MétaCan
Menu
Back to cohort
Record W2162918649 · doi:10.1074/mcp.m700264-mcp200

Quantitative Profiling of Ubiquitylated Proteins Reveals Proteasome Substrates and the Substrate Repertoire Influenced by the Rpn10 Receptor Pathway

2007· article· en· W2162918649 on OpenAlex
Thibault Mayor, Johannes Graumann, Jennifer Bryan, Michael J. MacCoss, Raymond J. Deshaies

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueMolecular & Cellular Proteomics · 2007
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicUbiquitin and proteasome pathways
Canadian institutionsCanada's Michael Smith Genome Sciences CentreUniversity of British Columbia
FundersNational Center for Research ResourcesNational Institutes of HealthMichael Smith Health Research BCHoward Hughes Medical Institute
KeywordsUbiquitinRepertoireUbiquitin-Protein LigasesProteasomeReceptorCell biologyProfiling (computer programming)ChemistryComputational biologyBiologyUbiquitin ligaseBiochemistryComputer scienceGene

Abstract

fetched live from OpenAlex

The ubiquitin proteasome system (UPS) comprises hundreds of different conjugation/deconjugation enzymes and multiple receptors that recognize ubiquitylated proteins. A formidable challenge to deciphering the biology of ubiquitin is to map the networks of substrates and ligands for components of the UPS. Several different receptors guide ubiquitylated substrates to the proteasome, and neither the basis for specificity nor the relative contribution of each pathway is known. To address how broad of a role the ubiquitin receptor Rpn10 (S5a) plays in turnover of proteasome substrates, we implemented a method to perform quantitative analysis of ubiquitin conjugates affinity-purified from experimentally perturbed and reference cultures of Saccharomyces cerevisiae that were differentially labeled with 14N and 15N isotopes. Shotgun mass spectrometry coupled with relative quantification using metabolic labeling and statistical analysis based on q values revealed ubiquitylated proteins that increased or decreased in level in response to a particular treatment. We first identified over 225 candidate UPS substrates that accumulated as ubiquitin conjugates upon proteasome inhibition. To determine which of these proteins were influenced by Rpn10, we evaluated the ubiquitin conjugate proteomes in cells lacking either the entire Rpn10 (rpn10Δ) (or only its UIM (ubiquitin-interacting motif) polyubiquitin-binding domain (uimΔ)). Twenty-seven percent of the UPS substrates accumulated as ubiquitylated species in rpn10Δ cells, whereas only one-fifth as many accumulated in uimΔ cells. These findings underscore a broad role for Rpn10 in turnover of ubiquitylated substrates but a relatively modest role for its ubiquitin-binding UIM domain. This approach illustrates the feasibility of systems-level quantitative analysis to map enzyme-substrate networks in the UPS. The ubiquitin proteasome system (UPS) comprises hundreds of different conjugation/deconjugation enzymes and multiple receptors that recognize ubiquitylated proteins. A formidable challenge to deciphering the biology of ubiquitin is to map the networks of substrates and ligands for components of the UPS. Several different receptors guide ubiquitylated substrates to the proteasome, and neither the basis for specificity nor the relative contribution of each pathway is known. To address how broad of a role the ubiquitin receptor Rpn10 (S5a) plays in turnover of proteasome substrates, we implemented a method to perform quantitative analysis of ubiquitin conjugates affinity-purified from experimentally perturbed and reference cultures of Saccharomyces cerevisiae that were differentially labeled with 14N and 15N isotopes. Shotgun mass spectrometry coupled with relative quantification using metabolic labeling and statistical analysis based on q values revealed ubiquitylated proteins that increased or decreased in level in response to a particular treatment. We first identified over 225 candidate UPS substrates that accumulated as ubiquitin conjugates upon proteasome inhibition. To determine which of these proteins were influenced by Rpn10, we evaluated the ubiquitin conjugate proteomes in cells lacking either the entire Rpn10 (rpn10Δ) (or only its UIM (ubiquitin-interacting motif) polyubiquitin-binding domain (uimΔ)). Twenty-seven percent of the UPS substrates accumulated as ubiquitylated species in rpn10Δ cells, whereas only one-fifth as many accumulated in uimΔ cells. These findings underscore a broad role for Rpn10 in turnover of ubiquitylated substrates but a relatively modest role for its ubiquitin-binding UIM domain. This approach illustrates the feasibility of systems-level quantitative analysis to map enzyme-substrate networks in the UPS. The classical function of ubiquitylation is to direct substrates for proteolysis via the ubiquitin proteasome system (UPS). 1The abbreviations used are: UPS, ubiquitin proteasome system; VWA, von Willebrand A; UIM, ubiquitin-interacting motif; FDR, false discovery rate; TAP, tandem affinity purification; MudPIT, multidimensional protein identification technology; WT, wild-type; DUB, deubiquitylating. Recognition of proteasome substrates is specifically mediated by several receptor proteins (1Madura K. Rad23 and Rpn10: perennial wallflowers join the melee.Trends Biochem. Sci. 2004; 29: 637-640Abstract Full Text Full Text PDF PubMed Scopus (66) Google Scholar). In yeast, there are at least five potential receptors (Ddi1, Dsk2, Rad23, Rpn10, and Rpt5) plus a set of Cdc48-based complexes, including the Cdc48-Npl4-Ufd1 heterotrimer, that may possess receptor function (2Elsasser S. Chandler-Militello D. Muller B. Hanna J. Finley D. Rad23 and Rpn10 serve as alternative ubiquitin receptors for the proteasome.J. Biol. Chem. 2004; 279: 26817-26822Abstract Full Text Full Text PDF PubMed Scopus (268) Google Scholar, 3Ivantsiv Y. Kaplun L. Tzirkin-Goldin R. Shabek N. Raveh D. Unique role for the UbL-UbA protein Ddi1 in turnover of SCFUfo1 complexes.Mol. Cell. Biol. 2006; 26: 1579-1588Crossref PubMed Scopus (51) Google Scholar, 4Medicherla B. Kostova Z. Schaefer A. Wolf D.H. A genomic screen identifies Dsk2p and Rad23p as essential components of ER-associated degradation.EMBO 2004; PubMed Scopus Google Scholar, R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar, A the PubMed Scopus Google Scholar, R. K. The and direct to and Biol. 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). This of is is which of proteasome substrates is by a receptor or the of substrates to a particular receptor The Rpn10 protein is a of the proteasome and the first protein to A that ubiquitin Biol. Chem. Full Text PDF PubMed Google Scholar). domain of a von Willebrand A that Rpn10 to the of ubiquitin to Rpn10 is mediated by the ubiquitin-interacting domain its K. L. A ubiquitin-interacting in components of the and protein Biochem. Sci. 26: Full Text Full Text PDF PubMed Scopus Google Scholar). the Rpn10 a UIM domain that is to the of receptor proteins K. K. of with The domain of with of proteasome.J. Biol. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar). The of Rpn10 on the turnover of proteasome substrates is known. that rpn10Δ are S. S. Finley D. The protein is a of the proteasome in Saccharomyces cerevisiae and plays a role in protein Cell. Biol. PubMed Scopus Google Scholar, S. S. Finley D. and protein are mediated by the proteasome Biol. Chem. Full Text Full Text PDF PubMed Scopus Google Rpn10 may for the turnover of only a of ubiquitylated or Rpn10 may a of substrates in its are by receptors Rad23 or is the contribution of the of Rpn10 to of the and the of the UIM domain by on either of these substrates R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google R. that Rpn10 function may on with its domain. To the of protein ubiquitylation and the of components of the UPS as Rpn10, to UPS substrates on a Several to address challenge using mass spectrometry to the ubiquitin identification of proteins from cells PubMed Scopus Google Scholar, S. K. Y. analysis of the PubMed Scopus Google Scholar, J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google Scholar, J. D. D. J. Finley D. A approach to protein PubMed Scopus Google Scholar, K. Y. B. L. A tandem affinity for in ubiquitin and protein identification with in 2006; Full Text Full Text PDF PubMed Scopus Google Scholar, K. A of proteins is in response to in the Sci. S. A. PubMed Scopus Google Scholar). these that mass spectrometry is a that a systems-level of the ubiquitin is that of to the ubiquitin system in in of the and that are substrates of the UPS. many ubiquitin conjugates identified in species that are substrates of the UPS. To from mass spectrometry we and to conjugates that in rpn10Δ J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google and in but K. A of proteins is in response to in the Sci. S. A. PubMed Scopus Google Scholar). the identification of several ubiquitylated by its the approach substrates is only upon a This is a the of many UPS R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar, Y. of and by PubMed Scopus Google Scholar). ubiquitin and in Y. ubiquitin to and by 2006; PubMed Scopus Google Scholar, and Cell. 2006; Full Text Full Text PDF PubMed Scopus Google Scholar, Y. of by a ubiquitin of PubMed Scopus Google and at least different ubiquitin receptors to turnover of ubiquitylated R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). a method that for quantitative is In we labeling that used to address a of to perform relative quantitative analysis of proteins in a statistical approach based on and q we were to ubiquitylated proteins are in response to a or the we used method to substrates of the proteasome and to determine the contribution of the Rpn10 proteasome receptor pathway in the of UPS We the function of Rpn10 by the role of its UIM domain. Saccharomyces cerevisiae used in are in which affinity of proteins from Saccharomyces PubMed Scopus Google Scholar). to to the proteasome S. the response to proteasome by Sci. S. A. PubMed Scopus Google Scholar). To a for labeling with we by The were using the of and The were and cells, and were identified by the and were by the were rpn10Δ and uimΔ R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google were with to and were in and with at to and with and to of in of with or The different labeled cultures were in at to of and a for labeled by and in of The and of cells for each were in of with and and in The and of ubiquitin conjugates as affinity of proteins from Saccharomyces PubMed Scopus Google with the cells were in of which each of and coupled to were used for the first and of were used for the only of the in a analysis to of each labeled whereas with the to of each labeled of the first D. A method for the quantitative of protein in in the of and Biochem. PubMed Scopus Google and in of protein were to mass and quantitative analysis to the of labeled proteins in the of The proteins in were evaluated by multidimensional coupled in to using mass as J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google Scholar, J. of tandem affinity to pathway in Cell. 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). in were with using a and approach to tandem of with in a protein PubMed Scopus Google Scholar, and for and protein from PubMed Scopus Google were used to the mass spectrometry using of for 14N and 15N identified by at least were for the quantitative and and were with and R. A for the quantitative analysis of Chem. PubMed Scopus Google using the with and with for using the from at and at and to of for and for The from the and were and using UPS of in the 15N and reference using the of the with the of proteasome were from the Saccharomyces the of proteins in the and UPS proteomes that are in of and and and and plus from a based on of protein proteins from analysis of protein in PubMed Scopus Google Scholar). that proteins in different of protein were from a based on a of S. K. A. N. analysis of protein in PubMed Scopus Google and were using values the proteins that were the of proteins in each is as is the of proteins by that the 225 UPS substrates identified in the were by S. K. A. N. analysis of protein in PubMed Scopus Google Scholar). the that each is as is the by and the of for proteins in each of the of Rpn10 on the UPS of were using the The reference on the by 14N cells the method to the reference in the at In the 14N rpn10Δ 15N proteins were and in the 14N uimΔ 15N proteins were The in the reference is in the as a for are of to were of and uimΔ with the to a at the and that or were each set of of protein used for in plus were by on a by with were by on a by with analysis of the of Rpn10 on the UPS A the of the 225 substrates, in with ubiquitylated proteins identified in the rpn10Δ conjugates that accumulated in rpn10Δ cells is the of proteins in and proteins that were in cells or cells The values with were and of of the UIM domain of Rpn10 on the UPS the of the 225 substrates or proteins in rpn10Δ cells with proteins identified in the UIM analysis and proteins specifically in uimΔ cells are substrates using Rpn10 of the of UPS substrates using the of proteasome are in whereas Rpn10 influenced by the UIM or are in the of statistical the were on a to a of the were to statistical and and and Rad23, from the and The of from the in the reference which a for a with and is the each in the and were with to a is To the of the false discovery Y. Y. the false discovery and approach to multiple R. in of proteasome substrates, we as R. for Sci. S. A. PubMed Scopus Google q is the of the is the of and is the of proteins To the with a q to on of the are false and that of the are are to we the of these that in of proteasome statistical analysis using the for and the q and J. D. are in the and were with and analysis with using of cells with J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google a were in of at to of and for with or only were as J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google with the to a to the and of were proteins were using the or the and for in using the The first we to address to determine which proteins in the ubiquitin are to UPS substrates as to proteins by ubiquitylation in a or of substrates of the UPS is the ubiquitylated proteins identified in only a and to UPS substrates, and many of the proteins are relatively To address we a method that to perform relative quantification of the hundreds of ubiquitylated proteins that are upon affinity of ubiquitin The to ubiquitylated proteins that relative to the of the proteasome to quantification labeling by in for relative and 15N and and Chem. Biol. PubMed Scopus Google To the of the to approach a we for labeling with cells ubiquitin and in with were with the proteasome whereas the cells in with were The cultures were and and were to affinity on and as affinity of proteins from Saccharomyces PubMed Scopus Google Scholar). The of ubiquitylated proteins with and to mass spectrometry D. analysis of the by multidimensional protein identification PubMed Scopus Google by quantitative analysis using R. A for the quantitative analysis of Chem. PubMed Scopus Google Scholar). We that ubiquitylated proteins for proteolysis in the cells with the relative of from of these proteins with its the In proteins that are for including proteins to or from the values to To proteasome substrates, we to that a protein is or in the cells. as or from the by with the from and and the increased that a protein is for as to To these we for a statistical The quantitative for each protein is the of from using a We a of as the of in a reference in which the and cells the were for different proteins quantitative are in on the that in a at that the for a protein by from at with at and the and are with the in the reference and approach that for in we the of the to To the of proteasome on the of the ubiquitin we cells labeled with 14N with the proteasome for whereas to 15N cells. were for and as the values and that the in protein with for a of or of for are in To the of the and that the of proteins in the 14N to the proteasome we a in which to the cells and to 14N cells. The as with a to values and a of values relative to the reference of is in the the of proteins in the analysis and the a analysis of the by the proteins identified in the a that is with the by that the ubiquitylation of proteins in each we a by using the to the that its in the by that ubiquitylated proteins that are to values to whereas ubiquitylated proteins that upon values to the that of we and values for hundreds of proteins to that by the values at level we for the entire of We used a method of that of the Y. Y. the false discovery and approach to multiple R. as the of proteins to or to that are false proteins by These values are q values R. for Sci. S. A. PubMed Scopus Google and a and of the q is of the of proteins that are to the to the with each potential q as the of proteins that to the that and q and for and the for the We to set the at the level of which a of only false a to in analysis and To proteins that are the for proteasome substrates, we to proteins in cells with To the of we to candidate proteasome substrates using a cells and a at the of each candidate were with or and to by for the were in with and in the of to of increased ubiquitylation for of the several proteins with q values to the were to as ubiquitylated species proteasome inhibition. These that the of proteins by approach is for proteasome the of we mass that to quantitative on proteins in a analysis 225 proteins that were specifically in cells the approach as in of proteins in the accumulated as ubiquitylated species the proteasome of candidate UPS substrates, we in to determine the and level of proteins to the UPS. UPS substrates were many different with proteins in for the we identified many proteins including and which are substrates of the proteasome of the by a J. PubMed Scopus Google Scholar, K. proteins for of in Biol. Cell. PubMed Scopus Google Scholar, S. Y. B. and of the in PubMed Scopus Google Scholar, S. R. A. The of proteolysis a role for components and and Biol. Full Text Full Text PDF PubMed Scopus Google Scholar, R. K. The and the protein are and substrates of the in Saccharomyces J. PubMed Scopus Google Scholar). of with a protein analysis of protein in PubMed Scopus Google revealed that UPS substrates were from but were in and This is that there is pathway for the of and proteins that are from the that the identified proteins may ubiquitylated to the we the of UPS substrates using a analysis of protein S. K. A. N. analysis of protein in PubMed Scopus Google we that proteins were in the of proteasome substrates proteins at we of the least including and to at S. K. A. N. analysis of protein in PubMed Scopus Google these that approach a and of the ubiquitylated proteins that are to the proteasome for of or in the identification of several ubiquitylated substrates that on the proteasome receptor Rpn10 for and R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar, J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google Scholar). is which of ubiquitylated proteins is influenced by that rpn10Δ are and modest is that Rpn10 to the of only a of proteasome A is that Rpn10 to the of a relatively of proteasome substrates, but these substrates receptor Rpn10 is substrates in a for substrates that are in rpn10Δ but cells J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google of is substrates that alternative pathway in the of a quantitative method that in of ubiquitylated proteins substrates influenced by is only in the of Rpn10 to to To address the of how many ubiquitylated species a in upon of Rpn10, we the ubiquitin conjugate proteomes of and rpn10Δ cells. lacking in 14N and cells in 15N were and to affinity of ubiquitin conjugates by and quantitative analysis as in In quantitative for proteins We identified proteins that were specifically in rpn10Δ cells and these and which for turnover at R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar, J. of conjugates that the Rpn10 receptor to the turnover of multiple proteasome Cell. Full Text Full Text PDF PubMed Scopus Google were these proteins serve as to that approach proteins is influenced by is to that that these substrates in upon Rpn10 for in the of Rpn10, the of these substrates that accumulated as ubiquitylated species This to several The is that of the ubiquitylated in the of is for substrates that of Rpn10 by enzymes or increased the of of the at the quantification approach used that Rpn10 a broad on the UPS. We to determine approach UPS substrates influenced by the UIM domain of We to using a and R. J. of UIM the uimΔ is with that the UPS R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). This is with at least the the UIM domain of Rpn10 only a of the UPS the UIM domain in are To address the role of the UIM we the ubiquitin conjugate proteomes of and uimΔ cells. uimΔ cells in 14N and cells in 15N were as for the analysis We that the of with that in the reference a to the and increased but to a that in the and We a to that to the UIM and a the of proteins that as ubiquitin conjugates the UIM domain is the relatively q were with in particular we used a to the the proteins that specifically accumulated in uimΔ cells we candidate for to and the approach as in we were to of ubiquitin conjugate in uimΔ cells for these that and q values and To protein This illustrates the of quantification to UPS substrates is influenced by a particular the UIM domain of of that or To a of how broad a contribution Rpn10 to the of the UPS, we to determine of UPS substrates by method conjugates that accumulated upon of cells with accumulated upon of The of proteins by the of is in cells This on a the of on proteins of the This is the of multiple receptors that guide ubiquitylated proteins to the To the UPS substrates is influenced by we on the 225 proteins in cells and evaluated in the rpn10Δ the 225 ubiquitylated species that accumulated in cells, were in the rpn10Δ including proteins that were in the cells This of is by the that of the proteins in a A for and of relative protein in Chem. 2004; PubMed Scopus Google Scholar). This that of of of UPS substrates in the influenced by Rpn10 To address a particular of substrates specifically by Rpn10 we the of the different in the analysis a of were the proteins in cells, a broad function of Rpn10 in the UPS the were proteins to were identified in rpn10Δ cells the of proteins in and proteins were This that Rpn10 may for the of that particular of ubiquitylated proteasome We a as for the analysis of to the of the UIM domain of Rpn10 on UPS In of the 225 UPS substrates to in the were in the uimΔ only were in uimΔ cells, of of the substrates This that of the UIM domain of we the the and UIM only of proteins in rpn10Δ cells were in uimΔ cells of The of is of the UPS substrates influenced by Rpn10, only one-fifth are to of the UIM domain. This that Rpn10 on different of proteasome substrates using The function of Rpn10 is by the domain that to whereas the UIM which to a of proteasome We quantitative analysis using 15N metabolic labeling to in of ubiquitin conjugates and In a first of we were to specifically UPS substrates using the proteasome We analysis to ubiquitylated proteins that are by the Rpn10 This the identification of several ubiquitylated substrates is influenced by the UIM domain of we the different to the relative of either the entire or only its UIM domain on the UPS for ubiquitin conjugates that the proteasome is with UPS and that in rpn10Δ cells, we that Rpn10 influenced the level of ubiquitin conjugates for to of UPS substrates The of is that Rpn10 to the turnover of a of ubiquitylated proteins. we the that in the role of Rpn10 in turnover is or that the in conjugates is to increased ubiquitylation or decreased there were several proteins that were in rpn10Δ cells that Rpn10 function that rpn10Δ cells S. S. Finley D. and protein are mediated by the proteasome Biol. Chem. Full Text Full Text PDF PubMed Scopus Google of rpn10Δ in is the candidate substrates on Rpn10 for to the is that substrates that Rpn10 receptor with Rpn10 is as is the for R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). The role of the UIM domain of Rpn10 in the UPS the first domain to plays role in proteolysis in cells. The substrates and are by the UIM is with of receptors as R. R. J. receptors a of in the 2004; Full Text Full Text PDF PubMed Scopus Google Scholar). R. In analysis we identified several ubiquitylated substrates that accumulated in uimΔ cells To these the first UPS substrates that to by of the UIM domain by This that there is a role for Rpn10 function at the level identified proteins used as to the role of the UIM domain. The of using mass spectrometry to to components of the UPS. the proteins as ubiquitylated species upon only one-fifth accumulated upon the of the UIM domain. This is with the that rpn10Δ cells a uimΔ cells S. S. Finley D. and protein are mediated by the proteasome Biol. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar). The substrates that accumulated in rpn10Δ but uimΔ cells are upon the domain. The domain the of ubiquitylated to the proteasome by the Rad23 but the function of the domain and proteins were to in the Rpn10 analysis but in the UIM analysis These proteins are of and is that the in the of the of the proteasome, a for the or with or the of analysis revealed a of ubiquitylated proteins that accumulated upon of the proteasome, including relatively proteins is to by proteolysis and and and we and that proteins protein and accumulated as ubiquitylated species upon of the proteasome with is that these proteins to that or proteins S. D. J. Cell. Biol. PubMed Scopus Google Scholar, D. J. S. protein and Full Text Full Text PDF PubMed Scopus Google Scholar). the may for on a the in protein and of method is that we affinity to analysis on proteasome substrates and proteins. The of is by the that of candidate UPS substrates are at whereas only of proteins identified in a analysis of are of A for and of relative protein in Chem. 2004; PubMed Scopus Google Scholar). The of method that for of ubiquitin and The of a particular in by several including the of substrates, the relative of ubiquitin and enzymes that upon the the relative of different ubiquitylation to or for and the of the ubiquitylated of these we there is in in in a we analysis to proteins as or In many the values for UPS substrates were the of (or in in of and 2006; PubMed Scopus Google Scholar). In the for ubiquitin from with cells only the ubiquitylated to This with analysis of ubiquitin conjugates in we increased by with of conjugates the of its to different proteins L. of in cells by proteasome and response on and the PubMed Scopus Google Scholar, J. A ubiquitin to Biol. 2006; PubMed Scopus Google Scholar). the of of ubiquitin in of conjugates were We used a statistical analysis based on q values to proteins for which the ubiquitylation level The reference in which were the from and values a statistical of the the and a of or We values to to address the perennial in the multiple A for values only a based on the of that are false whereas q values the of a on false a q of (or in the UIM the of substrates on a false (or that in the were or to In to the of the q in of the FDR, of by a to a we to to in of of the that to a or of the UPS. of a of proteins from the and uimΔ the of the To is the first analysis that the of a reference and q to or proteins in quantitative mass spectrometry This method that to We for in the analysis and J. D. and for We and of the for in particular for for and with

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

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)0.003
metaresearch head score (Gemma)0.001
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 score0.009
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.010
GPT teacher head0.234
Teacher spread0.224 · 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