Using Quantitative Spectrometry to Understand the Influence of Genetics and Nutritional Perturbations On the Virulence Potential of Staphylococcus aureus
Notice bibliographique
Résumé
Staphylococcus aureus (Sa) is the leading cause of a variety of bacterial infections ranging from superficial skin infections to invasive and life threatening diseases such as septic bacteremia, necrotizing pneumonia, and endocarditis. The success of Sa as a human pathogen is contributed to its ability to adapt to different environments by changing expression, production, or secretion of virulence factors. Although Sa immune evasion is well-studied, the regulation of virulence factors under different nutrient and growth conditions is still not well understood. Here, we used label-free quantitative mass spectrometry to quantify and compare the Sa exoproteins (i.e. exoproteomes) of master regulator mutants or established reference strains. Different environmental conditions were addressed by growing the bacteria in rich or minimal media at different phases of growth. We observed clear differences in the composition of the exoproteomes depending on the genetic background or growth conditions. The relative abundance of cytotoxins determined in our study correlated well with differences in cytotoxicity measured by lysis of human neutrophils. Our findings demonstrate that label-free quantitative mass spectrometry is a versatile tool for predicting the virulence of bacterial strains and highlights the importance of the experimental design for in vitro studies. Furthermore, the results indicate that label-free proteomics can be used to cluster isolates into groups with similar virulence properties, highlighting the power of label-free quantitative mass spectrometry to distinguish Sa strains. Staphylococcus aureus (Sa) is the leading cause of a variety of bacterial infections ranging from superficial skin infections to invasive and life threatening diseases such as septic bacteremia, necrotizing pneumonia, and endocarditis. The success of Sa as a human pathogen is contributed to its ability to adapt to different environments by changing expression, production, or secretion of virulence factors. Although Sa immune evasion is well-studied, the regulation of virulence factors under different nutrient and growth conditions is still not well understood. Here, we used label-free quantitative mass spectrometry to quantify and compare the Sa exoproteins (i.e. exoproteomes) of master regulator mutants or established reference strains. Different environmental conditions were addressed by growing the bacteria in rich or minimal media at different phases of growth. We observed clear differences in the composition of the exoproteomes depending on the genetic background or growth conditions. The relative abundance of cytotoxins determined in our study correlated well with differences in cytotoxicity measured by lysis of human neutrophils. Our findings demonstrate that label-free quantitative mass spectrometry is a versatile tool for predicting the virulence of bacterial strains and highlights the importance of the experimental design for in vitro studies. Furthermore, the results indicate that label-free proteomics can be used to cluster isolates into groups with similar virulence properties, highlighting the power of label-free quantitative mass spectrometry to distinguish Sa strains. Staphylococcus aureus (Sa) 1The abbreviations used are: Sa, Staphylococcus aureus; agr, accessory gene regulator; Asn, asparagines; CA, community associated; CC, clonal complex; Cys, cysteine; FDR, false discovery rate; Gln, glutamine; HA, hospital associated; hPMNs, human polymorphonuclear leukocytes or neutrophils; LFQ, label-free quantitation as calculated by MaxQuant; Met, methionine; MLST, multilocus sequence typing; MRSA, Methicillin-resistant Staphylococcus aureus; MSSA, Methicillin-sensitive Staphylococcus aureus; NETs, neutrophil extracellular nets; PSM, peptide spectral match; pvl, Panton–Valentine leukocidin gene; Rot, repressor of toxins; RPMI, Roswell Park Memorial Institute medium-Cassamino acid; Sae, Sa exoprotein expression; SCCmec, staphylococcal cassette chromosome mec; ST, strain type; TSB, Tryptic Soy Broth; WT, wild type; TCS, Two-component system.1The abbreviations used are: Sa, Staphylococcus aureus; agr, accessory gene regulator; Asn, asparagines; CA, community associated; CC, clonal complex; Cys, cysteine; FDR, false discovery rate; Gln, glutamine; HA, hospital associated; hPMNs, human polymorphonuclear leukocytes or neutrophils; LFQ, label-free quantitation as calculated by MaxQuant; Met, methionine; MLST, multilocus sequence typing; MRSA, Methicillin-resistant Staphylococcus aureus; MSSA, Methicillin-sensitive Staphylococcus aureus; NETs, neutrophil extracellular nets; PSM, peptide spectral match; pvl, Panton–Valentine leukocidin gene; Rot, repressor of toxins; RPMI, Roswell Park Memorial Institute medium-Cassamino acid; Sae, Sa exoprotein expression; SCCmec, staphylococcal cassette chromosome mec; ST, strain type; TSB, Tryptic Soy Broth; WT, wild type; TCS, Two-component system. asymptomatic colonization of the nares, skin or gastrointestinal tract is detected in ∼30% of humans (1.Diekema D.J. Pfaller M.A. Schmitz F.J. Smayevsky J. Bell J. Jones R.N. Beach M. Group S.P. Survey of infections because of Staphylococcus species: frequency of occurrence and antimicrobial susceptibility of isolates collected in the United States, Canada, Latin America, Europe, and the Western Pacific region for the SENTRY Antimicrobial Surveillance Program, 1997–1999.Clin. Infect. Dis. 2001; 32: S114-S132Crossref PubMed Scopus (1109) Google Scholar, 2.Kluytmans J. van Belkum A. Verbrugh H. Nasal carriage of Staphylococcus aureus: epidemiology, underlying mechanisms, and associated risks.Clin. Microbiol. Rev. 1997; 10: 505-520Crossref PubMed Google Scholar). At the same time, Sa is also responsible for a variety of diseases ranging from skin and soft tissue infections to invasive diseases such as bacteremia, necrotizing pneumonia, and infective endocarditis (3.David M.Z. Daum R.S. Community-associated methicillin-resistant Staphylococcus aureus: epidemiology and clinical consequences of an emerging epidemic.Clin. Microbiol. Rev. 2010; 23: 616-687Crossref PubMed Scopus (1398) Google Scholar, 4.Tong S.Y. Davis J.S. Eichenberger E. Holland T.L. Fowler Jr., V.G. Staphylococcus aureus infections: epidemiology, pathophysiology, clinical manifestations, and management.Clin. Microbiol. Rev. 2015; 28: 603-661Crossref PubMed Scopus (2377) Google Scholar). How Sa switches its lifestyle from a commensal bacterium to a dangerous human pathogen is not well understood. Of particular concern is the emergence of difficult to treat, community-associated methicillin-resistant Sa (CA-MRSA) that began in the 1990s. The rise of CA-MRSA indicates that MRSA strains evolved from a traditionally nosocomial pathogen to a pathogen that causes disease in healthy individuals with no healthcare associated risk factors (3.David M.Z. Daum R.S. Community-associated methicillin-resistant Staphylococcus aureus: epidemiology and clinical consequences of an emerging epidemic.Clin. Microbiol. Rev. 2010; 23: 616-687Crossref PubMed Scopus (1398) Google Scholar, 5.Thurlow L.R. Joshi G.S. Richardson A.R. Virulence strategies of the dominant USA300 lineage of community-associated methicillin-resistant Staphylococcus aureus (CA-MRSA).FEMS Immunol. Med. Microbiol. 2012; 65: 5-22Crossref PubMed Scopus (103) Google Scholar). The most successful CA-MRSA in the United States of America is the USA300 lineage (3.David M.Z. Daum R.S. Community-associated methicillin-resistant Staphylococcus aureus: epidemiology and clinical consequences of an emerging epidemic.Clin. Microbiol. Rev. 2010; 23: 616-687Crossref PubMed Scopus (1398) Google Scholar, 4.Tong S.Y. Davis J.S. Eichenberger E. Holland T.L. Fowler Jr., V.G. Staphylococcus aureus infections: epidemiology, pathophysiology, clinical manifestations, and management.Clin. Microbiol. Rev. 2015; 28: 603-661Crossref PubMed Scopus (2377) Google Scholar). The success of CA-MRSA as a formidable human pathogen is largely because of an array of virulence factors that are adept at disarming the human immune system (6.Thammavongsa V. Kim H.K. Missiakas D. Schneewind O. Staphylococcal manipulation of host immune responses.Nat. Rev. Microbiol. 2015; 13: PubMed Scopus Google Scholar). such as staphylococcal and staphylococcal of to human and by immune E. van of human with a staphylococcal of a of evasion by Staphylococcus PubMed Scopus Google Scholar, A. J. from with human Immunol. Google Scholar, J. in from Staphylococcus of the and J. PubMed Scopus Google Scholar). such as staphylococcal and M. A. J.S. van van van evasion by a staphylococcal that on Immunol. PubMed Scopus Google Scholar, M. van J. van van van of and immune evasion by Staphylococcus Microbiol. PubMed Scopus Google by disarming immune strategies the of Sa and extracellular to to host and M. and the of the of Staphylococcus Rev. Microbiol. PubMed Scopus Google Scholar). pathogen also such as and Sa to neutrophil extracellular and host A.R. M. V. M. by Staphylococcus aureus from neutrophil extracellular 2010; PubMed Scopus Google Scholar, E. J. The and regulation of the extracellular of Staphylococcus PubMed Scopus Google Scholar, bacterial in a Scopus Google Scholar). Sa an array of cytotoxins such as and that and of the and immune The of Staphylococcus Rev. PubMed Scopus Google Scholar, M. Staphylococcus aureus Microbiol. PubMed Scopus Google Scholar). into the because of the into the of to in and of of of the staphylococcal 2001; PubMed Scopus Google Scholar). Sa of virulence factors by from the a of master are for the of Sa virulence the accessory gene regulator the repressor of and the Sa exoprotein system. The for a system that in a in the of an as and in the regulation of staphylococcal Microbiol. PubMed Scopus Google Scholar, E. in Rev. PubMed Scopus Google Scholar). is a of and cytotoxins that are to Sa in and in the regulation of staphylococcal Microbiol. PubMed Scopus Google Scholar, E. in Rev. PubMed Scopus Google Scholar, M.A. H. A. of by a MRSA of a Microbiol. PubMed Scopus Google Scholar, E. M. A. Staphylococcus aureus the of virulence factors and the regulator by an PubMed Scopus Google Scholar, E. D. A. of in Staphylococcus aureus by the J. PubMed Scopus Google Scholar, J. of staphylococcal virulence factors is by a J. PubMed Scopus Google Scholar). by of master E. M. A. Staphylococcus aureus the of virulence factors and the regulator by an PubMed Scopus Google Scholar). to the of and of gene in immune evasion M.A. H. A. of by a MRSA of a Microbiol. PubMed Scopus Google Scholar, A. M.A. J. of repressor of a regulator of Staphylococcus aureus 2015; PubMed Scopus Google Scholar). Although the of and the is in the of the and M.A. and to of the staphylococcal 2012; PubMed Scopus Google Scholar, The of Staphylococcus aureus exoprotein at the Microbiol. 1997; PubMed Scopus Google Scholar, J. H. D. of a and virulence of Staphylococcus PubMed Scopus Google Scholar, a sequence virulence gene to USA300 Infect. Dis. 2010; PubMed Scopus Google Scholar, V. J. D. M. M. of the system on gene in different Staphylococcus aureus PubMed Scopus Google Scholar, A.R. The of in virulence in Staphylococcus PubMed Scopus Google Scholar). The environmental such as and the of host in a of A.R. The of in virulence in Staphylococcus PubMed Scopus Google Scholar, H. the of the and Staphylococcus aureus 2015; PubMed Scopus Google Scholar, D. The staphylococcal system environmental with PubMed Scopus Google Scholar). bacterial are of Sa the system is and is At time, factors that immune and that Sa to host are Sa and leading to of the system. to of Rot, and and production, of immune in master are associated with clinical infections and can be of the of The ability to of of an emerging strain clinical and for Sa strains on to such as multilocus sequence and are also for the of genetic such as the staphylococcal cassette chromosome gene and the gene H. Staphylococcus aureus epidemiology and of J. 2012; PubMed Scopus Google Scholar). to the different Sa strains into sequence of the are as clonal can the lineage of different Sa isolates in and sequence for of methicillin-resistant and of Staphylococcus Microbiol. PubMed Google Scholar). the of in the region of for Staphylococcus aureus for of a to genetic and Microbiol. PubMed Scopus Google Scholar, M. M. M. of gene region for of Staphylococcus aureus Microbiol. PubMed Google Scholar). to Sa Group on the of Staphylococcal of staphylococcal cassette chromosome for PubMed Scopus Google Scholar). The of is associated with such as strains from the USA300 lineage (3.David M.Z. Daum R.S. Community-associated methicillin-resistant Staphylococcus aureus: epidemiology and clinical consequences of an emerging epidemic.Clin. Microbiol. Rev. 2010; 23: 616-687Crossref PubMed Scopus (1398) Google Scholar). Although and in the different Sa strains H. Staphylococcus aureus epidemiology and of J. 2012; PubMed Scopus Google on the of virulence the virulence of strains be on the of virulence factors is for the success of Sa as a human we to the of label-free quantitative proteomics for of Sa exoproteomes under a variety of different conditions. We the exoprotein of Sa USA300 master regulator and to in minimal or rich wild USA300 to or and different reference Sa strains to different clonal our study a rich the of the CA-MRSA in the United States, and Sa Sa strains were at on Tryptic Soy in Tryptic Soy or Roswell Park Memorial Institute media with were in growth media in at a or in growth media in with at to The and of the M.A. and to of the staphylococcal 2012; PubMed Scopus Google Scholar, M.A. J.S. A.R. is a regulator of Staphylococcus aureus Microbiol. 2015; PubMed Scopus Google M.A. and to of the staphylococcal 2012; PubMed Scopus Google and a sequence virulence gene to USA300 Infect. Dis. 2010; PubMed Scopus Google growth Sa strain at in or from in in a with at at were at the of the and at the a were from from the were from and human polymorphonuclear were as A. to Staphylococcus aureus PubMed Scopus Google Scholar). were in with were as M.A. H. A. of by a MRSA of a Microbiol. PubMed Scopus Google Scholar, A. D. of a that to Staphylococcus aureus Microbiol. PubMed Scopus Google Scholar). were collected from Sa strains at from in or in at the The were and to for a of were with the from the Sa strain for at and determined of and at and for measured by at a Sa were in or in for or in a from in mutants were in for established reference strains were in for At the were to the same by media to with were collected by at for to by a to The in the were in at The were by and were with The were the and the were to exoproteins were in for at with and for exoproteins were in a and or The were the exoprotein isolates were with and with The exoproteins were as in D. J. A. Kim J. Staphylococcus aureus leukocidin and by PubMed Scopus Google and the peptide as for M. J. as a of 2012; PubMed Scopus Google Scholar). of the peptide were a with an with a the of an The were into an mass and in a a of the can be in the The used for peptide and and label-free quantitation J. M. label-free by and peptide 13: PubMed Scopus Google Scholar). the master regulator and growth the a USA300 on the the peptide to and for the peptide with peptide spectral of and a of for quantitation with a label-free quantitation of and for with a and a of as a of Met, of and and of the were the were to with or in at of strain quantitation were were from the and were indicates a is from the is used to a from the groups in the as and exoprotein isolates on the relative of the the reference strain the were a for strains and are of and The were the same as not of as by on to groups for of as PubMed Scopus Google Scholar). a is the by the of from different as the in the compare the of the the reference strains of we strain to as a and to for for of its gene the no with that no for that to quantitation of on mass spectrometry quantitation to in the sequence of for a gene and no (i.e. the be in and be to the of the the of peptide spectral by for and experimental to the and experimental The in the and as the is as the The is in by results are also a similar from in to in The of the are as in in and cytotoxins in the virulence regulator were used for WT, and in minimal and rich media for a of were in and in a We also exoproteins from bacteria in minimal and rich media at and in for a of The growth were in and in were to with or in at of strain The Sa reference strain used for of the for because of of we The were in and in a virulence is on its and genetic virulence associated with environmental and strain we in the Sa label-free quantitative proteomics of the strain and mutants and to in nutrient rich or minimal growth were to a that as a for the We or in at of of the were detected in the secretion were similar for strains in rich minimal media The strain the of in minimal and rich media with WT, and strains is with the of for the that for exoproteins M.A. H. A. of by a MRSA of a Microbiol. PubMed Scopus Google Scholar, M.A. J.S. A.R. is a regulator of Staphylococcus aureus Microbiol. 2015; PubMed Scopus Google Scholar). is that of the that exoproteomes are similar to of the of the WT, and strains by nutrient the of the and the we the secretion of of virulence factors in and cytotoxins Although a of or not in a the same a similar the secretion of with and secretion of and cytotoxins the and were in abundance in We not the and in the with the of the system for the of virulence factors S.Y. M. M. M. gene by the into the of virulence regulation in Staphylococcus 32: PubMed Scopus Google Scholar). of the of the strain and the master regulator mutants that of the master the of and cytotoxins with were similar in minimal and rich aureus virulence factors on with USA300 gene and of virulence factors are in study to cytotoxicity and virulence gene to and to and of of in a our to the virulence of we a cytotoxicity to the ability of the exoproteins from strain to from the strain to the strain from the strain with the that is for a sequence virulence gene to USA300 Infect. Dis. 2010; PubMed Scopus Google Scholar). The cytotoxicity of the strain in rich the strain in minimal cytotoxicity of the label-free quantitation that the of cytotoxins with the leukocidin in the Sa in minimal to rich to be the dominant in the of Sa A. D. of a that to Staphylococcus aureus Microbiol. PubMed Scopus Google Scholar, of a for Staphylococcus aureus cytotoxicity and PubMed Scopus Google Scholar, M.A. of a Staphylococcus aureus 2010; PubMed Scopus Google we that the observed in in is by that in a nutrient can to Sa with the that strains are from and R.S. Nasal carriage as a of Staphylococcus aureus Infect. Dis. 2012; PubMed Scopus Google Scholar). we the of the different bacterial growth phases on the of We collected from and growth phases in minimal or rich media were because the of to the the bacterium to the of and as the and the secretion switches to and that cause tissue and and in the regulation of staphylococcal Microbiol. PubMed Scopus Google Scholar, E. in Rev. PubMed Scopus Google Scholar). we secretion at in the of different growth media were to a We or in at of a were the and the growth conditions that the with because of and We the abundance of the of virulence and cytotoxins in of nutrient secretion of most in growth and that not is at in minimal of were at with of at that from were the and of were most at at secretion similar to that of of nutrient conditions in the of bacteria and The are an of cytotoxins with on The of Staphylococcus Rev. PubMed Scopus Google Scholar). to in to we cytotoxicity of with the by mass spectrometry that at from the were with the from a in cytotoxicity with to the in results in of in the A.R. are of Staphylococcus aureus virulence the of PubMed Scopus Google Scholar). and to be the most in of a for Staphylococcus aureus cytotoxicity and PubMed Scopus Google Scholar). of to cytotoxicity of a for Staphylococcus aureus cytotoxicity and PubMed Scopus Google Scholar). we the of cytotoxins in the growth phases under different media conditions. with our we observed that cytotoxicity correlated with abundance of and and we observed of in the exoproteomes of Sa in minimal is in Sa is in nutrient rich are that Our that label-free quantitation can cytotoxicity of a strain on the We to our ability to the of Sa reference strains strains MRSA Sa and Sa that reference strain a exoprotein a of Sa infections in the to of Staphylococcus aureus in the Rev. Microbiol. PubMed Scopus Google Scholar, H. The of methicillin-resistant Staphylococcus aureus PubMed Scopus Google Scholar, of of bacterial from multilocus sequence PubMed Scopus Google Scholar, H. M. van epidemiology of methicillin-resistant and Staphylococcus aureus isolates from clinical Microbiol. PubMed Scopus Google we different strains. We the abundance of of virulence and cytotoxins in reference strains. The proteomics the cluster for the cytotoxicity the of of the cluster in with the the differences strains the CA-MRSA strains in our and were the most to and exoproteomes are from the strains The also as to of and in the of and are in the of are at a similar in the exoproteomes of and The of in the is with the findings that strain a results in of the staphylococcal PubMed Scopus Google Scholar, M. gene by the Staphylococcus aureus system 2010; PubMed Scopus Google Scholar, D. M. M. A. M. M. J. in the of Staphylococcus aureus strain the to PubMed Scopus Google and cytotoxicity a abundance of and with is in The strains and cluster with the strains the for cluster is the of exoproteins and a of in to host our that be used to the of strains to aureus reference strains with clonal indicates the clonal of the reference strain as determined by is the strain is MRSA or a strain is MRSA we or community-associated the strain is for pvl, and is a strain of and strains were used for The of reference strains is the of Sa strains that most causes in the is as because is not for strain and of and strains. from a in the used for bacterial in the D. A. H. A. of Staphylococcus aureus Scopus Google in a Sa is a human pathogen that evolved a of and virulence factors to tissue and cause disease (6.Thammavongsa V. Kim H.K. Missiakas D. Schneewind O. Staphylococcal manipulation of host immune responses.Nat. Rev. Microbiol. 2015; 13: PubMed Scopus Google Scholar). we used a to the Sa and in exoproteomes with the of the conditions the Sa can be a that of are or M. the of PubMed Scopus Google Scholar). Here, we to the study of such by exoproteins on virulence and and by on of to in the secretion of virulence factors. we our label-free mass spectrometry by of and in and minimal we exoproteomes of to growth phases in rich and minimal the virulence factors at and conditions of Sa growth and a of and growth we to a of reference strains to the is of our study we used mutants of master that are well in the M.A. H. A. of by a MRSA of a Microbiol. PubMed Scopus Google Scholar, E. M. A. Staphylococcus aureus the of virulence factors and the regulator by an PubMed Scopus Google Scholar, E. D. A. of in Staphylococcus aureus by the J. PubMed Scopus Google Scholar, J. of staphylococcal virulence factors is by a J. PubMed Scopus Google Scholar, A. M.A. J. of repressor of a regulator of Staphylococcus aureus 2015; PubMed Scopus Google Scholar, M.A. and to of the staphylococcal 2012; PubMed Scopus Google Scholar, A.R. The of in virulence in Staphylococcus PubMed Scopus Google Scholar, H. the of the and Staphylococcus aureus 2015; PubMed Scopus Google Scholar). We mutants not for also to label-free quantitation can into Sa we that of the to a in abundance in the were detected in with WT, and The in vitro and the in of be an to in studies. we that of the in rich Sa virulence with to its from the same strain in minimal still of cytotoxicity we that the in the Sa in minimal rich media for the differences in cytotoxicity an by cytotoxins are an to Sa growth we the exoprotein at different phases of growth. Our results is in the of Sa E. in Rev. PubMed Scopus Google Scholar, J. of staphylococcal virulence factors is by a J. PubMed Scopus Google Scholar, E. D. D. of Staphylococcus aureus by the 2001; PubMed Scopus Google Scholar). Of the in minimal with the same in rich and in the and similar to the our to groups of that not the of and be of studies. to Sa virulence used E. D. D. of Staphylococcus aureus by the 2001; PubMed Scopus Google Scholar, A.R. The Staphylococcus aureus regulator and virulence by PubMed Scopus Google Scholar, D. J.S. of in Staphylococcus aureus 2015; 10: PubMed Scopus Google Scholar, A. of Staphylococcus aureus and PubMed Scopus Google Scholar, J. gene in Staphylococcus aureus with PubMed Scopus Google to study in the Sa or at the results not of the is a of virulence and Sa R.S. M. virulence in nosocomial to methicillin-resistant Staphylococcus Infect. Dis. 2015; PubMed Scopus Google Scholar). We and to study Sa virulence D. J. A. Kim J. Staphylococcus aureus leukocidin and by PubMed Scopus Google Scholar, Kim H.K. G.S. Kim Kim The gene from Staphylococcus aureus: and to and of gene Microbiol. PubMed Scopus Google Scholar, A. van M. D. The Staphylococcus aureus J. Med. Microbiol. PubMed Scopus Google Scholar). largely exoproteomes of mutants to M.A. and to of the staphylococcal 2012; PubMed Scopus Google Scholar, M.A. bacterial the Staphylococcus aureus virulence to 13: PubMed Scopus Google Scholar, D. M. M. D. A. on by bacterial PubMed Scopus Google or secretion of strain in different nutrient conditions J. and of Staphylococcus aureus to 2015; PubMed Scopus Google Scholar, E. in of Staphylococcus aureus 2015; PubMed Scopus Google Scholar, Kim of Staphylococcus aureus under PubMed Scopus Google Scholar). we label-free quantitation to a exoproteomes in of different growth nutrient and genetic a to of Sa We used minimal and rich media to environmental conditions by Sa in differences in the secretion of Sa in minimal and rich media the for in the regulation of Sa virulence our study highlights the importance of nutrient for the design of in vitro to the of virulence factors under different conditions. We the power of label-free quantitative proteomics for the of the virulence of Sa strains. the pathogen to the host immune of the in predicting the virulence of emerging is to and the different bacterial strains a quantitative mass spectrometry are with similar background of the and most of the not the of Sa strains a of gene gene or differences The most in proteomics of the into are mass spectrometry and the sequence in to a or is in to a Here, the peptide a strains in to and the of the mass is that of different Sa strains is and the sequence of a is not observed by mass the sequence of a can is to the peptide and for a to different strains. the are to strains and sequence The of Staphylococcus Rev. PubMed Scopus Google Scholar, The of Staphylococcus aureus on the lysis and Microbiol. PubMed Scopus Google as by of H. A. M. M. A. J. E. E. of and of Staphylococcus aureus with a human 2015; PubMed Scopus Google Scholar). be to the gene of the we groups of strains as by on for of as PubMed Scopus Google Scholar). compare the of the the reference strains of we strain to as a and to for for of its gene to compare the strains with different to as a groups and of that strains. to that quantitation of is on mass spectrometry (i.e. quantitation to in the sequence of for a gene and no (i.e. the be in and be to the we our of mass spectrometry with the of and be an tool to the H. V. D. J. Jones M. M. J. H. D. O. of isolates of for the PubMed Scopus Google Scholar). We that with and the to an tool for predicting the virulence of in the of emerging strains. mass spectrometry and results to the the with the and with with
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,000 | 0,000 |
| Études des sciences et des technologies | 0,000 | 0,001 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,000 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule tête enseignante, pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».