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Supplementary Figure 1.Lepikhova etal.

Sepantronium bromide

Methylprednisolone 2−methoxyestradiol S−tr Aminoglutethimide Megestrol acetate AZD1152−HQ

ityl−L−cysteine Galiellalactone Uracil mustard Geldanamycin PF−04708671 PF−04691502 NVP−RAF265 Doramapimod Camptotechin Ruboxistaurin BMS−754807 Ridaforolimus

Lenalidomide Dauno Omacetaxine Prednisolone

Cyclopamine Mit Bicalutamide VER 155008 Mocetinostat Hydroxyurea Lasofoxifene Tacedinaline Streptozocin Exemestane Thioguanine

Thalidomide Sotrastaurin Galunisertib Bimatoprost Re Enzastaurin Bryostatin 1 Bryostatin Anastrozole D

Abiraterone

Carmustine

Ixabepilone Prednisone Thio−TEPA

Saracatinib Pilocarpine Finasteride SB 743921 Fulvestrant Toremifene Tarenflurbil Danusertib Rabusertib Gandotinib Tosedostat Amonafide T Pimase Nilutamide Patupilone Allopurinol Omipalisib Raloxifene PF477736 Imiquimod T Cane T Navitoclax Tandutinib o Obatoclax AZD 7762 Tamoxifen

o Volasertib I Buparlisib

Flutamide Ida V MK−0752 APR−246 MK−2206 SNS−032 eniposide Goserelin Tamatinib AZD1480 AZD4547 AZD8055 AZD1775 Plerixafor ABT−751 XA KX2−391 r opotecan r Letrozole PF−3845 T T

Lapatinib Sonolisib f xo Apitolisib OSI−027 xantrone UCN−01 Dovitinib inotecan

ametinib ametinib al Indibulin Nutlin−3 Linifanib E Pictilisib Brivanib Alisertib AK−733 AK−901

Nilotinib BI 2536 AT9283 A Iniparib Fasudil AT 101 (−)JQ1 (+)JQ1 r r r r r V−939 f lotinib ubicin ubicin ubicin ubicin atinib r tinib r PA tib

CELL LINES

DRUGS Supplementary Figure 1. Response of selected compounds showing activity to 45 UT-SCC cell lines. Heat map of drug response across the cell lines. The used drugs are shown on the Y-axis and cell lines on the X-axis. The cell lines are clustered based on the differential DSS. Different clusters are marked with Roman numerals. The biggest drug classes are highlighted in the figure. Ser/Thr Non−RTK/multi MEK RTK mTOR PI3K/mTOR PI3K CDK kinase target kinase B inhibitors inhibitors inhibitors inhibiors inhibitors inhibitors inhibitors inhibitors

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BI 2536 TAK−733 Alisertib UCN−01 ErlotinibGefitinib AZD8055 OSI−027 IdelalisibPictilisib KX2−391 SNS−032 Volasertib LapatinibLinsitinib Sirolimus ApitolisibDactolisib Buparlisib Sonolisib Dasatinib Alvocidib BinimetinibPimasertib Everolimus Omipalisib Danusertib Saracatinib RefametinibSelumetinib BMS−754807 Midostaurin RidaforolimusTemsirolimus PF−04691502 Drug name Apoptosis Platinum Mitotic Antitumor HDAC HSP90 inducing Others agents inhibitors antibiotics inhibitors inhibitors drugs

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AT 101 BIIB021 Cisplatin ABT−751 IndibulinPaclitaxel Docetaxel PatupiloneVincristine ObatoclaxSB 743921BelinostatEntinostat Carboplatin Vinblastine Plicamycin EnzastaurinQuisinostat Luminespib Carfilzomib FluorouracilGemcitabineMethotrexateThioguanine MocetinostatTacedinaline Omacetaxine AlvespimycinGeldanamycinTanespimycin Mercaptopurine Drug name Sepantronium bromide Supplementary Figure 2. Lepikhova et al. Supplementary Figure 2. Grouping of the used drugs based on their functional categories.

Boxplots are drawn with R language ggplot2 system function geom_boxplot. The upper and lower edges of the box are the first and third quartiles of the response. Median response is shown by horizontal line in each box. Whiskers extend to 1.5 times the inter-quartile range, which is the distance between the box edges. Values beyond the box edges are marked as outliers with a plus sign. A Scr ctrl afatinib B RAB25 siRNA afatinib IC50 IC50

100 DSS 13.1 100 DSS 9.8

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Scr ctrl RAB25 siRNA erlotinib C IC50 D IC50

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G Scr ctrl erlotinib H FAM83H siRNA erlotinib IC50 IC50

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I Scr SiRNA Scr SiRNA RAB25 FAM83H

alpha- alpha- tubulin tubulin UT_SCC_8 UT_SCC_14

Supplementary Figure 3. Lepikhova et al. Supplementary Figure 3. Transient knock-down of RAB25 and FAM83H impairs the cellular response to EGFR inhibitors afatinib and erlotinib. Drug response curves for A-B, afatinib and C-D, erlotinib in control and RAB25 siRNA treated UT-SCC-8 cells, respectively. Drug response curves for E-F, afatinib and G-H, erlotinib in control and FAM83H siRNA treated UT-SCC-14 cells, respectively. The vertical grey line shows the IC50 value. The triplicate % inhibition values for each concentration are shown as grey dots. I, Western blots show efficacy of the RAB25 and FAM83H silencing by siRNAs.