.org/tutorials/rb_rnaseq/ Key steps in library preparation Starting Material Library amplification bias Multiplexing qPCR quantitation Sequencing read order & terminology Library Amplification Bias Final step of library prep is amplification transcript count 2, 13, 4 Introduces library bias Some products preferentially amplified Fewer cycles = less bias transcript count 12, 20, 8 Modified from: Nature Methods 9, 72-74 (2012) Limited Cycle Library Amplification Number of cycles needed is proportional to amount of input RNA. Library prep kits will recommend a certain number of cycles. This is usually optimized for the lower input. Test how many cycles will give you enough product. Fewer cycles = less bias Limited Cycle Library Amplification Perform micro qPCR reaction on small amount of pre- amplification library (Kapa) Amplify only the number cycles needed to get enough product for sequencing (20ul of 4nM product) https://www.kapabiosystems.com/document/kapa-library-quantification-illumina-tds/?dl=1 Limited Cycle Library Amplification 9 cycles | 10 cycles 11 cycles | 12 cycles PCR bubble Amplify 9 cycles Library QC Quantitation Peak around 150 = primer dimer Dye based SYBR Green Qubit / Quant-IT Size & Quality Agilent Bioanalyzer Size determination Do not use for quantitation Size selection with SPRI beads Solid Phase Reverse Immobilization beads Carboxyl groups on surface bind DNA in the presence of crowding agents (PEG & NaCl) http://core-genomics.blogspot.com/2012/04/how-do-spri-beads-work.html Key steps in library preparation Starting Material Library amplification bias Multiplexing qPCR quantitation Sequencing read order & terminology RNASeq Stranded Library Prep (dUTP method) or mRNA purification or strand specific amplification Index http://www.rna-seqblog.com/wp-content/uploads/2012/12/library-preparation.jpg Multiplexing (barcodes and indices) Multiplexing allows optimal use of reads you will get Charges for sequencing are usually per lane of the flow cell HiSeq generates ~150 million reads per lane NextSeq generates ~ 450 million reads (one lane instrument) For RNA-Seq number of reads you need will depend on your experiment 10 million standard for transcriptome 20 million standard for total RNA (rRNA depleted) Make sure multiplexing libraries of similar size 3’ 5’ DNA (0.1-5.0 μg) A T C G C T G T A C G C G A A T C G A A C T C G C G C A T Single molecule array C G A A 5’ Library Preparation Cluster Growth Sequencing 1 2 3 4 5 6 7 8 9 T G CT A C G A T … Image Acquisition Base Calling Consider Cluster Size in Multiplexing www.support.illumina.com Multiplexing Pool samples based on dye based quantitation Submit pool to core facility for sequencing. Make all sequencing libraries in one batch qPCR quantitate before sequencing Key steps in library preparation Starting Material Library amplification bias Multiplexing qPCR quantitation Sequencing read order & terminology Sequencing Read Order Rd1 Seq Primer Index 1 primer Barcode and/or UMI INDEX Index 2 Index 2 primer(A) primer(B) Rd2 Seq Primer 1. Read 1 HiSeq/MiSeq (4 color) 2. Index Read 1 (i7) • A&C read on one camera 3. Index Read 2 (i5) • G&T read on other 4. Read 2 NextSeq (2 color) Sequencing Library Preparation Starting Material: DNA & RNA RNA-Seq library prep Genomic library prep Mate-pair sequencing (circularization) Low input / single cell library prep Genomic Library Prep Once you have sheared your DNA this is a quick process Shear Genomic DNA or begin with cDNA Protocol same as for RNA-Seq once End Repair (blunt ends) you have sheared dsDNA Add 3’ A Tail Acoustic shearing – Covaris Ligate Adapters
Recommended publications
  • Library Construction and Screening
    Library construction and screening • A gene library is a collection of different DNA sequences from an organism, • which has beenAlso called genomic libraries or gene banks. • cloned into a vector for ease of purification, storage and analysis. Uses of gene libraries • To obtain the sequences of genes for analysis, amplification, cloning, and expression. • Once the sequence is known probes, primers, etc. can be synthesized for further diagnostic work using, for example, hybridization reactions, blots and PCR. • Knowledge of a gene sequence also offers the possibility of gene therapy. • Also, gene expression can be used to synthesize a product in particular host cells, e.g. synthesis of human gene products in prokaryotic cells. two types of gene library depending upon the source of the DNA used. 1.genomic library. 2.cDNA library Types of GENE library: • genomic library contains DNA fragments representing the entire genome of an organism. • cDNA library contains only complementary DNA molecules synthesized from mRNA molecules in a cell. Genomic Library : • Made from nuclear DNA of an organism or species. • DNA is cut into clonable size pieces as randomly possible using restriction endonuclease • Genomic libraries contain whole genomic fragments including gene exons and introns, gene promoters, intragenic DNA,origins of replication, etc Construction of Genomic Libraries 1. Isolation of genomic DNA and vector. 2.Cleavage of Genomic DNA and vector by Restriction Endonucleases. 3.Ligation of fragmented DNA with the vector. 4.Transformation of
    [Show full text]
  • Construction of Small-Insert Genomic DNA Libraries Highly Enriched
    Proc. Natl. Acad. Sci. USA Vol. 89, pp. 3419-3423, April 1992 Genetics Construction of small-insert genomic DNA libraries highly enriched for microsatellite repeat sequences (marker-selected libraries/CA repeats/sequence-tagged sites/genetic mapping/dog genome) ELAINE A. OSTRANDER*tt, PAM M. JONG*t, JASPER RINE*t, AND GEOFFREY DUYKt§ *Department of Molecular and Cellular Biology, 401 Barker Hall, University of California, Berkeley, CA 94720; tHuman Genome Center, Lawrence Berkeley Laboratory, 1 Cyclotron Road, 74-157, Berkeley, CA 94720; and §Department of Genetics, Howard Hughes Medical Institute, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115 Communicated by Philip Leder, January 8, 1992 ABSTRACT We describe an efficient method for the con- Generation of a high-density map of markers for an entire struction of small-insert genomic libraries enriched for highly genome or a single chromosome requires the isolation and polymorphic, simple sequence repeats. With this approach, characterization of hundreds of markers such as microsatel- libraries in which 40-50% of the members contain (CA). lite repeats (10, 11). Two simple yet tedious approaches have repeats are produced, representing an =50-fold enrichment generally been used for this task. One approach is to screen over conventional small-insert genomic DNA libraries. Briefly, a large-insert genomic library with an end-labeled (CA),, or a genomic library with an average insert size of less than 500 (TG),, oligonucleotide (n > 15). Clones that hybridize to the base pairs was constructed in a phagemid vector. Ampliflcation probe are purified and divided into subclones, which are of this library in a dut ung strain ofEscherchia coli allowed the screened by hybridization for a fragment containing the recovery of the library as closed circular single-stranded DNA repeat.
    [Show full text]
  • Multiplexed Microbial Library Preparation Using Smrtbell
    Technical Overview: Multiplexed Microbial Library Preparation Using SMRTbell Express Template Prep Kit 2.0 Sequel System ICS v8.0 / Sequel Chemistry 3.0 / SMRT Link v9.0 Sequel II System ICS v9.0 / Sequel II Chemistry 2.0 / SMRT Link v9.0 Sequel IIe System ICS v10.0 / Sequel II Chemistry 2.0 / SMRT Link v10.0 For Research Use Only. Not for use in diagnostic procedures. © Copyright 2021 by Pacific Biosciences of California, Inc. All rights reserved. PN 101-742-600 Ver 2021-02-01-A (February 2021) Multiplexed Microbial Library Preparation Using SMRTbell Express Template Prep Kit 2.0 1. Multiplexed Microbial Sample Preparation Workflow Overview 2. Multiplexed Microbial Sample Preparation Workflow Details 3. Multiplexed Microbial Sequencing Workflow Details 4. Multiplexed Microbial Data Analysis Workflow Details 5. Multiplexed Microbial Library Example Performance Data 6. Technical Documentation & Applications Support Resources 7. Appendix: General Recommendations for High-Molecular Weight gDNA QC and Handling for Multiplexed Microbial SMRTbell Library Construction MULTIPLEXED MICROBIAL SEQUENCING: HOW TO GET STARTED Application-Specific Application-Specific Application Consumable Library Construction, Best Practices Guide Procedure & Checklist Bundle Purchasing Guide Sequencing & Analysis gDNA QC & Shearing ≥1 µg Input gDNA / Microbial Sample 10 kb – 15 kb Target DNA Shear Size Library Construction Multiplex Up To 48 Microbial Samples with the Sequel II and IIe Systems using Barcoded Overhang Adapters (BOA) SMRT Sequencing Use the Sequel,
    [Show full text]
  • The Human Genome Project
    TO KNOW OURSELVES ❖ THE U.S. DEPARTMENT OF ENERGY AND THE HUMAN GENOME PROJECT JULY 1996 TO KNOW OURSELVES ❖ THE U.S. DEPARTMENT OF ENERGY AND THE HUMAN GENOME PROJECT JULY 1996 Contents FOREWORD . 2 THE GENOME PROJECT—WHY THE DOE? . 4 A bold but logical step INTRODUCING THE HUMAN GENOME . 6 The recipe for life Some definitions . 6 A plan of action . 8 EXPLORING THE GENOMIC LANDSCAPE . 10 Mapping the terrain Two giant steps: Chromosomes 16 and 19 . 12 Getting down to details: Sequencing the genome . 16 Shotguns and transposons . 20 How good is good enough? . 26 Sidebar: Tools of the Trade . 17 Sidebar: The Mighty Mouse . 24 BEYOND BIOLOGY . 27 Instrumentation and informatics Smaller is better—And other developments . 27 Dealing with the data . 30 ETHICAL, LEGAL, AND SOCIAL IMPLICATIONS . 32 An essential dimension of genome research Foreword T THE END OF THE ROAD in Little has been rapid, and it is now generally agreed Cottonwood Canyon, near Salt that this international project will produce Lake City, Alta is a place of the complete sequence of the human genome near-mythic renown among by the year 2005. A skiers. In time it may well And what is more important, the value assume similar status among molecular of the project also appears beyond doubt. geneticists. In December 1984, a conference Genome research is revolutionizing biology there, co-sponsored by the U.S. Department and biotechnology, and providing a vital of Energy, pondered a single question: Does thrust to the increasingly broad scope of the modern DNA research offer a way of detect- biological sciences.
    [Show full text]
  • Cdna Libraries and Expression Libraries
    Solutions for Practice Problems for Recombinant DNA, Session 4: cDNA Libraries and Expression Libraries Question 1 In a hypothetical scenario you wake up one morning to your roommate exclaiming about her sudden hair growth. She has been supplementing her diet with a strange new fungus purchased at the local farmer’s market. You take samples of the fungus to your lab and you find that this fungus does indeed make a protein (the harE protein) that stimulates hair growth. You construct a fungal genomic DNA library in E. Coli with the hope of cloning the harE gene. If you succeed you will be a billionaire! You obtain DNA from the fungus, digest it with a restriction enzyme, and clone it into a vector. a) What features must be present on your plasmid that will allow you to use this as a cloning vector to make fungal genomic DNA library. Your vector would certainly need to have a unique restriction enzyme site, a selectable marker such as the ampicillin resistance gene, and a bacterial origin of replication. Other features may be required depending upon how you plan to use this library. b) You clone your digested genomic DNA into this vector. The E. coli (bacteria) cells that you will transform to create your library will have what phenotype prior to transformation? Prior to transformation, the E. coli cells that you will transform will be sensitive to antibiotic. This allows you to select for cells that obtained a plasmid. c) How do you distinguish bacterial cells that carry a vector from those that do not? Cells that obtained a vector will have obtained the selectable marker (one example is the ampicillin resistance gene).
    [Show full text]
  • Bacterial Artificial Chromosomes (Bacs) Became the Most Broadly Used Resource for Several Reasons
    Bacterial Artificial Chromosomes STC Production on Human BACs Archive Provided for Historical Purposes Home STC Project History 1995 Meeting Articles Contacts Links HGP Sequences HGP Research Several types of DNA library resources were sponsored by the DOE before and during the Human Genome Program (HGP). These included both prokaryotic and eukaryotic vector systems, and clone libraries representing single chromosomes. Bacterial Artificial Chromosomes (BACs) became the most broadly used resource for several reasons. The large size was a good match for capabilities of high throughput sequencing centers. As contrasted to some earlier resources, chimerism (having gene segments from multiple chromosome sites combined in one clone) is substantially if not completely absent. With some interesting exceptions , the BACS are stable in their bacterial hosts. In support of the functional analysis of genes, the BACs are very useful for making transgenic animals with segments of human DNAs. A brief history of BAC development is available in a preface to a 2003 issue of Methods in Molecular Biology , wherein details of BAC related protocols reside. One particular BAC project was crucial to the timely completion of human genome sequencing. (See history .) In a 1996 initiative, the DOE Office of Biological and Environmental Research sponsored the production of sequence tag connectors (STCs) for the BACs being used in human genome sequencing. (STCs are sequence reads at the ends of cloned DNA segments; they mark the boundaries of the cloned DNA.) This publicly available resource has served both the international public collaboration and Celera Genomics Inc . in the generation of the human genome sequence. The BACs representing a genome can together serve as a scaffold on which much shorter DNA sequence assemblies can be located.
    [Show full text]
  • Human Chromosome-Specific Cdna Libraries: New Tools for Gene Identification and Genome Annotation
    Downloaded from genome.cshlp.org on September 25, 2021 - Published by Cold Spring Harbor Laboratory Press RESEARCH Human Chromosome-specific cDNA Libraries: New Tools for Gene Identification and Genome Annotation Richard G. Del Mastro, 1'2 Luping Wang, ~'2 Andrew D. Simmons, Teresa D. Gallardo, 1 Gregory A. Clines, ~ Jennifer A. Ashley, 1 Cynthia J. Hilliard, 3 John J. Wasmuth, 3 John D. McPherson, 3 and Michael Lovett ~'4 1Department of Biochemistry and the McDermott Center for Human Growth and Development, The University of Texas Southwestern Medical Center, Dallas, Texas 75235-8591; 3Department of Biological Chemistry and the Human Genome Center, University of California, Irvine, California 9271 7 To date, only a small percentage of human genes have been cloned and mapped. To facilitate more rapid gene mapping and disease gene isolation, chromosome S-specific cDNA libraries have been constructed from five sources. DNA sequencing and regional mapping of 205 unique cDNAs indicates that 25 are from known chromosome S genes and 138 are from new chromosome S genes (a frequency of 79.5%}. Sequence complexity estimates indicate that each library contains -20% of the -SO00 genes that are believed to reside on chromosome 5. This study more than doubles the number of genes mapped to chromosome S and describes an important new tool for disease gene isolation. A detailed map of expressed sequences within the pressed Sequence Tags (eSTs)] (Adams et al. 1991, human genome would provide an indispensable 1992, 1993a,b; Khan et al. 1991; Wilcox et al. resource for isolating disease genes, and would 1991; Okubo et al.
    [Show full text]
  • Gene Library
    Course: M.Sc. Biotechnology Paper: BIOT4009: Genetic Engineering and Gene Therapy 1 UNIT – IV Gene library BRIJESH PANDEY DEPARTMENT OF BIOTECHNOLOGY MAHATMA GANDHI CENTRAL UNIVERSITY, BIHAR Gene library 2 Library is collection of clones….. Collection of clones representing Total transcripts- Total Genome- Part of Genome- CDNA library/ Genomic DNA Sub Genomic EST Library/ library DNA library Expressed library Genomic DNA Library 3 Collection of clones representing total genome Present in population of identical vectors Vectors contain clonable fragments of genomic DNA Vectors are self-replicating Vectors containing insert DNA are maintained in host cells like E. coli and S. cerevisiae Genomic DNA Library construction method 4 Spread on lawn of host bacteria and count the titre Joining the vector and insert DNA fragments Store, distribute and use using ligase Library may also be constructed in high capacity vectors like BAC/ YAC/ PAC Genomic DNA Library contd. 5 Since size of genome of organism varies widely Number of clones required in library to represent total genome varies It depends upon Type of and frequency of restriction endonuclease Average size of fragments Total size of genome e.g. Human genome size=2.8 x 10 6 Kb Average fragment / clone size= 20 kb Number of fragments required to represent total genome =1.4 x 10 5 6 The number of independent recombinants required in the library must be greater than n, because sampling variation will lead to the inclusion of some sequences several times and the exclusion of other sequences in a library of just n recombinants. Clarke and Carbon (1976) P= probability of including any DNA sequence in a random library of N independent recombinants: To achieve a 95% probability ( P = 0.95) of including any particular sequence in a random human genomic DNA library of 20 kb fragment size Number of clones required would be From: Principles of gene manipulation by Primrose et al 6 th ed.
    [Show full text]
  • DNA Libraries (PART-I)
    NPTEL – Biotechnology – Fundamentals of Biotechnology Lecture 10: DNA Libraries (PART-I) Introduction-Gene sequence are arranged in genome in a randon fashion and selecting or isolating a gene is a big task especially when the genomic sequences are not known. A small portion of genome is transcribed to give mRNA where as a major portion remained untranscribed. Hence, there are two ways to represent a genomic sequence information into the multiple small fragments in the form of a library: (1) Genomic library (2) cDNA library. Preparation of Genomic Library-A genomic library represents complete genome in multiple clones containing small DNA fragments. Depending upon organism and size of genome, this library is either prepared in a bacterial vector (discussed later in future lectures) or in yeast artificial chromosome (YAC). An outline of the construction of genomic library is given in Figure 10.1. it has following steps: 1. Isolation of genomic DNA 2. Generation of suitable size DNA fragments 3. Cloning in suitable vector system (depending on size) 4. Transformation in suitable host . Joint initiative of IITs and IISc – Funded by MHRD Page 1 of 65 NPTEL – Biotechnology – Fundamentals of Biotechnology Figure 10.1: Contruction of Genomic library. Joint initiative of IITs and IISc – Funded by MHRD Page 2 of 65 NPTEL – Biotechnology – Fundamentals of Biotechnology 1. Isolation of genomic DNA- Isolation of genomic DNA has following steps: 1. Lysis of cells with detergent containing lysis buffer. 2. Incubation of cells with digestion buffer containing protease-K, SDS to release genomic DNA from DNA-protein complex. 3. Isolation of genomic DNA by absolute alchol precipitation.
    [Show full text]
  • Machine Learning-Assisted Directed Protein Evolution with Combinatorial Libraries Zachary Wua, S. B. Jennifer Kana, Russell D. L
    Machine Learning-Assisted Directed Protein Evolution with Combinatorial Libraries Zachary Wua, S. B. Jennifer Kana, Russell D. Lewisb, Bruce J. Wittmannb, Frances H. Arnolda,b,1 aDivision of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, CA 91125; and bDivision of Biology and Bioengineering, California Institute of Technology, Pasadena, CA 91125 1To whom correspondence may be addressed. Email: [email protected] Author contributions: Z.W., S.B.J.K., R.D.L. and F.H.A. designed research; Z.W. and B.J.W. performed research; Z.W. contributed new analytic tools; Z.W., S.B.J.K., R.D.L. and B.J.W. analyzed data; and Z.W., S.B.J.K, R.D.L., B.J.W. and F.H.A. wrote the paper. Abstract To reduce experimental effort associated with directed protein evolution and to explore the sequence space encoded by mutating multiple positions simultaneously, we incorporate machine learning into the directed evolution workflow. Combinatorial sequence space can be quite expensive to sample experimentally, but machine learning models trained on tested variants provide a fast method for testing sequence space computationally. We validated this approach on a large published empirical fitness landscape for human GB1 binding protein, demonstrating that machine learning-guided directed evolution finds variants with higher fitness than those found by other directed evolution approaches. We then provide an example application in evolving an enzyme to produce each of the two possible product enantiomers (stereodivergence) of a new-to- nature carbene Si–H insertion reaction. The approach predicted libraries enriched in functional enzymes and fixed seven mutations in two rounds of evolution to identify variants for selective catalysis with 93% and 79% ee.
    [Show full text]
  • Construction of Genomic Library Mcba P7 T
    CONSTRUCTION OF GENOMIC LIBRARY Sources: 1. Biotechnology By B.D. Singh, 2. Gene cloning and DNA analysis By TA Brown, 3. Advance and Applied Biotechnology By Marian Patrie, 4. Molecular Biotechnology By Glick et al and 5. Principle of Gene Manipulation By sandy b Primrose et al. Dr. Diptendu Sarkar [email protected] Introduction • A genomic library is an organism specific collection of DNA, covering the entire genome of an organism. • A genomic library is a set of recombinant clones that contains all of the DNA present in an individual organism. • Genomic libraries can be retained for many years,and propagated so that copies can be sent from one research group to another. • It contains all DNA sequences such as : 1. expressed genes, 2. non-expressed genes, 3. exons and introns, 4. promoter and terminator regions and 5. intervening DNA sequences. 12/10/2019 DS/RKMV/MB 2 Construction of genomic library • Construction of a genomic DNA library involves o isolation, o purification and fragmentation of genomic DNA o followed by cloning of the fragmented DNA using suitable vectors. • The eukaryotic cell nuclei are purified by digestion with protease and organic (phenol- chloroform) extraction. • The derived genomic DNA is too large to incorporate into a vector, and needs to be broken up into desirable fragment sizes. • Fragmentation of DNA can be achieved by physical method and enzymatic method. Preparation of a gene library in a cosmid • The library created contains representative vector. copies of all DNA fragments present within the genome. 12/10/2019 DS/RKMV/MB 3 Mechanisms for cleaving DNA (a) Physical method It involves mechanical shearing of genomic DNA using a narrow-gauge syringe needle or sonication to break up the DNA into suitable size fragments that can be cloned.
    [Show full text]
  • Construction and Screening of an Expression Cdna Library from the Triactinomyxon Spores of Myxobolus Cerebralis, the Causative Agent of Salmonid Whirling Diseases*
    Institute of Zoology, Fish biology and Fish Diseases Ludwig-Maximilians-University Munich Chair: Prof. Dr. Dr. R.W. Hoffmann Under Supervision of Prof. Dr. Dr. M. El-Matbouli Construction and Screening of an Expression cDNA Library from the Triactinomyxon Spores of Myxobolus cerebralis, the causative agent of Salmonid Whirling Diseases* A Thesis Submitted for the Doctor Degree in Veterinary Medicine Faculty of Veterinary Medicine Ludwig- Maximilians- University Munich From Hatem Mohamed Toughan Soliman Sohag- Egypt Munich 2005 *This study was supported by the Egyptian government as a full term mission and in part by the Whirling Disease Foundation and U.S. Fish and wildlife Service. Gedruckt mit Genehmigung der Tierärztlichen Fakultät der Ludwig-Maximilians-Universität München Dekan: Univ.-Prof. Dr. A. Stolle Referent: Prof. Dr. M. El-Matbouli Referent: Univ.-Prof. Dr. R. Schulz Tag der Promotion: 15. Juli 2005 Construction of cDNA Library from the Triactinomyxon spores Dedication This thesis is dedicated to My Parents, my wife and my kids; Ahmed, Mohamed and Reem Construction of cDNA Library from the Triactinomyxon spores Table of Contents Page I Table of Contents Page 1. Introduction ................................................................................................. 1 2. Literature Review........................................................................................ 3 2.1 Myxozoa...................................................................................................................... 3 2.1.1 Taxonomy
    [Show full text]