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Record W2017462823 · doi:10.1074/jbc.m500422200

Molecular Determinants of TRIF Proteolysis Mediated by the Hepatitis C Virus NS3/4A Protease

2005· article· en· W2017462823 on OpenAlexaff
Josephine C. Ferreon, Allan Chris M. Ferreon, Kui Li, Stanley M. Lemon

Bibliographic record

VenueJournal of Biological Chemistry · 2005
Typearticle
Languageen
FieldMedicine
TopicHepatitis C virus research
Canadian institutionsInstitute of Infection and Immunity
FundersNational Institute of Allergy and Infectious DiseasesNational Institute on Drug Abuse
KeywordsNS3ProteolysisTRIFProteaseVirologyHepatitis C virusChemistryBiochemistryBiologyVirusEnzymeReceptorInnate immune systemToll-like receptor

Abstract

fetched live from OpenAlex

Persistent infections with hepatitis C virus (HCV) are a major cause of liver disease and reflect its ability to disrupt virus-induced signaling pathways activating cellular antiviral defenses. HCV evasion of double-stranded RNA signaling through Toll-like receptor 3 is mediated by the viral protease NS3/4A, which directs proteolysis of its proline-rich adaptor protein, Toll-IL-1 receptor domain containing adaptor-inducing interferon-β (TRIF). The TRIF cleavage site has remarkable homology with the viral NS4B/5A substrate, although an 8-residue polyproline track extends upstream from the P6 position in lieu of the acidic residue present in viral substrates. Circular dichroism (CD) spectroscopy confirmed that a substantial fraction of TRIF exists as polyproline II helices, and inclusion of the polyproline track increased affinity of P side TRIF peptides for the HCV-BK protease. A polyproline II peptide representing an SH3 binding motif (PPPVPPRRR, Sos) bound NS3 with moderate affinity, resulting in inhibition of proteolytic activity. Chemical shift perturbations in NMR spectra indicated that Sos binds a 310 helix close to the protease active site. Thus, a polyproline II interaction with the 310 helix likely facilitates NS3/4A recognition of TRIF, indicating a significant difference from NS3/4A recognition of viral substrates. Because SH3 binding motifs are also present in NS5A, a viral protein that interacts with NS3, we speculate that the NS3 310 helix may be a site of interaction with other viral proteins. Persistent infections with hepatitis C virus (HCV) are a major cause of liver disease and reflect its ability to disrupt virus-induced signaling pathways activating cellular antiviral defenses. HCV evasion of double-stranded RNA signaling through Toll-like receptor 3 is mediated by the viral protease NS3/4A, which directs proteolysis of its proline-rich adaptor protein, Toll-IL-1 receptor domain containing adaptor-inducing interferon-β (TRIF). The TRIF cleavage site has remarkable homology with the viral NS4B/5A substrate, although an 8-residue polyproline track extends upstream from the P6 position in lieu of the acidic residue present in viral substrates. Circular dichroism (CD) spectroscopy confirmed that a substantial fraction of TRIF exists as polyproline II helices, and inclusion of the polyproline track increased affinity of P side TRIF peptides for the HCV-BK protease. A polyproline II peptide representing an SH3 binding motif (PPPVPPRRR, Sos) bound NS3 with moderate affinity, resulting in inhibition of proteolytic activity. Chemical shift perturbations in NMR spectra indicated that Sos binds a 310 helix close to the protease active site. Thus, a polyproline II interaction with the 310 helix likely facilitates NS3/4A recognition of TRIF, indicating a significant difference from NS3/4A recognition of viral substrates. Because SH3 binding motifs are also present in NS5A, a viral protein that interacts with NS3, we speculate that the NS3 310 helix may be a site of interaction with other viral proteins. Hepatitis C virus (HCV) 1The abbreviations used are: HCV, hepatitis C virus; CHAPS, 3-[(3-cholamidopropyl)dimethylammonio]-1-propanesulfonic acid; DTT, dithiothreitol; ERK, extracellular signal-regulated kinase; FL, full-length; FRET, fluorescence resonance energy transfer; HPLC, high performance liquid chromatography; HSQC, heteronuclear single quantum correlation; IRF-3, interferon regulatory factor 3; NS, nonstructural; PPII, polyproline II; sc, single-chain; SH, Src homology; Sos, Son of Sevenless; TIR, Toll-IL-1 receptor; TLR, Toll-like receptor; TRIF, Toll-IL-1 receptor domain containing adaptor-inducing interferon-β. 1The abbreviations used are: HCV, hepatitis C virus; CHAPS, 3-[(3-cholamidopropyl)dimethylammonio]-1-propanesulfonic acid; DTT, dithiothreitol; ERK, extracellular signal-regulated kinase; FL, full-length; FRET, fluorescence resonance energy transfer; HPLC, high performance liquid chromatography; HSQC, heteronuclear single quantum correlation; IRF-3, interferon regulatory factor 3; NS, nonstructural; PPII, polyproline II; sc, single-chain; SH, Src homology; Sos, Son of Sevenless; TIR, Toll-IL-1 receptor; TLR, Toll-like receptor; TRIF, Toll-IL-1 receptor domain containing adaptor-inducing interferon-β. is the causative agent of chronic hepatitis C, a globally distributed infection that affects more than 170 million persons worldwide and results in 8,000–10,000 deaths from liver disease annually in the United States alone (1Wong J.B. McQuillan G.M. McHutchison J.G. Poynard T. Am. J. Public Health. 2000; 90: 1562-1569Crossref PubMed Scopus (525) Google Scholar, 2Alter M.J. Mast E.E. Moyer L.A. Margolis H.S. Infect. Dis. Clin. North Am. 1998; 12: 13-26Abstract Full Text Full Text PDF PubMed Scopus (82) Google Scholar). Currently available therapeutic regimens include combination therapy with interferon and ribavirin, but these are limited in efficacy, frequently associated with adverse reactions, and costly (3McHutchison J.G. Fried M.W. Clin. Liver Dis. 2003; 7: 149-161Abstract Full Text Full Text PDF PubMed Scopus (102) Google Scholar). Thus, there is a compelling need for new antiviral drugs possessing greater efficacy against this virus. HCV is a member of the family Flaviviridae, classified within the genus Hepacivirus. It has a relatively small, 9.7-kb positive-strand RNA genome, which contains a large open reading frame that spans most of the genomic RNA (4Reed K.E.F. Rice C.M. Curr. Top. Microbiol. Immunol. 2000; 242: 55-84Crossref PubMed Scopus (473) Google Scholar). Translation of genomic RNA results in the expression of a lengthy polyprotein that is co- and post-translationally processed into at least 10 functional proteins by both host and viral protease activities. The processing events that liberate the nonstructural HCV proteins required for viral RNA replication (NS3, NS4A, NS4B, NS5A, and NS5B) are directed either in cis or in trans by a serine protease formed by the noncovalent association of NS3 with a segment of NS4A (5Grakoui A. McCourt D.W. Wychowski C. Feinstone S.M. Rice C.M. J. Virol. 1993; 67: 2832-2843Crossref PubMed Google Scholar, 6Bartenschlager R. Lohmann V. Wilkinson T. Koch J.O. J. Virol. 1995; 69: 7519-7528Crossref PubMed Google Scholar). Given the clinical success of inhibitors of the human immunodeficiency virus protease (7Randolph J.T. DeGoey D.A. Curr. Top. Med. Chem. 2004; 4: 1079-1095Crossref PubMed Scopus (85) Google Scholar), the HCV NS3/4A protease has become a leading target for drug discovery efforts. Candidate NS3/4A protease inhibitors have entered clinical trials and have shown substantial promise (8Lamarre D. Anderson P.C. Bailey M. Beaulieu P. Bolger G. Bonneau P. Bos M. Cameron D.R. Cartier M. Cordingley M.G. Faucher A.M. Goudreau N. Kawai S.H. Kukolj G. Lagace L. LaPlante S.R. Narjes H. Poupart M.A. Rancourt J. Sentjens R.E. St. George R. Simoneau G. D. S.M. M. 2003; PubMed Scopus Google Scholar). active NS3/4A inhibitors have to be to the active site of the viral protease is N. T. Full Text Full Text PDF PubMed Scopus Google Scholar, C. T. Rice C.M. M.A. Full Text Full Text PDF PubMed Scopus Google Scholar, R. C. Curr. Top. Microbiol. Immunol. 2000; 242: Google Scholar). The and of the NS3/4A binding site the or that of inhibitors with high affinity and binding to its in processing the viral proteins that the viral RNA the NS3/4A protease antiviral by virus of interferon regulatory factor 3 and C. R. M. S.M. M. 2003; PubMed Scopus Google Scholar, M. M. M. S.M. A. PubMed Scopus Google Scholar). are cellular that the expression of a large of cellular antiviral the and as as and J. P. P. H. C. M. R. J. PubMed Scopus Google Scholar, M.G. A. C. J. 2003; PubMed Scopus Google Scholar). that the of viral replication may to and through and of Toll-like receptor 3 within by viral double-stranded and the other recognition of viral by the cellular RNA M. M. T. N. T. M. T. Immunol. 2004; PubMed Scopus Google Scholar, L. R. PubMed Scopus Google Scholar). pathways are by the protease of the NS3/4A M. M. M. S.M. A. PubMed Scopus Google Scholar, R. C. C. P. M. T. S.M. M. A. PubMed Scopus Google Scholar). of antiviral signaling be by inhibitors of the NS3/4A that for proteolysis or more proteins in these signaling the cellular protein that within the and which is by NS3/4A has to be we have that NS3/4A an protein within the for Toll-IL-1 receptor domain containing adaptor-inducing interferon-β or M. M. M. S.M. A. PubMed Scopus Google Scholar). TRIF is an adaptor protein that to of and H. M. T. T. Immunol. 2003; 4: PubMed Scopus Google Scholar, M. M. Kawai T. J. Immunol. 2003; PubMed Scopus Google Scholar), and its cleavage by a viral protease be to disrupt double-stranded through the with we have shown that NS3/4A the of the interferon-β by to extracellular a double-stranded RNA both in that the protease and in replication of HCV RNA M. M. M. S.M. A. PubMed Scopus Google Scholar). TRIF also signaling the of by D.R. A. J. Med. 2003; PubMed Scopus Google Scholar). It is to with the through a Toll-IL-1 receptor homology domain and to signaling through in its and J. Chem. 2003; Full Text Full Text PDF PubMed Scopus Google Scholar). The signaling pathways in the of to virus and the ability of HCV to disrupt this signaling is likely to to its for infections in the of both and M. M. M. S.M. A. PubMed Scopus Google Scholar). TRIF is by the HCV protease its and M. M. M. S.M. A. PubMed Scopus Google Scholar), the domain of the protein from an interaction site required for which is a for and of as a factor M. N. J. PubMed Scopus Google Scholar). we of the of TRIF which to its ability to as a for the NS3/4A protease. that the of the protease which with TRIF to its proteolysis from with the viral substrates. The TRIF cleavage site a P6 acidic residue that has shown in to a substantial to viral and binding affinity G. M. D. M. C. PubMed Scopus Google Scholar, A. Narjes A. R. C. A. J. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar). is in TRIF with an 8-residue polyproline track for which we a in with the protease. peptides representing the NS3/4A cleavage at the viral G. PubMed Scopus Google Scholar), and NS4B/5A the NS3/4A cleavage site within TRIF M. M. M. S.M. A. PubMed Scopus Google Scholar), P side cleavage and and an HCV peptide for in a fluorescence resonance energy M. Narjes M. A. C. R. A. PubMed Scopus Google from and Sos and 2003; 12: PubMed Scopus Google peptides within the and by with for by The of by at H. PubMed Scopus Google Scholar). and as a protein into and from in a as A single of the expression into a and into of with at the by of by at for and at to that of the TRIF present in inclusion The in 10 of of for at with by and the through a affinity protein liquid The with of 10 containing proteins with containing The TRIF and other the TRIF with to TRIF by against DTT, with the of the protein by fluorescence and a large with of The of the to be TRIF or confirmed that the The HCV NS3 protease and a NS3 containing the domain by both from the of HCV R. C. PubMed Scopus Google Scholar). spectra of TRIF from to an with the at and the at with a The protein in DTT, spectra and from the protein of NS3 with and TRIF cleavage of the peptide TRIF and an with the the peptide at a for TRIF and for the The of of the peptide and in 10 DTT, for the substrate, for for and for TRIF substrate, with from to for to for to for and to for the TRIF most of the peptide as and TRIF the peptide the of at least than in the these and that the to the at for a of to with The by HPLC, with the a at of and with and by of the with the is the is the is the is the and is the TRIF by NS3 and proteolytic cleavage of TRIF by the NS3 protease and TRIF DTT, and NS3 or with or 10 a NS3/4A protease C. R. M. S.M. M. 2003; PubMed Scopus Google Scholar). at for for of the required to of the TRIF protein with TRIF and in DTT, at for with and at to The of the TRIF present in by The in a to the M. Narjes M. A. C. R. A. PubMed Scopus Google from the is the to for is the and is the for of the TRIF TRIF and and The to for the TRIF cleavage The at for and with an of to The in the of against the and to of the protease to the Sos and a and TRIF peptide and by fluorescence spectroscopy The and at and to and fluorescence The in the fluorescence that binding to a binding is the fluorescence is the A is the fluorescence and is the The at and in 10 DTT, of Sos of NS3/4A the HCV peptide as substrate, by at The of the peptide to of the from the in the of the with of the to the is the A is the is the and is the The CHAPS, DTT, NMR spectra at a with a resonance and a spectra with and protein DTT, with Sos peptide processed and an domain and in both The protein and shift M.A. L. J. PubMed Scopus Google by R. M. J. Scopus Google used to of the NS3 protease and the of the Sos peptide from the of the SH3 domain with the Sos peptide PubMed Scopus Google HCV protein contains a Sos SH3 binding domain at the is shown an of the Sos from the virus of NS3/4A protease used in this and and TRIF are in the the SH3 binding The SH3 binding domain motif is and of is a is and is H. P. M.G. A. PubMed Scopus Google Scholar). is shown a of the viral domain the NS4A interaction site T. J. Virol. PubMed Google as as the Sos homology that has shown to with the cellular SH3 domain in the of the Sos peptide TRIF a for the HCV NS3/4A is a protein, with a serine protease domain within its and within its N. P. P.C. 7: Full Text Full Text PDF Scopus Google Scholar). The NS3/4A protease is for cleavage within the HCV polyprotein at the NS3/4A, and NS4A associated with NS3 at the and is a for the expression of NS3 protease R. Lohmann V. Wilkinson T. Koch J.O. J. Virol. 1995; 69: 7519-7528Crossref PubMed Google Scholar, P. C. D. C. C. R. PubMed Scopus Google Scholar, C. Rice C.M. J. Virol. 1995; 69: PubMed Google Scholar). the we used a in which of NS4A are to the of the protease domain of NS3 R. C. PubMed Scopus Google Scholar, M. N. P.C. 1998; 7: PubMed Scopus Google Scholar). the NS4A peptide to to a NS3/4A protease possessing that is to that of the noncovalent NS3/4A of TRIF cleavage by NS3/4A, we used both an protein and a representing the NS3 protease domain with an NS4A peptide both from the of HCV M. M. M. S.M. A. PubMed Scopus Google Scholar). the we used from the HCV-BK we at of these proteins. of a protease from an HCV also to that TRIF is limited to a single of Given the of NS3/4A, we to there is difference the ability of a protein representing the protease domain of NS3 and a containing both the protease and to shown in TRIF at the position by both domain and the NS3 protein containing both protease and and and representing the and M. M. M. S.M. A. PubMed Scopus Google Scholar). The of a of the HCV the cleavage 3 and results that TRIF proteolysis is mediated by the NS3/4A as shown M. M. M. S.M. A. PubMed Scopus Google Scholar), of the or of TRIF proteolysis by the viral a peptide the of TRIF the NS3/4A cleavage site is the required for NS3/4A proteolysis of viral and the acidic residue at the P6 position of the viral polyprotein acidic residue to through with the protease G. M. D. M. C. PubMed Scopus Google Scholar, A. Narjes A. R. C. A. J. Chem. Full Text Full Text PDF PubMed Scopus Google Scholar). the other peptides representing the viral greater activity. a of an of the peptide cleavage the peptide in in with in the peptide as a of The in a of a of of TRIF of TRIF the P side of the cleavage site is to that at the NS4B/5A for the difference in the P6 position which is a acidic residue in the viral substrate, as M. M. M. S.M. A. PubMed Scopus Google Scholar). The of these in the viral cleavage has by Koch G. M. D. M. C. PubMed Scopus Google Scholar), have shown that peptides representing the cleavage site with resulting in at the P6 and position as as a difference in The side of TRIF is to the that the and at the and are used in cleavage in a new the in proteolysis the TRIF peptide and peptide the viral cleavage the HCV-BK protease in cleavage II the for viral the NS4B/5A within the viral polyprotein as as for the cellular TRIF The affinity of the protease for the TRIF peptide relatively 10 with a of and of of the TRIF peptide more than with the viral with the for cleavage NS4B/5A TRIF The of the viral to that in C. T. Rice C.M. M.A. Full Text Full Text PDF PubMed Scopus Google Scholar). be that the difference in proteolysis of the TRIF and viral and is to in as the affinity for the The and within the of in the the for the TRIF peptide that for the most of cleavage of viral and peptide in a new of of TRIF the TRIF the we that proteolysis of the TRIF peptide is than the viral although within the of be for a for the cleavage with the TRIF peptide is the of an acidic residue at the P6 position which has shown to to in with viral substrates. the TRIF the P6 residue is and is by a of other are in signaling and have shown to a in the of cellular by binding to and M. J. 2000; PubMed Scopus Google Scholar, A. 2003; Scholar). with its as a signaling TRIF is and we that this a in its recognition by the HCV protease. the that there be other the 10 the cleavage site which its affinity for NS3/4A and we the of cleavage of TRIF protein and the TRIF Because to a of the TRIF for of the of this cleavage we the difference in the required to cleavage of the peptide and protein from the other that there cleavage of the TRIF at a of of the peptide at this A that the for TRIF is with 3 for TRIF indicating a difference in the of results a substantial difference the leading to that there are other interaction the peptide which to the recognition of TRIF by NS3/4A and which the of TRIF a indicated the TRIF contains of is with its in to have an of and confirmed that the TRIF the of is most likely to polyproline in the as in other proline-rich proteins T. H. H. R. PubMed Scopus Google Scholar). the NS3/4A cleavage of TRIF and M. M. M. S.M. A. PubMed Scopus Google in and of and for the and the cleavage are in with the contains of the the and are polyproline in the protein, the 8-residue polyproline track within the cleavage to the cleavage site are by a of signaling that and M. J. 2000; PubMed Scopus Google and A. 2003; and signaling more than recognition is the cellular protein that has SH3 and SH3 proline-rich motifs with moderate to in the to A. 2003; Scholar, 2004; PubMed Scopus Google Scholar). although and of side PubMed Scopus Google Scholar). by the protein, these proline-rich binding motifs are of recognition that are of with of the binding that the in and A of these proline-rich is that a polyproline II which is by in the trans TRIF a we the spectra of the shown in we a substantial in the at which is of the of M.A. Fried M.G. PubMed Scopus Google Scholar, L. PubMed Scopus Google Scholar). to speculate that the polyproline upstream from the cleavage site an in the affinity of TRIF for the NS3 protease. of the of the interaction SH3 and proline-rich PubMed Scopus Google Scholar, 2003; 12: PubMed Scopus Google Scholar), we for a binding site within the NS3/4A protease. we a 310 of in close to the protease active site. that this as a site for interaction with the polyproline track in The protein is a nonstructural protein by HCV which has as in viral RNA replication (4Reed K.E.F. Rice C.M. Curr. Top. Microbiol. Immunol. 2000; 242: 55-84Crossref PubMed Scopus (473) Google Scholar), but to to viral of cellular antiviral through an interaction with protein M.G. PubMed Scopus Google and is also a proline-rich protein, containing and motifs as are of with SH3 H. P. M.G. A. PubMed Scopus Google Scholar). the of HCV, of these proline-rich motifs has a that is to the motif within the Sos protein in the this is a of the residue in Sos with The peptide representing the Sos domain (PPPVPPRRR, has shown to with the SH3 domain of in the J. D. 1993; PubMed Scopus Google Scholar, Margolis R. A. D. J. Full Text PDF PubMed Scopus Google Scholar). the viral protein has also shown to with and signaling H. P. M.G. A. PubMed Scopus Google Scholar, H. P. M.G. J. Virol. PubMed Scopus Google Scholar). The Sos peptide is a helix and is of of the proline-rich in Sos with the proline-rich Sos peptide is of with the we binding fluorescence spectroscopy and a in fluorescence of the a of the in fluorescence as a of Sos peptide The to a binding resulting in a of The affinity of Sos for within the and of the Sos peptide with the protease the active as at the 310 with for binding to the protease. this a peptide as and proteolysis by at The of a peptide to of the cleavage from the in the of the as a of peptide and to results indicated that the peptide is of the protease with an The of is with also in a with from the of HCV of the Sos with the site of interaction of the Sos peptide with we used NMR to shift in a protease in to the binding of the of the spectra of the and bound protease. The that the which are for the proteolytic are and binding of the Sos there a significant shift in the residue in for a shift the of the shift the and bound protease at The within in the 310 of and to the protease active site results are from of NMR of viral inhibitors G. Koch P. C. R. V. R. A. R. J. PubMed Scopus Google Scholar). with the P side that this peptide also interacts with the binding site also the and in to we for Sos peptide its binding associated with large in in and the of Sos, although and significant shift most of the to and shift that Sos binds to the 310 helix in of the Sos peptide a is of the site which is with both the binding and inhibition Because the of the Sos SH3 binding domain is present within the of a Sos interaction domain NS3 the that NS3 may with in a of the viral RNA the of the lengthy polyproline track present in TRIF, the of the TRIF peptide are likely to to the of NS3 in a to that in of viral the NMR that the upstream polyproline segment in TRIF by with the 310 may the affinity of TRIF for the NS3/4A the proteolytic we for the TRIF with the TRIF peptide the of the polyproline cleavage of a peptide substrate, we the of cleavage of the TRIF peptide with a peptide containing the upstream polyproline The of this peptide a of the cleavage at the proteolytic cleavage of the peptide at a than the TRIF peptide the P side of the cleavage of the peptide is likely to more from NS3 cleavage than the TRIF peptide P side and to significant protease as shown for the Sos peptide in this polyproline we used fluorescence spectroscopy to the difference in the NS3 binding affinity of and TRIF P side that either or include the upstream polyproline that the TRIF peptide containing the upstream polyproline segment greater affinity for the protease than a peptide the polyproline and for and TRIF have shown that there is a significant difference in the of NS3 cleavage of TRIF and the TRIF It is likely that this difference is by of the TRIF which its binding to NS3 the protease active the polyproline track upstream of the NS3 cleavage at of The NMR and increased affinity of TRIF peptides containing the polyproline track that to recognition of TRIF by is likely that other of the TRIF also to its relatively cleavage by the protease. with the affinity of the protein, the of TRIF is than that of the which has an in the N. P. P.C. 7: Full Text Full Text PDF Scopus Google with for TRIF TRIF cleavage may be than the NS4B/5A and with the the of the cleavage of TRIF in the of cellular antiviral M. M. M. S.M. A. PubMed Scopus Google Scholar). TRIF cleavage an in viral motifs are to an in cellular signaling M. J. 2000; PubMed Scopus Google Scholar, A. 2003; Scholar). these motifs may also be in viral regulatory the human immunodeficiency virus protein contains proline-rich motifs that to the Src family SH3 domain replication of the virus J. Full Text Full Text PDF PubMed Scopus Google Scholar). are by which binding may the of A. 2003; Scholar). include the of the the active site as as the of a recognition likely for the The interaction with the protease active site to be to include the 310 helix of the which with the helix of Thus, the of a P6 acidic residue in TRIF may be by the of a that extends the resulting in affinity and in TRIF also with the protease at from the a that is by NMR have shown that the nonstructural proteins the segment of the HCV polyprotein are required for RNA replication and are likely to to the of a viral V. Koch J. L. R. PubMed Scopus Google Scholar, R. D. Lohmann V. R. D. J. Virol. 2003; PubMed Scopus Google Scholar). and that NS3 interacts with M. C. J. Virol. 2003; PubMed Scopus Google and may the of P. A. R. J. Virol. PubMed Google Scholar). be moderate to for the and that are likely to be in of the HCV RNA The of the Sos peptide within with a of the affinity of Sos for NS3 the that the Sos domain of with the 310 helix of the polyproline interaction and NS3 be by the interaction of NS3 with its NS4A NS4A also interacts with M.G. PubMed Scopus Google Scholar, T. J. Virol. PubMed Google may also be interaction may have for drug discovery efforts. Because the HCV NS3 binding site is and the of inhibitors of this has and The of a polyproline binding site that is of peptides the protease active site open new for drug by both for binding drug have of for The of peptides that in at a target may in binding in the of the in the and associated with the M. J. R. R.E. 2004; PubMed Scopus Google Scholar). that the TRIF as a the polyproline as an and affinity of the for the protease. we speculate that that are to target both may protease but also of the HCV by binding mediated by the Sos in have antiviral activity. are to of the for of the and for and are also to for and and for in protein expression and

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How this classification was reachedexpand

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)0.003
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.078
Threshold uncertainty score0.780

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.003
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.029
GPT teacher head0.316
Teacher spread0.287 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations120
Published2005
Admission routes1
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