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Record W2129978599 · doi:10.1074/mcp.o115.052209

A High Through-put Platform for Recombinant Antibodies to Folded Proteins

2015· article· en· W2129978599 on OpenAlex

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affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueMolecular & Cellular Proteomics · 2015
Typearticle
Languageen
FieldMedicine
TopicMonoclonal and Polyclonal Antibodies Research
Canadian institutionsStructural Genomics ConsortiumSaskatchewan Cancer AgencyUniversity of SaskatchewanUniversity of Toronto
FundersNational Human Genome Research InstituteNational Institutes of HealthNational Cancer InstituteFoundation for the National Institutes of Health
KeywordsRecombinant DNAAntibodyComputational biologyChemistryComputer scienceBiologyBiochemistryImmunologyGene

Abstract

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Antibodies are key reagents in biology and medicine, but commercial sources are rarely recombinant and thus do not provide a permanent and renewable resource. Here, we describe an industrialized platform to generate antigens and validated recombinant antibodies for 346 transcription factors (TFs) and 211 epigenetic antigens. We describe an optimized automated phage display and antigen expression pipeline that in aggregate produced about 3000 sequenced Fragment antigen-binding domain that had high affinity (typically EC50<20 nm), high stability (Tm∼80 °C), good expression in E. coli (∼5 mg/L), and ability to bind antigen in complex cell lysates. We evaluated a subset of Fabs generated to homologous SCAN domains for binding specificities. These Fragment antigen-binding domains were monospecific to their target SCAN antigen except in rare cases where they cross-reacted with a few highly related antigens. Remarkably, immunofluorescence experiments in six cell lines for 270 of the TF antigens, each having multiple antibodies, show that ∼70% stain predominantly in the cytosol and ∼20% stain in the nucleus which reinforces the dominant role that translocation plays in TF biology. These cloned antibody reagents are being made available to the academic community through our web site recombinant-antibodies.org to allow a more system-wide analysis of TF and chromatin biology. We believe these platforms, infrastructure, and automated approaches will facilitate the next generation of renewable antibody reagents to the human proteome in the coming decade. Antibodies are key reagents in biology and medicine, but commercial sources are rarely recombinant and thus do not provide a permanent and renewable resource. Here, we describe an industrialized platform to generate antigens and validated recombinant antibodies for 346 transcription factors (TFs) and 211 epigenetic antigens. We describe an optimized automated phage display and antigen expression pipeline that in aggregate produced about 3000 sequenced Fragment antigen-binding domain that had high affinity (typically EC50<20 nm), high stability (Tm∼80 °C), good expression in E. coli (∼5 mg/L), and ability to bind antigen in complex cell lysates. We evaluated a subset of Fabs generated to homologous SCAN domains for binding specificities. These Fragment antigen-binding domains were monospecific to their target SCAN antigen except in rare cases where they cross-reacted with a few highly related antigens. Remarkably, immunofluorescence experiments in six cell lines for 270 of the TF antigens, each having multiple antibodies, show that ∼70% stain predominantly in the cytosol and ∼20% stain in the nucleus which reinforces the dominant role that translocation plays in TF biology. These cloned antibody reagents are being made available to the academic community through our web site recombinant-antibodies.org to allow a more system-wide analysis of TF and chromatin biology. We believe these platforms, infrastructure, and automated approaches will facilitate the next generation of renewable antibody reagents to the human proteome in the coming decade. Antibodies are crucial reagents for biological research and therapeutics. However, reproducibility for antibody reagents is a major concern, especially for polyclonals and even monoclonals where genetic drift of hybridoma stocks can be problematic (1.Pasqualini R. Arap W. Hybridoma-free generation of monoclonal antibodies.Proc. Natl. Acad. Sci. U.S.A. 2004; 101: 257-259Crossref PubMed Scopus (49) Google Scholar, 2.Harlow E. Lane D. Using antibodies : a laboratory manual. 1999; xiv: 495Google Scholar). Moreover, some have estimated that less than half of the animal derived antibodies bind their cognate native proteins (3.Berglund L. Bjorling E. Oksvold P. Fagerberg L. Asplund A. Szigyarto C.A. Persson A. Ottosson J. Wernerus H. Nilsson P. Lundberg E. Sivertsson A. Navani S. Wester K. Kampf C. Hober S. Ponten F. Uhlen M. A genecentric Human Protein Atlas for expression profiles based PubMed Scopus Google Scholar, J. A. S. E. M. J. D. PubMed Scopus Google Scholar). generation of recombinant antibodies provide a renewable of cloned and highly validated antibody and a permanent A. A. antibodies in PubMed Scopus Google Scholar, S. D. Bjorling E. E. C.A. J. A. S. R. L. S. M. L. S. H. S. M. Uhlen M. S. C. P. H. A community for the of affinity PubMed Scopus Google Scholar). antibodies a for and to generate and for renewable antibody reagents J. S. A. S. M. W. A. J. J. of phage display to high antibody generation and PubMed Scopus Google Scholar, L. K. H. and for antibody generation phage display PubMed Scopus Google Scholar, K. S. Nilsson P. K. A. J. a of highly antibodies to human domains phage PubMed Scopus Google have the to and for antigen antibody and K. S. A to generate renewable to the human PubMed Scopus Google Scholar). of for renewable antibody reagents are proteins in chromatin biology transcription factors and epigenetic antigens. to Human Protein Atlas are available antibodies to of the estimated human A of human transcription expression and PubMed Scopus Google and are recombinant sources the of validated recombinant antibodies to TF and their is a have they multiple of to binding of proteins to PubMed Scopus Google Scholar, of transcription for PubMed Scopus Google and thus to the to generate renewable antibody reagents to of proteins antibodies be an for in of their expression in the and their binding and for antigen and antibody are for a to generate renewable antibodies to chromatin antibody generation phage display is not animal where of the target is to the of the in the to and antigen and in an animal S. S. J. the of in display PubMed Scopus Google Scholar). These are but we believe that the in can their of the to with less antigen and we an industrialized platform and for high affinity renewable antibodies that is for and epigenetic chromatin domains of were in multiple expression to a and antigen a for antibody We a highly and phage H. W. A. A. S. R. is not for antigen PubMed Scopus Google Scholar). were to and multiple Fabs of high and expression in E. coli for each of 346 human domain and 211 epigenetic Remarkably, immunofluorescence with multiple antibodies TF in six cell lines that about of human transcription factors predominantly in the but the is These the of translocation in TF biology. describe the and for a platform that we believe will the of high and antibody reagents to These cloned antibodies are available to the academic community for research through the to and a pipeline to generate high renewable recombinant antibodies to human transcription factors TF antigens were generated epigenetic antigens generated the and the E. coli phage were for phage phage were for expression of antibody PubMed Scopus Google were phage were in the of to expression of the that for phage and were with for of expression were with and recombinant for transcription domains were R. S. J. R. C. K. K. H. M. M. L. S. D. P. S. S. R. D. H. L. platform of the PubMed Scopus Google Scholar, R. S. J. C. K. J. K. H. J. M. L. L. D. P. S. R. S. D. H. L. of for and PubMed Scopus Google Scholar, A of PubMed Scopus Google and and were E. coli expression to generate for antigen expression in transcription and and E. were and their expression W. a cell PubMed Scopus Google Scholar, C. of PubMed Scopus Google Scholar). expression were to expression antigen the human human transcription domains chromatin antigens antigens, expression were cloned an expression an and and in E. coli a were and for the of predominantly in were in to the and to a binding to were in and to a to and to the were and being in and E. S. in produced antigens were in E. and for to the pipeline P. C. M. P. S. S. the human proteome for affinity expression of domains and in PubMed Scopus Google Scholar, S. P. J. J. S. C. R. J. S. A. A. A. R. C. R. S. J. A. F. L. R. M. D. K. J. F. S. A. S. A. R. L. L. K. M. S. H. R. D. H. M. S. A. S. K. C. Protein and PubMed Scopus Google Scholar). Protein expression of TF expression in E. coli the E. coli based expression of antigens expression E. coli were in with to an of with for were and to with S. R. M. M. A. J. S. A. high antibody Scholar). a we the a an E. coli in that J. J. C. C. S. S. K. J. S. antibodies and antibody produced in a in PubMed Scopus Google an with and of were with cell recombinant and and to for in an and with based and with Protein were with and for to the pipeline J. J. C. C. S. S. K. J. S. antibodies and antibody produced in a in PubMed Scopus Google Scholar, M. A. S. S. antibodies to proteins in PubMed Scopus Google Scholar). the we the antigen for the of display for PubMed Scopus Google Scholar, J. for generation and 2004; PubMed Scopus Google Scholar). generate for were and a with a to the which a with the in the were a which for to S. of PubMed Scopus Google Scholar, M. D. an for PubMed Scopus Google Scholar, D. 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H. A. H. S. S. E. M. A. P. S. M. M. A. L. R. A. L. M. S. S. of a to antibody and for in PubMed Scopus Google an and Fabs to of the epigenetic antigens for binding their target in that of these antibodies the target for antigens where the antigen in some cases binding were the proteins were not high to to the the the is more than for antigen in the of complex the for antigens and Fabs of for the epigenetic of the that the domains of the of of the which had in the is a for antibodies to the human proteome M. Oksvold P. Fagerberg L. Lundberg E. K. M. M. Kampf C. Wester K. Hober S. Wernerus H. Bjorling L. Ponten F. a Human Protein PubMed Scopus Google Scholar, S. Uhlen M. Human and the of PubMed Scopus Google Scholar). to generate antibody reagents with the Human Protein Atlas a antibodies in (3.Berglund L. Bjorling E. Oksvold P. Fagerberg L. Asplund A. Szigyarto C.A. Persson A. Ottosson J. Wernerus H. Nilsson P. Lundberg E. Sivertsson A. Navani S. Wester K. Kampf C. Hober S. Ponten F. Uhlen M. A genecentric Human Protein Atlas for expression profiles based PubMed Scopus Google Scholar, M. D. J. S. Nilsson P. S. K. M. S. proteome antibody phage PubMed Scopus Google Scholar). antigens were produced to were the human target predominantly to be highly to the and of domain generated affinity antibodies that with to of human is available through the web site of these antibodies are available through commercial but not for the of our to in the Protein Atlas we in for the Remarkably, of the had the the being a and the a recombinant monoclonal having to of the transcription antibodies can have monoclonal antibodies they can bind thus of with proteins in the antibody and binding are to they are derived antibodies the that they are not renewable and thus and are Moreover, the human antigen can to proteins an animal and thus can of F. and J. PubMed Scopus Google Scholar). antibodies a renewable and in the cloned monoclonal and a the community to generate A. A. antibodies in PubMed Scopus Google Scholar, M. S. for in antibody PubMed Scopus Google Scholar). that can be in with in the animal and can allow for of antibody reagents to bind the native and even of antibody PubMed Scopus Google Scholar, M. J. D. J. K. P. Using phage display to antibodies of PubMed Scopus Google Scholar, of recombinant antibodies to PubMed Google Scholar, J. J. A. to the of in a of PubMed Scopus Google Scholar). Moreover, cloned can be genetic and are made available to to an industrialized platform for the of renewable recombinant antibodies phage display and high antigen We show in multiple high and cell antibodies to 346 transcription factors and 211 epigenetic of high antigens is a key in the proteins do not good monoclonal antibodies to native proteins J. S. A. S. M. W. A. J. J. of phage display to high antibody generation and PubMed Scopus Google Scholar). We expression of we to be domains based is in the community that to in to generate high and for A. J. K. biology PubMed Scopus Google Scholar). we high expression to the antigen in in generation of validated antibodies the antigen produced in these We the in are of antigen stability and the and J. S. A. S. M. W. A. J. J. of phage display to high antibody generation and PubMed Scopus Google Scholar). These expression provide for antibodies to antigens. for antibodies the of the These the of these TF that domains were problematic to and and they were the in validated is a to and domains generated the and that they are less highly proteins with to are less than with and is of with the phage of These which antigens more in to high we have and about 3000 validated antibodies the Fabs have We that the for epigenetic antigens of is the antigens were based more to the and phage and stability to facilitate generation of affinity automated the in to the with with antibody and the to to of antibody of the to in the phage and antigen the automated with the and of phage of high affinity that can be problematic for Moreover, for the and for phage Protein A have We of the to a Fabs show high expression in E. are in Protein A a highly and can provide more stability and expression than for derived J. S. A. S. M. W. A. J. J. of phage display to high antibody generation and PubMed Scopus Google which have multiple that in stability and recombinant Fabs had that high to affinity Moreover, these are to a that a in affinity of and can be in to in E. coli Fabs good for in cell E. H. A. H. S. S. E. M. A. P. S. M. M. A. L. R. A. L. M. S. S. of a to antibody and for in PubMed Scopus Google the and S. R. L. J. R. P. D. P. A for of antibodies with PubMed Scopus Google do not these are for antibodies that with Fabs generated to highly homologous SCAN domains high cases where to highly related having is in that we not the and we affinity the antibodies to be with these recombinant antibodies be are in biology. We have Fabs for their ability to bind 270 in six human cell Remarkably, an of the Fabs their target antigen predominantly in the cytosol and about in the These are to the where a of TF antibodies bind in the we the of in the cytosol and nucleus were the six cell the were in in a for each cell and we believe in in that the cytosol to the nucleus We believe these reagents will be for to TF recombinant antibodies have of highly binding reagents based the high phage for each high stability and high and expression in E. binding with binding in the of complex cell and immunofluorescence binding in analysis of the of the antibodies for we do not high the Fabs were to for about Fabs with a to the TF a subset will in We have not the of these antibodies in experiments of but have and E. H. A. H. S. S. E. M. A. P. S. M. M. A. L. R. A. L. M. S. S. of a to antibody and for in PubMed Scopus Google Scholar). more is for these and their for of the and expression for these Fabs are available to academic with through the and the will be made available they the we have the an platform is in for the generation of renewable antibodies to the We are to the and of the and of for display and and and in the for with Fragment antigen-binding domain antigen display immunofluorescence

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.256
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.057
GPT teacher head0.317
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it