Supplementary Figure 1. Utilization of publicly available antibodies in different applications.

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Supplementary Figure 1 Utilization of publicly available antibodies in different applications. The fraction of publicly available antibodies toward human protein targets is shown with data for the following applications: Western blotting (WB), immunohistochemistry (IHC), immunocytochemistry (ICC), flow cytometry (FC), immunosorbent assays (ELISA), and immunoprecipitation (IP). The numbers are based on information from users and providers reported to the resource portal Antibodypedia 7.

Supplementary Table 1. Protein handling and in various applications Antibody application Western blotting Immunocytochemistry Immunoprecipitation (IP) and chromatin IP Sandwich assays Flow cytometry Reverse phase protein arrays Protein handling (typical) Denaturing Denaturing Denaturing Description Proteins are treated with detergent (sodium dodecyl sulfate) but might be partially refolded when blotted onto filter Proteins are often cross-linked with formalin and treated with high temperatures (such as 115 degrees Celsius) at elevated pressures (epitope retrieval) Cellular proteins are normally fixed and often permeabilization is needed. Organic solvents (such as alcohols and acetone) or cross-linking reagents (such as paraformaldehyde) are typically used Lysis buffers are often used to stabilize native protein conformation, inhibit protease activity, and allow the protein to be released from the cell or tissue Blood samples (plasma and serum) are normally not pre-treated with denaturing agents, whereas tissue samples are normally treated with lysis buffers Cells are normally not pre-treated with denaturing agents when extracellular markers are used, but permeabilization might be used for intracellular markers Blood samples (plasma and serum) are normally not pre-treated with denaturing agents, whereas tissue samples are often treated with lysis buffers 1

Supplementary Table 2. Additional methods used for general characterization of antibodies Type of characterization Affinity measurements Epitope mapping Isotype determination Sequence determination Adsorption Array-based specificity Description Determines binding parameters of an antibody for its target Determines the site on the target protein where the antibody binds Characterizes an antibody by Fc region of heavy chain Determines the DNA sequence of the complementary region of an antibody Antibody is pre-treated with antigen before assay Specific binding versus crossreactivity Method used Surface plasmon resonance Peptide arrays, display, alanine scans Immunoassay DNA sequencing techniques Protein or peptide array 2

Supplementary Table 3. Relevant references for antibody use and validation Category Authors Description PMID References for Antibody Validation and Reproducibility Antibody Reproducibility Bandrowski et al., 2016 Discusses an initiative (RRIDs) to improve reproducibility through unique identifiers for antibodies, model organisms, and tools that are machine-readable and stable 26599696 Bjorling et al., 2008 Describes a database that assigns publicly available antibodies a validation score based on experimental evidence in an application-specific manner 18667413 A review on antibody validation, highlighting the common Bordeaux et al., 2010 pitfalls when working with antibodies, common practices for validating antibodies, and levels of commercial antibody 20359301 validation Bourbellion et al., 2010 Addresses the need for a formal set of standards to report affinity binder reagents and improve reproducibility (MIAPAR) 20622827 Vasilevsky et al., 2013 Raises the issue of researchers failing to properly reference the affinity reagents used in an experiment (ie, the catalog number and antibody supplier name) 24032093 Western blotting Gilda et al., Discusses the technical variability observed for antibodies used in Western blotting and proposes establishment of a reporting standard 26287535 Deutsch et al., 2008 Describes guidelines for minimum level of information to be reported in gene expression localization experiments (MISFISHIE) 18327244 Summarizes the necessary controls for validating Hewitt et al., immunohistochemical data and offers a standard of practice for using IHC in research and diagnostic 25023613 investigations Howat et al., Guidelines for a stepwise approach to validate antibodies for immunohistochemical assays 24525140 O'Hurley et al., Evaluates challenges faced by the use of immunohistochemical biomarkers and the strategies available for validation of antibodies 24725481 Ramos-Vara et al., Highlights technical aspects of IHC and the importance of the antibody-antigen specificity 24129895 3

Schuster et al., Combines Western blotting and IHC to validate the specificity of 32 antibodies used in research, and found 19 that showed reliable specificity 22393911 Immunocytochemistry Holmseth et al., Addresses the ramifications of certain assay controls that may interfere with accurate testing 22215633 MIACA v.080404 Draft outlining standards for cell-based functional assays Stadler et al., Describes a platform that combines RNA interference (RNAi) and immunofluorescence to validate antibody binding and subcellular localization of a protein 22361696 Flow cytometry Lee et al., 2008 MIFlowCyt is a set of standards describing the minimum requirements for the reporting of flow cytometry experiments 18752282 Immunoprecipitation approach to measure antibody quality for IP and includes detailed protocols Describes how the ENCODE and modencode consortia Chromatin immunoprecipitation Landt et al., can address antibody validation, experimental replication, sequencing depth, data and metadata reporting, and data 22955991 quality assessment when analyzing ChIP-seq data The ENCODE website includes antibody characterization https://www.encodep ENCODE standards for transcription factors (updated May 2016) and roject.org/about/exp chromatin remodelers and modifiers (updated Aug ) eriment-guidelines/ Reverse phase protein arrays Jeong et al., Describes a platform using a full-length protein microarray to screen for monoclonal antibodies with the highest specificity 22307071 Sjöberg et al., 2016 Validation of antibodies for use in protein microarrays 26417875 RNA interference and genome editing Olds and Li, 2016 Describes the use of sirnas to validate antibodies 26998240 MIARE Mass spectrometry Reporting Checklist A guide to ensure data reporting of RNAi experiments is publicly accessible v0.8.0 4

Martinez- Bartolome et al., 2013 Discusses the current approaches and guidelines for reporting quantitative MS 23500130 MIAPE-Quant v1.0 Outlines the minimum information required to report the use of quantification techniques in proteomics experiments IMS approach to measure antibody quality for IP MIAPE-MS v2.98 Outlines the minimum information required to report the use of MS in proteomics experiments References for Technical and Supporting Information Western blotting Mahmood et al., Considerations for designing Western blot experiments, including the technique, theory, and troubleshooting approaches 23050259 Schacht et al., Describes the basic protocol for performing immunohistochemistry with an emphasis on dermatology 25666678 Immunocytochemistry Burry et al., 2011 Describes a new classification of immunocytochemical controls 20852036 Waters et al., 2009 Guidelines on digital image acquisition during quantitative fluorescent microscopy 19564400 Flow cytometry Hulspas et al., 2009 Discusses the major causes of background readings in flow cytometric measurements and the approaches that can improve reliability 19575390 Kalina et al., Flow cytometer setting standards and immunophenotyping protocols determined by the EU-supported EuroFlow Consortium 22948490 Immunoprecipitation approach to measure antibody quality for IP and includes detailed protocols Sandwich assays Cox et al., Provides an essential overview of the design principles for implanting robust and automation-friendly assays in immunoassay formats NBK92434 Reverse phase protein arrays Akbani et al., A gathering of insights from three RPPA workshops highlighting current knowledge and future directions 24777629 5

Genome editing Singh et al., A review on usage of the CRISPR-Cas9 system for the study of mouse genetics 25271304 Mass spectrometry Abbatiello et al., Large-scale inter-laboratory study applying multiplexed quantitative peptide assays to detect proteins in biological samples 25693799 Faupel- Describes the use of liquid chromatography (LC)-MS/MS Badger et al., as a more accurate method of protein quantification than 20056650 2010 sandwich assays Liebler et al., 2013 Discusses the sensitivity, precision, and quantitation of multiple-reaction monitoring MS and its applications 23517332 Martinez- Bartolome et al., 2013 Discusses the current approaches and guidelines for reporting quantitative MS 23500130 Peterson et al., Describes parallel reaction monitoring as an improved alternative targeted proteomics approach over selected reaction monitoring 22865924 Picotti et al., Selected reaction monitoring as a reliable platform for assessing proteins across multiple samples 22669653 Application of immuno-silac for quantification of proteins IMS Edfors et al., in complex samples based on polyclonal antibodies and stable isotope-labeled recombinant protein fragments prior 24722731 to MS analysis approach to measure antibody quality for IP Proximity assays Assarsson et al., Describes use of proximity extension assays in multiplex protein quantification assays and includes protocols 24755770 Ebai et al., Describes procedures for developing solid phase proximity ligation assays 25559104 Lundberg et al., 2011 Study combines proximity extension assay with antibody specificity to detect low-abundance proteins in plasma samples 21646338 6