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Record W2138368889 · doi:10.1074/mcp.m800079-mcp200

Monitoring Protein-Protein Interactions between the Mammalian Integral Membrane Transporters and PDZ-interacting Partners Using a Modified Split-ubiquitin Membrane Yeast Two-hybrid System

2008· article· en· W2138368889 on OpenAlex
Serge M. Gisler, Saranya Kittanakom, Daniel G. Fuster, Victoria Wong, Mia Bertić, Tamara Radanovic, Randy A. Hall, Heini Murer, Juürg Biber, Daniel Markovich, Orson W. Moe, Igor Štagljar

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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 · 2008
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMetabolism, Diabetes, and Cancer
Canadian institutionsUniversity of Toronto
FundersNational Institute of Diabetes and Digestive and Kidney DiseasesAustralian Research CouncilGenentechNational Cancer InstituteOntario GenomicsNational Institutes of HealthMinistry of Education, IndiaMedical Research CouncilOntario Genomics InstituteGenome CanadaNational Health and Medical Research CouncilSimmons Family Foundation
KeywordsPDZ domainIntegral membrane proteinTwo-hybrid screeningCell biologyProtein–protein interactionTransmembrane proteinMembrane proteinChemistryBiochemistryPlasma protein bindingBiologyYeastMembrane

Abstract

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PDZ-binding motifs are found in the C-terminal tails of numerous integral membrane proteins where they mediate specific protein-protein interactions by binding to PDZ-containing proteins. Conventional yeast two-hybrid screens have been used to probe protein-protein interactions of these soluble C termini. However, to date no in vivo technology has been available to study interactions between the full-length integral membrane proteins and their cognate PDZ-interacting partners. We previously developed a split-ubiquitin membrane yeast two-hybrid (MYTH) system to test interactions between such integral membrane proteins by using a transcriptional output based on cleavage of a transcription factor from the C terminus of membrane-inserted baits. Here we modified MYTH to permit detection of C-terminal PDZ domain interactions by redirecting the transcription factor moiety from the C to the N terminus of a given integral membrane protein thus liberating their native C termini. We successfully applied this “MYTH 2.0” system to five different mammalian full-length renal transporters and identified novel PDZ domain-containing partners of the phosphate (NaPi-IIa) and sulfate (NaS1) transporters that would have otherwise not been detectable. Furthermore this assay was applied to locate the PDZ-binding domain on the NaS1 protein. We showed that the PDZ-binding domain for PDZK1 on NaS1 is upstream of its C terminus, whereas the two interacting proteins, NHERF-1 and NHERF-2, bind at a location closer to the N terminus of NaS1. Moreover NHERF-1 and NHERF-2 increased functional sulfate uptake in Xenopus oocytes when co-expressed with NaS1. Finally we used MYTH 2.0 to demonstrate that the NaPi-IIa transporter homodimerizes via protein-protein interactions within the lipid bilayer. In summary, our study establishes the MYTH 2.0 system as a novel tool for interactive proteomics studies of membrane protein complexes. PDZ-binding motifs are found in the C-terminal tails of numerous integral membrane proteins where they mediate specific protein-protein interactions by binding to PDZ-containing proteins. Conventional yeast two-hybrid screens have been used to probe protein-protein interactions of these soluble C termini. However, to date no in vivo technology has been available to study interactions between the full-length integral membrane proteins and their cognate PDZ-interacting partners. We previously developed a split-ubiquitin membrane yeast two-hybrid (MYTH) system to test interactions between such integral membrane proteins by using a transcriptional output based on cleavage of a transcription factor from the C terminus of membrane-inserted baits. Here we modified MYTH to permit detection of C-terminal PDZ domain interactions by redirecting the transcription factor moiety from the C to the N terminus of a given integral membrane protein thus liberating their native C termini. We successfully applied this “MYTH 2.0” system to five different mammalian full-length renal transporters and identified novel PDZ domain-containing partners of the phosphate (NaPi-IIa) and sulfate (NaS1) transporters that would have otherwise not been detectable. Furthermore this assay was applied to locate the PDZ-binding domain on the NaS1 protein. We showed that the PDZ-binding domain for PDZK1 on NaS1 is upstream of its C terminus, whereas the two interacting proteins, NHERF-1 and NHERF-2, bind at a location closer to the N terminus of NaS1. Moreover NHERF-1 and NHERF-2 increased functional sulfate uptake in Xenopus oocytes when co-expressed with NaS1. Finally we used MYTH 2.0 to demonstrate that the NaPi-IIa transporter homodimerizes via protein-protein interactions within the lipid bilayer. In summary, our study establishes the MYTH 2.0 system as a novel tool for interactive proteomics studies of membrane protein complexes. The mammalian renal proximal tubule sustains reabsorption of fluid and solutes of the highest variety and magnitude. Vectorial transport in this epithelium is mediated by the polarized distribution of polytopic transport proteins. Strikingly many membrane proteins located at the apical but not at the basolateral side harbor a C-terminal PDZ-binding motif. The acronym PDZ denotes a conserved modular domain of 90 amino acids that recognizes an octapeptide PDZ-binding motif primarily residing at the C termini of target proteins (1Hung A.Y. Sheng M. PDZ domains: structural modules for protein complex assembly.J. Biol. Chem. 2002; 277: 5699-5702Abstract Full Text Full Text and functional of the PDZ of and of PDZ domain by of PDZ are to their binding modules PDZ proteins that bind the where is and is a of PDZ is an of PDZ-binding membrane proteins in the apical membrane of proximal PDZ proteins and proximal a in of proximal Full Text Full Text The used C C-terminal of for protein of membrane yeast MYTH to the of the MYTH 2.0 to the N terminus of the of a for the of MYTH sulfate of domain in and PDZ protein from transcription yeast amino to and of and The 2002; The NaPi-IIa and NaS1 uptake of phosphate and sulfate and of mammalian sulfate The protein of has is this of apical PDZ-binding proteins as and of a novel protein in and and M. of and in Xenopus Conventional yeast two-hybrid and such as identified proximal tubule PDZ proteins as binding partners to the apical proteins and PDZ proteins and proximal The factor NHERF-1 and NHERF-2 as that of NHERF-1 the that in renal apical The of and in the of Biol. Chem. Full Text Full Text two PDZ modules in and to to with complex of renal transport and of by from the C-terminal an PDZ-binding in has been protein the and the protein Biol. Chem. Full Text Full Text their NHERF-1 and NHERF-2 with the C-terminal motif of NaPi-IIa M. of the with PDZ Biol. Chem. Full Text Full Text PDZ proteins PDZK1 and PDZ modules of the PDZ domain with the NaPi-IIa C-terminal as the of PDZ a in of proximal Full Text Full Text M. of the with PDZ Biol. Chem. Full Text Full Text In and of PDZK1 but not NHERF-1 NHERF-2 bind to a in of proximal Full Text Full Text of with the protein complex in renal proximal a novel PDZ domain-containing protein in and to with the a between PDZ proteins and the sulfate transporter NaS1 has not been in have the of the of these PDZ proteins. the of and in proximal PDZ proteins and proximal was to between the and the membrane of protein by the PDZ domain protein Biol. Chem. Full Text Full Text M. M. M. PDZ domain protein membrane Biol. Chem. 2002; 277: Full Text Full Text In these apical of NaPi-IIa on NHERF-1 PDZ proteins and proximal and of NHERF-1 the that in renal apical The of and in the of Biol. Chem. Full Text Full Text M. M. of the an PDZK1 was to an apical for the of renal transporters a in of proximal Full Text Full Text M. of PDZK1 in membrane of renal the protein is at the apical membrane of is that as an apical of PDZK1 of with the protein complex in renal proximal in was to the of the in of protein by the PDZ domain protein Biol. Chem. Full Text Full Text interactions of integral membrane proteins has a the of the proteins from used in the assay where and to soluble of membrane protein interactions using 2002; Full Text Full Text this we previously developed the split-ubiquitin membrane (MYTH) technology based on a split-ubiquitin protein of novel using the split-ubiquitin membrane yeast two-hybrid system based on split-ubiquitin for the of interactions between membrane proteins in protein-protein interactions for the yeast transporter by split-ubiquitin membrane yeast two-hybrid Full Text Full Text M. the split-ubiquitin membrane yeast two-hybrid system to protein-protein interactions of integral membrane The protein to the C termini of its proteins for in The moiety is for by in the and of The system for protein on the that C-terminal and of to a functional as a of protein interactions in The of a the N terminus of from to the two and for The for to with and to the functional is for to by an that by of proteins that are to and system based on split-ubiquitin for the of interactions between membrane proteins in novel system to protein-protein The but not its are by that the of a transcription factor C-terminal to The the and the in a to the MYTH system of a membrane-inserted C terminus is to a The interacting a membrane is to the of to permit of In this we applied a modified MYTH system to the full-length proximal tubule membrane proteins and NaS1 as a membrane We a MYTH 2.0 system that the and from the C to the N terminus of a protein the C termini of the polytopic membrane proteins to permit interactions with NHERF-2, and this we we the MYTH 2.0 system as a tool to interactions between five mammalian full-length integral membrane proteins and their PDZ domain-containing partners. we novel interacting proteins of the phosphate (NaPi-IIa) and sulfate (NaS1) renal transporters using this MYTH 2.0 we showed that NHERF-1 and NHERF-2, the two novel NaS1 found in this to increased functional sulfate uptake in Xenopus oocytes when with NaS1. we of the full-length NaPi-IIa protein within the by interactions of its In summary, our demonstrate that the MYTH 2.0 system a tool to of integral membrane proteins from of mammalian in membrane of and with of the membrane as by of and NaS1 with of yeast to and was on of and and by on the different of in the of the two yeast integral membrane proteins to that mammalian renal are not In on the in the of that the proteins are and the proteins are the of to the membrane of proteins and NaS1 in yeast as from to two to the from the membrane M. from was used for the detection of from the proteins in The of the membrane protein to the membrane the functional phosphate transport of in with a of two transporters was with In this the was as a modified full-length and uptake was at on transport of was by the from the uptake are of The was with of in and of yeast for using and is in the from based on the of the the of are by no The MYTH the of a to the N terminus of a MYTH is at to the the a a a for in a and a of for in yeast to this is that an with and between the of The was modified to by the upstream of the from this was by of using and its was with The and was with with the by using as a the as and the as The in the the to whereas in the a within the was from by with and and was with from and and and Finally the was to by of the between and the MYTH 2.0 a a a an of with the and The the of the of and thus is to but is via a proteins to the C terminus of the The of the at their by at the C-terminal and with by the the The of the was by in the of as are from NaPi-IIa as as NaS1 in of NaPi-IIa and of and and of between and as an between and and between and NaS1 was between and The yeast was and the yeast and have been of novel using the split-ubiquitin membrane yeast two-hybrid system based on split-ubiquitin for the of interactions between membrane proteins in The of from full-length soluble membrane proteins and a to the located at the C terminus of the domain and is via a a and a for The of the was applied to the between and NaPi-IIa as a in of PDZK1 a at amino and NHERF-1 NHERF-2 and between and of yeast and to of novel using the split-ubiquitin membrane yeast two-hybrid M. the split-ubiquitin membrane yeast two-hybrid system to protein-protein interactions of integral membrane with the M. interactions by a system for studies of membrane protein was in yeast and with to and of yeast by 2002; from a to at for at in of and in of of of was with of of of 2.0 of of for at and in of was on of The was of yeast amino acids at for The was on via to of was the that from two in of and that the two-hybrid was on of with on of The of was that with the but not with a interacting of with was in the by and was a of was the yeast the for that would on and with from in and their The that an by a this the yeast in the a membrane been identified of and NHERF-2, The of the with and and as of and was by as previously M. of the split-ubiquitin membrane yeast two-hybrid system to membrane protein to an of in the to the and at for at was from of by the for in of a membrane from of to in at of on for at was at for at to the The was in of with by a as in the soluble membrane soluble in an of was at for and was used for by to The membrane was at for and with the C terminus of the N terminus of NaPi-IIa and with a the at applied for of the was on of the yeast Biol. and from and to study of in with to the was in to of of from of to at for at in of at and in of in of of and of by for The was for at by of in and by of with a at for the at and the at to where and and of in in in yeast is by a system of and by two a of at and a of at of phosphate in a of transporters and of a phosphate transporter in was with in and in of from for and in at of for in of from of for at in uptake at and to a of uptake M. and of a phosphate transporter from at a of in uptake with of at a was in of at on and by was to in uptake and in to in of and for in at of for and for at in at to at in of in and to with at for at at for at in on and and to an as by M. The of and with and proteins in Biol. with at and with the NaPi-IIa and in using in for with and using Finally a with a was applied for The C-terminal amino acids of NaPi-IIa between and of and on of of the as previously M. of the with PDZ Biol. Chem. Full Text Full Text in at for at of on to in at of the from a of protein has been M. is by with the PDZ Xenopus from the Xenopus and and oocytes from at in modified at NaS1 was whereas NHERF-1 and NHERF-2 in was by The was in using the and the was in with of of NaS1 of NHERF-1 of NHERF-2 using a by a uptake on oocytes at for in at and for at of and of The oocytes with with and in by NaPi-IIa and NaS1 between and of of with The with and on oocytes with of and for at from oocytes and in for at The was used for at for in of as by The structural of the is a Biol. Chem. Full Text Full Text from this the of proteins by at of and the of from a on of in The structural of the is a Biol. Chem. Full Text Full Text in The structural of the is a Biol. Chem. Full Text Full Text proteins in of for at and in to as as The for the MYTH system the to the C terminus of a The in yeast by a and a of from a of novel using the split-ubiquitin membrane yeast two-hybrid Here two MYTH 2.0 and with an that a membrane to the its C terminus for with and and to these two is by an for target proteins not from the in the of the protein is of a a was in of the in a MYTH 2.0 in to the MYTH system that is to the domain the from and showed by of the in not The mammalian membrane proteins NaPi-IIa M. of the with PDZ Biol. Chem. Full Text Full Text a in of proximal Full Text Full Text of with the protein complex in renal proximal and of a novel protein PDZ and M. of PDZK1 in membrane of renal C-terminal PDZ motif in NHERF-1 and of are at their C termini to bind the previously identified PDZ proteins a in of proximal Full Text Full Text complex of renal transport and of by M. of the with PDZ Biol. Chem. Full Text Full Text of with the protein complex in renal proximal M. of the PDZK1 by Biol. with apical NaS1 and of mammalian sulfate The and transcriptional by Biol. Chem. Full Text Full Text of renal and of Full Text Full Text and basolateral The 2002; these integral membrane proteins as in the of the MYTH 2.0 system with the to PDZ protein interactions based on full-length membrane proteins. the MYTH 2.0 with the of C-terminal the MYTH system was found to not in this not that the five renal membrane protein are the yeast and not by in the of interacting we and The five proteins in the of two yeast integral membrane proteins, as a of the complex in and as a to the to and and are to the yeast system of a protein-protein of the of to with system based on split-ubiquitin for the of interactions between membrane proteins in of the system was as on and in the of the of five mammalian on the in the of with that they are the the of the five mammalian with the and protein not to of the that the are not In membrane of was from yeast of the the was in of and to the membrane The yeast membrane protein was to this the soluble moiety from was found in the five mammalian full-length proteins in the membrane Furthermore of from yeast from the the of of and NaPi-IIa by but the of and of NaPi-IIa by the a mammalian protein transport as a in NaPi-IIa protein was for phosphate uptake in yeast is of and of a phosphate transporter in was with the and of uptake In this the was with transport in the the of uptake to of that the NaPi-IIa transporter is in the yeast we to and NaPi-IIa in In from yeast with of from NaPi-IIa was to the The of was in the whereas that of was in and membrane In summary, the of these and that the of and are the yeast membrane and are not and that at the is in The interactions of the C termini from and with the PDZ proteins NHERF-2, and have been using as as a in of proximal Full Text Full Text M. of the with PDZ Biol. Chem. Full Text Full Text of with the protein complex in renal proximal a PDZ was that PDZ from proteins of different M. is by with the PDZ The between NaPi-IIa and PDZ is in with a C-terminal of NaPi-IIa identified of PDZK1 of and of NHERF-1 with as as of NHERF-1 of NHERF-2 and with interactions on from the C-terminal of NaPi-IIa of this motif in no binding this identified PDZ proteins that been the and of NaPi-IIa these PDZ of from the PDZ domain in a on the the from of the PDZ proteins NHERF-2, and to the C terminus of as full-length proteins in yeast of these proteins with was applied to the MYTH 2.0 system to test the membrane-inserted mammalian renal with their PDZ proteins. was by on and but the of whereas the of was by in of and of full-length in the of with in a MYTH and In to the MYTH for to was and the C-terminal PDZ-binding motif of was was for and for and that are binding for to for from the MYTH 2.0 not the with the full-length and that are binding for PDZK1 the C terminus of as a MYTH 2.0 PDZ interactions not Furthermore full-length and its C-terminal PDZ-binding motif not with but to with full-length of the to and and interactions of The of was from that of in of MYTH proteins by different and with a C-terminal its interactions with PDZ proteins of PDZ to and In of the C terminus from NaPi-IIa in MYTH showed no binding to PDZ proteins not that within of NaPi-IIa are not in interactions with the applied PDZ proteins. NaPi-IIa with NaPi-IIa full-length and proteins in yeast as in In PDZ proteins their target membrane proteins. The of that not of the PDZ-binding motifs was for PDZ proteins with of yeast yeast and not as as with the In with a in of proximal Full Text Full Text of with the protein complex in renal proximal with PDZK1 with NHERF-1 NHERF-2 when based on of and in and in a functional the apical NaS1 membrane transporter to a in proximal tubule sulfate reabsorption in its the of NaS1 interactions has not been by of the available interactive proteomics this we a MYTH 2.0 using a to NaS1 protein that from of in to the the in the where for was by the yeast the MYTH 2.0 of yeast novel NHERF-2, and PDZK1 this study on the PDZ proteins, the of the identified NaS1 in the MYTH 2.0 was from NHERF-1 and with PDZK1 NHERF-2 interactions specific for the NaS1 protein of using an NaS1 in the MYTH from a MYTH 2.0 on a of identified protein domain-containing protein protein protein protein protein factor protein protein domain-containing protein in a of NaS1 are for binding to and NHERF-2, full-length and and for their to with the identified PDZ proteins in MYTH The and of by and by using an not to our full-length NaS1 MYTH with and NHERF-2 of the C-terminal amino acids of NaS1 not the binding of PDZ domain proteins. However, of an amino acids of NaS1 the binding of PDZK1 the to for PDZK1 The of NHERF-1 and NHERF-2 was with this NaS1 but not with the an interacting for in the between the and on NaS1 not with of the and thus the of the and from the MYTH 2.0 is an to binding motifs on proteins as by the NaS1 sulfate to their with NHERF-1 and NHERF-2 NaS1 this we a transport assay in Xenopus oocytes and NaS1 with NHERF-1 NHERF-2, sulfate uptake was a functional of NaS1 by protein-protein interactions between mammalian transporters and their PDZ the MYTH 2.0 system is to the of membrane proteins. in and NaPi-IIa proteins in a on the on the transporters the at for NaPi-IIa a in as a with the of NaPi-IIa with its C-terminal and in was specific of the in the of renal that the of NaPi-IIa not the C-terminal of NaPi-IIa was in oocytes of and The and of the NaPi-IIa protein found in the membrane from oocytes from of oocytes PDZ is not for in of NaPi-IIa was specific as from a with was The that of the used for protein-protein interactions soluble from proteins a to our of proteins. the of tails from integral membrane proteins. soluble tails of proteins when from the of their the previously MYTH in the this its the MYTH technology has to the of from protein such as transporters and interactions in transporters at the membrane by the split-ubiquitin system and functional 2002; Full Text Full Text a yeast protein system based on split-ubiquitin for the of interactions between membrane proteins in of and protein the membrane by Biol. Chem. Full Text Full Text a of novel using the split-ubiquitin membrane yeast two-hybrid interactions between M. interactions by a system for studies of membrane protein and a yeast transporter protein-protein interactions for the yeast transporter by split-ubiquitin membrane yeast two-hybrid Full Text Full Text PDZ proteins a amino acids at the of soluble C-terminal tails from proteins (1Hung A.Y. Sheng M. PDZ domains: structural modules for protein complex assembly.J. Biol. Chem. 2002; 277: 5699-5702Abstract Full Text Full Text studies showed that PDZ domain-containing proteins and bind motifs and functional of the PDZ of and and of PDZ in complex assembly.J. M. binding of the PDZ domain of to a conserved in the C-terminal of Full Text Full Text However, the of a full-length membrane-inserted protein on a and the of binding the C-terminal domain have thus not been with interactive proteomics this we modified a MYTH to a where the C-terminal of a polytopic membrane protein is to for with PDZ proteins five proteins to the location and in we interactions of PDZ proteins from proximal of identified in but we applied full-length membrane proteins of their termini as baits. The developed MYTH 2.0 system the PDZ-binding with we interacting such as for NaPi-IIa and NHERF-2 for NaS1 by a by In this is the and of NaS1 to is the of the modified MYTH 2.0 we used the MYTH 2.0 assay to and the on NaS1 for binding to the PDZ proteins. Finally the modified system of NaPi-IIa that was by its the MYTH 2.0 a tool to binding of membrane proteins and establishes a novel for interactive proteomics studies of membrane protein complexes. the proteins and NaS1 in the MYTH 2.0 with their C termini from and in yeast that the of to the transporter proteins in a of of transporters in a distribution of and as in a to their native distribution in mammalian and with We not to in this of a of transporters that are in yeast as previously of in Biol. Chem. Full Text Full Text The PDZ proteins NHERF-2, and by using soluble C termini from and as a in of proximal Full Text Full Text M. of the with PDZ Biol. Chem. Full Text Full Text of with the protein complex in renal proximal M. M. of the an interactions have been to C-terminal PDZ motifs of the transporters a in of proximal Full Text Full Text M. of the with PDZ Biol. Chem. Full Text Full Text of with the protein complex in renal proximal interacting PDZ proteins have been for and is for NaPi-IIa C terminus was on an of to different PDZ proteins in the detection of and In the MYTH 2.0 of was for of NHERF-1 and NHERF-2 with of the C-terminal PDZ motif of the C terminus with binding within the C-terminal domain of for NHERF-1 but not for NHERF-2 target binding on is C-terminal from the C-terminal PDZ was to by in protein the and the protein Biol. Chem. Full Text Full Text NaPi-IIa a binding PDZ proteins, and to at the in the MYTH 2.0 The that of NaPi-IIa with NHERF-1 and have binding to that of when by from MYTH have to and The of binding not to NaPi-IIa the C-terminal amino acids for PDZ interactions in the MYTH 2.0 and in the PDZ not with protein used in this study in specific of NaPi-IIa in a to that for the of of protein by the PDZ domain protein Biol. Chem. Full Text Full Text Furthermore NaPi-IIa was found to was by from an system and was by membrane-inserted of termini a PDZ the MYTH system in the of PDZK1 with NHERF-1 and NHERF-2 that a specific for the protein PDZK1 from proximal that the of proteins such as NaPi-IIa and of a novel protein in and and M. of and in Xenopus of as a of PDZK1 and Biol. Chem. Full Text Full Text Moreover MYTH a to the of NaS1 to with and NHERF-2 a that was not by interactive The of and was by a functional assay that NHERF-1 and to a NHERF-2 sulfate uptake in Xenopus oocytes when with NaS1. is that NHERF-1 NHERF-2 the protein of NaS1 on the the to are our from the MYTH 2.0 using of NaS1 as baits. The of PDZ-binding on this sulfate transporter the C-terminal upstream of the C terminus, was for PDZK1 and of the of such PDZ-binding on integral membrane proteins have been previously of PDZ domain by of a complex with the and a PDZ Biol. Chem. Full Text Full Text demonstrate that and NaPi-IIa N and C termini the whereas at the N termini of and NaS1 of the with in yeast in a MYTH and with was the In the MYTH 2.0 applied to the of a integral membrane protein. In we have developed an membrane system that to study polytopic membrane proteins, are in to the lipid as for the detection of protein interactions this of proteins. system interactions that have been identified previously and binding partners that not by protein-protein we that our the to of membrane proteins and their interacting partners. We the from the for the yeast for and and for of and for for the and for

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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 score0.027
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.027
GPT teacher head0.268
Teacher spread0.240 · 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