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Volumn 46, Issue 6, 2018, Pages 915-925

Unsupervised analysis of transcriptomics in bacterial sepsis across multiple datasets reveals three robust clusters

(23)  Sweeney, Timothy E a   Azad, Tej D a   Donato, Michele a   Haynes, Winston A a   Perumal, Thanneer M b   Henao, Ricardo c,d   Bermejo Martin, Jesús F e   Almansa, Raquel e   Tamayo, Eduardo e   Howrylak, Judith A f   Choi, Augustine g   Parnell, Grant P h   Tang, Benjamin h,i,j,k   Nichols, Marshall c   Woods, Christopher W c,l   Ginsburg, Geoffrey S c   Kingsmore, Stephen F m   Omberg, Larsson b   Mangravite, Lara M b   Wong, Hector R n,o   more..


Author keywords

Cluster analysis; Gene expression; Machine learning; Precision medicine; Sepsis

Indexed keywords

INTERLEUKIN 1 RECEPTOR;

EID: 85051071963     PISSN: 00903493     EISSN: 15300293     Source Type: Journal    
DOI: 10.1097/CCM.0000000000003084     Document Type: Article
Times cited : (211)

References (51)
  • 1
    • 84959273475 scopus 로고    scopus 로고
    • The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3
    • Singer M, Deutschman CS, Seymour CW, et al: The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA 2016; 315:801-810
    • (2016) JAMA , vol.315 , pp. 801-810
    • Singer, M.1    Deutschman, C.S.2    Seymour, C.W.3
  • 2
    • 84903614329 scopus 로고    scopus 로고
    • Hospital deaths in patients with sepsis from 2 independent cohorts
    • Liu V, Escobar GJ, Greene JD, et al: Hospital deaths in patients with sepsis from 2 independent cohorts. JAMA 2014; 312:90-92
    • (2014) JAMA , vol.312 , pp. 90-92
    • Liu, V.1    Escobar, G.J.2    Greene, J.D.3
  • 3
    • 84902511727 scopus 로고    scopus 로고
    • The next generation of sepsis clinical trial designs: What is next after the demise of recombinant human activated protein C?
    • Opal SM, Dellinger RP, Vincent JL, et al: The next generation of sepsis clinical trial designs: What is next after the demise of recombinant human activated protein C?. Crit Care Med 2014; 42:1714-1721
    • (2014) Crit Care Med , vol.42 , pp. 1714-1721
    • Opal, S.M.1    Dellinger, R.P.2    Vincent, J.L.3
  • 4
    • 18244409687 scopus 로고    scopus 로고
    • Gene expression profiling predicts clinical outcome of breast cancer
    • van 't Veer LJ, Dai H, van de Vijver MJ, et al: Gene expression profiling predicts clinical outcome of breast cancer. Nature 2002; 415:530-536
    • (2002) Nature , vol.415 , pp. 530-536
    • Van 't Veer, L.J.1    Dai, H.2    Van De Vijver, M.J.3
  • 5
    • 0033569406 scopus 로고    scopus 로고
    • Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring
    • Golub TR, Slonim DK, Tamayo P, et al: Molecular classification of cancer: Class discovery and class prediction by gene expression monitoring. Science 1999; 286:531-537
    • (1999) Science , vol.286 , pp. 531-537
    • Golub, T.R.1    Slonim, D.K.2    Tamayo, P.3
  • 6
    • 84988945607 scopus 로고    scopus 로고
    • Toward smarter lumping and smarter splitting: Rethinking strategies for sepsis and acute respiratory distress syndrome clinical trial design
    • Prescott HC, Calfee CS, Thompson BT, et al: Toward smarter lumping and smarter splitting: Rethinking strategies for sepsis and acute respiratory distress syndrome clinical trial design. Am J Respir Crit Care Med 2016; 194:147-155
    • (2016) Am J Respir Crit Care Med , vol.194 , pp. 147-155
    • Prescott, H.C.1    Calfee, C.S.2    Thompson, B.T.3
  • 8
    • 85014772016 scopus 로고    scopus 로고
    • Acute respiratory distress syndrome subphenotypes respond differently to randomized fluid management strategy
    • Famous KR, Delucchi K, Ware LB, et al; ARDS Network: Acute respiratory distress syndrome subphenotypes respond differently to randomized fluid management strategy. Am J Respir Crit Care Med 2017; 195:331-338
    • (2017) Am J Respir Crit Care Med , vol.195 , pp. 331-338
    • Famous, K.R.1    Delucchi, K.2    Ware, L.B.3
  • 9
    • 70349239233 scopus 로고    scopus 로고
    • Identification of pediatric septic shock subclasses based on genome-wide expression profiling
    • Wong HR, Cvijanovich N, Lin R, et al: Identification of pediatric septic shock subclasses based on genome-wide expression profiling. BMC Med 2009; 7:34
    • (2009) BMC Med , vol.7 , pp. 34
    • Wong, H.R.1    Cvijanovich, N.2    Lin, R.3
  • 10
    • 80054882327 scopus 로고    scopus 로고
    • Validation of a gene expression-based subclassification strategy for pediatric septic shock
    • Wong HR, Cvijanovich NZ, Allen GL, et al: Validation of a gene expression-based subclassification strategy for pediatric septic shock. Crit Care Med 2011; 39:2511-2517
    • (2011) Crit Care Med , vol.39 , pp. 2511-2517
    • Wong, H.R.1    Cvijanovich, N.Z.2    Allen, G.L.3
  • 11
    • 84922311029 scopus 로고    scopus 로고
    • Developing a clinically feasible personalized medicine approach to pediatric septic shock
    • Wong HR, Cvijanovich NZ, Anas N, et al: Developing a clinically feasible personalized medicine approach to pediatric septic shock. Am J Respir Crit Care Med 2015; 191:309-315
    • (2015) Am J Respir Crit Care Med , vol.191 , pp. 309-315
    • Wong, H.R.1    Cvijanovich, N.Z.2    Anas, N.3
  • 12
    • 84963568655 scopus 로고    scopus 로고
    • Genomic landscape of the individual host response and outcomes in sepsis: A prospective cohort study
    • Davenport EE, Burnham KL, Radhakrishnan J, et al: Genomic landscape of the individual host response and outcomes in sepsis: A prospective cohort study. Lancet Respir Med 2016; 4:259-271
    • (2016) Lancet Respir Med , vol.4 , pp. 259-271
    • Davenport, E.E.1    Burnham, K.L.2    Radhakrishnan, J.3
  • 13
    • 85026823884 scopus 로고    scopus 로고
    • Shared and distinct aspects of the sepsis transcriptomic response to fecal peritonitis and pneumonia
    • Burnham KL, Davenport EE, Radhakrishnan J, et al: Shared and distinct aspects of the sepsis transcriptomic response to fecal peritonitis and pneumonia. Am J Respir Crit Care Med 2017; 196:328-339
    • (2017) Am J Respir Crit Care Med , vol.196 , pp. 328-339
    • Burnham, K.L.1    Davenport, E.E.2    Radhakrishnan, J.3
  • 14
    • 84947550092 scopus 로고    scopus 로고
    • Combined Mapping of Multiple clUsteriNg ALgorithms (COMMUNAL): A robust method for selection of cluster number, K
    • Sweeney TE, Chen AC, Gevaert O: Combined Mapping of Multiple clUsteriNg ALgorithms (COMMUNAL): A robust method for selection of cluster number, K. Sci Rep 2015; 5:16971
    • (2015) Sci Rep , vol.5 , pp. 16971
    • Sweeney, T.E.1    Chen, A.C.2    Gevaert, O.3
  • 15
    • 84978062345 scopus 로고    scopus 로고
    • Robust classification of bacterial and viral infections via integrated host gene expression diagnostics
    • Sweeney TE, Wong HR, Khatri P: Robust classification of bacterial and viral infections via integrated host gene expression diagnostics. Sci Transl Med 2016; 8:346ra91
    • Sci Transl Med , vol.2016 , pp. 8
    • Sweeney, T.E.1    Wong, H.R.2    Khatri, P.3
  • 16
    • 84960085169 scopus 로고    scopus 로고
    • CoINcIDE: A framework for discovery of patient subtypes across multiple datasets
    • Planey CR, Gevaert O: CoINcIDE: A framework for discovery of patient subtypes across multiple datasets. Genome Med 2016; 8:27
    • (2016) Genome Med , vol.8 , pp. 27
    • Planey, C.R.1    Gevaert, O.2
  • 17
    • 84988954104 scopus 로고    scopus 로고
    • Benchmarking sepsis gene expression diagnostics using public data
    • Sweeney TE, Khatri P: Benchmarking sepsis gene expression diagnostics using public data. Crit Care Med 2017; 45:1-10
    • (2017) Crit Care Med , vol.45 , pp. 1-10
    • Sweeney, T.E.1    Khatri, P.2
  • 18
    • 85042210696 scopus 로고    scopus 로고
    • A community approach to mortality prediction in sepsis via gene expression analysis
    • Sweeney TE, Perumal TM, Henao R, et al: A community approach to mortality prediction in sepsis via gene expression analysis. Nat Commun 2018; 9:694
    • (2018) Nat Commun , vol.9 , pp. 694
    • Sweeney, T.E.1    Perumal, T.M.2    Henao, R.3
  • 19
    • 84963517248 scopus 로고    scopus 로고
    • Integrated, multi-cohort analysis identifies conserved transcriptional signatures across multiple respiratory viruses
    • Andres-Terre M, McGuire HM, Pouliot Y, et al: Integrated, multi-cohort analysis identifies conserved transcriptional signatures across multiple respiratory viruses. Immunity 2015; 43:1199-1211
    • (2015) Immunity , vol.43 , pp. 1199-1211
    • Andres-Terre, M.1    McGuire, H.M.2    Pouliot, Y.3
  • 20
    • 84929629371 scopus 로고    scopus 로고
    • A comprehensive timecourse-based multicohort analysis of sepsis and sterile inflammation reveals a robust diagnostic gene set
    • Sweeney TE, Shidham A, Wong HR, et al: A comprehensive timecourse-based multicohort analysis of sepsis and sterile inflammation reveals a robust diagnostic gene set. Sci Transl Med 2015; 7:287ra71
    • Sci Transl Med , vol.2015 , pp. 7
    • Sweeney, T.E.1    Shidham, A.2    Wong, H.R.3
  • 21
    • 84874457770 scopus 로고    scopus 로고
    • Genomic responses in mouse models poorly mimic human inflammatory diseases
    • Seok J, Warren HS, Cuenca AG, et al; Inflammation and Host Response to Injury, Large Scale Collaborative Research Program: Genomic responses in mouse models poorly mimic human inflammatory diseases. Proc Natl Acad Sci U S A 2013; 110:3507-3512
    • (2013) Proc Natl Acad Sci U S A , vol.110 , pp. 3507-3512
    • Seok, J.1    Warren, H.S.2    Cuenca, A.G.3
  • 22
    • 67849130563 scopus 로고    scopus 로고
    • ToppGene Suite for gene list enrichment analysis and candidate gene prioritization
    • Chen J, Bardes EE, Aronow BJ, et al: ToppGene Suite for gene list enrichment analysis and candidate gene prioritization. Nucleic Acids Res 2009; 37:W305-W311
    • (2009) Nucleic Acids Res , vol.37 , pp. W305-W311
    • Chen, J.1    Bardes, E.E.2    Aronow, B.J.3
  • 23
    • 0035942271 scopus 로고    scopus 로고
    • Significance analysis of microarrays applied to the ionizing radiation response
    • Tusher VG, Tibshirani R, Chu G: Significance analysis of microarrays applied to the ionizing radiation response. Proc Natl Acad Sci U S A 2001; 98:5116-5121
    • (2001) Proc Natl Acad Sci U S A , vol.98 , pp. 5116-5121
    • Tusher, V.G.1    Tibshirani, R.2    Chu, G.3
  • 24
    • 84860500036 scopus 로고    scopus 로고
    • Novel biomarker combination improves the diagnosis of serious bacterial infections in Malawian children
    • Irwin AD, Marriage F, Mankhambo LA, et al; IPD Group Study: Novel biomarker combination improves the diagnosis of serious bacterial infections in Malawian children. BMC Med Genomics 2012; 5:13
    • (2012) BMC Med Genomics , vol.5 , pp. 13
    • Irwin, A.D.1    Marriage, F.2    Mankhambo, L.A.3
  • 25
    • 84927006065 scopus 로고    scopus 로고
    • Transcriptomic correlates of organ failure extent in sepsis
    • Almansa R, Heredia-Rodríguez M, Gomez-Sanchez E, et al: Transcriptomic correlates of organ failure extent in sepsis. J Infect 2015; 70:445-456
    • (2015) J Infect , vol.70 , pp. 445-456
    • Almansa, R.1    Heredia-Rodríguez, M.2    Gomez-Sanchez, E.3
  • 27
    • 76249091272 scopus 로고    scopus 로고
    • Genomic transcriptional profiling identifies a candidate blood biomarker signature for the diagnosis of septicemic melioidosis
    • Pankla R, Buddhisa S, Berry M, et al: Genomic transcriptional profiling identifies a candidate blood biomarker signature for the diagnosis of septicemic melioidosis. Genome Biol 2009; 10:R127
    • (2009) Genome Biol , vol.10 , pp. R127
    • Pankla, R.1    Buddhisa, S.2    Berry, M.3
  • 28
    • 84864910724 scopus 로고    scopus 로고
    • A distinct influenza infection signature in the blood transcriptome of patients with severe community-acquired pneumonia
    • Parnell GP, McLean AS, Booth DR, et al: A distinct influenza infection signature in the blood transcriptome of patients with severe community-acquired pneumonia. Crit Care 2012; 16:R157
    • (2012) Crit Care , vol.16 , pp. R157
    • Parnell, G.P.1    McLean, A.S.2    Booth, D.R.3
  • 29
    • 79958809160 scopus 로고    scopus 로고
    • Development and validation of a novel molecular biomarker diagnostic test for the early detection of sepsis
    • Sutherland A, Thomas M, Brandon RA, et al: Development and validation of a novel molecular biomarker diagnostic test for the early detection of sepsis. Crit Care 2011; 15:R149
    • (2011) Crit Care , vol.15 , pp. R149
    • Sutherland, A.1    Thomas, M.2    Brandon, R.A.3
  • 30
    • 84872175208 scopus 로고    scopus 로고
    • Gene expression-based classifiers identify Staphylococcus aureus infection in mice and humans
    • Ahn SH, Tsalik EL, Cyr DD, et al: Gene expression-based classifiers identify Staphylococcus aureus infection in mice and humans. PLoS One 2013; 8:e48979
    • (2013) PLoS One , vol.8 , pp. e48979
    • Ahn, S.H.1    Tsalik, E.L.2    Cyr, D.D.3
  • 31
    • 84883303075 scopus 로고    scopus 로고
    • Identifying key regulatory genes in the whole blood of septic patients to monitor underlying immune dysfunctions
    • Parnell GP, Tang BM, Nalos M, et al: Identifying key regulatory genes in the whole blood of septic patients to monitor underlying immune dysfunctions. Shock 2013; 40:166-174
    • (2013) Shock , vol.40 , pp. 166-174
    • Parnell, G.P.1    Tang, B.M.2    Nalos, M.3
  • 32
    • 85027203102 scopus 로고    scopus 로고
    • Peripheral blood RNA gene expression profiling in patients with bacterial meningitis
    • Lill M, Kõks S, Soomets U, et al: Peripheral blood RNA gene expression profiling in patients with bacterial meningitis. Front Neurosci 2013; 7:33
    • (2013) Front Neurosci , vol.7 , pp. 33
    • Lill, M.1    Kõks, S.2    Soomets, U.3
  • 33
    • 84962951085 scopus 로고    scopus 로고
    • Early and dynamic changes in gene expression in septic shock patients: A genome-wide approach
    • Cazalis MA, Lepape A, Venet F, et al: Early and dynamic changes in gene expression in septic shock patients: A genome-wide approach. Intensive Care Med Exp 2014; 2:20
    • (2014) Intensive Care Med Exp , vol.2 , pp. 20
    • Cazalis, M.A.1    Lepape, A.2    Venet, F.3
  • 34
    • 84943279884 scopus 로고    scopus 로고
    • A molecular biomarker to diagnose community-acquired pneumonia on intensive care unit admission
    • Scicluna BP, Klein Klouwenberg PM, van Vught LA, et al: A molecular biomarker to diagnose community-acquired pneumonia on intensive care unit admission. Am J Respir Crit Care Med 2015; 192:826-835
    • (2015) Am J Respir Crit Care Med , vol.192 , pp. 826-835
    • Scicluna, B.P.1    Klein Klouwenberg, P.M.2    Van Vught, L.A.3
  • 35
    • 34547470882 scopus 로고    scopus 로고
    • Genome-level expression profiles in pediatric septic shock indicate a role for altered zinc homeostasis in poor outcome
    • Wong HR, Shanley TP, Sakthivel B, et al; Genomics of Pediatric SIRS/Septic Shock Investigators: Genome-level expression profiles in pediatric septic shock indicate a role for altered zinc homeostasis in poor outcome. Physiol Genomics 2007; 30:146-155
    • (2007) Physiol Genomics , vol.30 , pp. 146-155
    • Wong, H.R.1    Shanley, T.P.2    Sakthivel, B.3
  • 36
    • 67650470273 scopus 로고    scopus 로고
    • Genomic expression profiling across the pediatric systemic inflammatory response syndrome sepsis and septic shock spectrum
    • Wong HR, Cvijanovich N, Allen GL, et al; Genomics of Pediatric SIRS/Septic Shock Investigators: Genomic expression profiling across the pediatric systemic inflammatory response syndrome, sepsis, and septic shock spectrum. Crit Care Med 2009; 37:1558-1566
    • (2009) Crit Care Med , vol.37 , pp. 1558-1566
    • Wong, H.R.1    Cvijanovich, N.2    Allen, G.L.3
  • 37
    • 84875455649 scopus 로고    scopus 로고
    • Transcriptional instability during evolving sepsis may limit biomarker based risk stratification
    • Kwan A, Hubank M, Rashid A, et al: Transcriptional instability during evolving sepsis may limit biomarker based risk stratification. PLoS One 2013; 8:e60501
    • (2013) PLoS One , vol.8 , pp. e60501
    • Kwan, A.1    Hubank, M.2    Rashid, A.3
  • 38
    • 66149092331 scopus 로고    scopus 로고
    • Discovery of the gene signature for acute lung injury in patients with sepsis
    • Howrylak JA, Dolinay T, Lucht L, et al: Discovery of the gene signature for acute lung injury in patients with sepsis. Physiol Genomics 2009; 37:133-139
    • (2009) Physiol Genomics , vol.37 , pp. 133-139
    • Howrylak, J.A.1    Dolinay, T.2    Lucht, L.3
  • 39
    • 84861785677 scopus 로고    scopus 로고
    • Inflammasome-regulated cytokines are critical mediators of acute lung injury
    • Dolinay T, Kim YS, Howrylak J, et al: Inflammasome-regulated cytokines are critical mediators of acute lung injury. Am J Respir Crit Care Med 2012; 185:1225-1234
    • (2012) Am J Respir Crit Care Med , vol.185 , pp. 1225-1234
    • Dolinay, T.1    Kim, Y.S.2    Howrylak, J.3
  • 40
    • 84955579105 scopus 로고    scopus 로고
    • Host gene expression classifiers diagnose acute respiratory illness etiology
    • Tsalik EL, Henao R, Nichols M, et al: Host gene expression classifiers diagnose acute respiratory illness etiology. Sci Transl Med 2016; 8:322ra11
    • (2016) Sci Transl Med , vol.8 , pp. 322ra11
    • Tsalik, E.L.1    Henao, R.2    Nichols, M.3
  • 41
    • 84930842760 scopus 로고    scopus 로고
    • Increased expression of neutrophil-related genes in patients with early sepsis-induced ARDS
    • Kangelaris KN, Prakash A, Liu KD, et al: Increased expression of neutrophil-related genes in patients with early sepsis-induced ARDS. Am J Physiol Lung Cell Mol Physiol 2015; 308:L1102-L1113
    • (2015) Am J Physiol Lung Cell Mol Physiol , vol.308 , pp. L1102-L1113
    • Kangelaris, K.N.1    Prakash, A.2    Liu, K.D.3
  • 42
    • 84953790265 scopus 로고    scopus 로고
    • A molecular host response assay to discriminate between sepsis and infection-negative systemic inflammation in critically ill patients: Discovery and validation in independent cohorts
    • McHugh L, Seldon TA, Brandon RA, et al: A molecular host response assay to discriminate between sepsis and infection-negative systemic inflammation in critically ill patients: Discovery and validation in independent cohorts. PLoS Med 2015; 12:e1001916
    • (2015) PLoS Med , vol.12 , pp. e1001916
    • McHugh, L.1    Seldon, T.A.2    Brandon, R.A.3
  • 43
    • 80052657824 scopus 로고    scopus 로고
    • Host response transcriptional profiling reveals extracellular components and ABC (ATP-binding cassette) transporters gene enrichment in typhoid fever-infected Nigerian children
    • Khoo SK, Petillo D, Parida M, et al: Host response transcriptional profiling reveals extracellular components and ABC (ATP-binding cassette) transporters gene enrichment in typhoid fever-infected Nigerian children. BMC Infect Dis 2011; 11:241
    • (2011) BMC Infect Dis , vol.11 , pp. 241
    • Khoo, S.K.1    Petillo, D.2    Parida, M.3
  • 44
    • 84882977493 scopus 로고    scopus 로고
    • An integrated clinicometabolomic model improves prediction of death in sepsis
    • Langley RJ, Tsalik EL, van Velkinburgh JC, et al: An integrated clinicometabolomic model improves prediction of death in sepsis. Sci Transl Med 2013; 5:195ra95
    • (2013) Sci Transl Med , vol.5 , pp. 195ra95
    • Langley, R.J.1    Tsalik, E.L.2    Van Velkinburgh, J.C.3
  • 46
    • 0035826096 scopus 로고    scopus 로고
    • Recombinant human protein C Worldwide Evaluation in Severe Sepsis (PROWESS) study group: Efficacy and safety of recombinant human activated protein C for severe sepsis
    • Bernard GR, Vincent JL, Laterre PF, et al; Recombinant human protein C Worldwide Evaluation in Severe Sepsis (PROWESS) study group: Efficacy and safety of recombinant human activated protein C for severe sepsis. N Engl J Med 2001; 344:699-709
    • (2001) N Engl J Med , vol.344 , pp. 699-709
    • Bernard, G.R.1    Vincent, J.L.2    Laterre, P.F.3
  • 47
    • 84957710323 scopus 로고    scopus 로고
    • Antithrombin III for critically ill patients: A systematic review with meta-analysis and trial sequential analysis
    • Allingstrup M, Wetterslev J, Ravn FB, et al: Antithrombin III for critically ill patients: A systematic review with meta-analysis and trial sequential analysis. Intensive Care Med 2016; 42:505-520
    • (2016) Intensive Care Med , vol.42 , pp. 505-520
    • Allingstrup, M.1    Wetterslev, J.2    Ravn, F.B.3
  • 48
    • 84954310841 scopus 로고    scopus 로고
    • Interleukin-1 receptor blockade is associated with reduced mortality in sepsis patients with features of macrophage activation syndrome: Reanalysis of a prior phase III trial
    • Shakoory B, Carcillo JA, Chatham WW, et al: Interleukin-1 receptor blockade is associated with reduced mortality in sepsis patients with features of macrophage activation syndrome: Reanalysis of a prior phase III trial. Crit Care Med 2016; 44:275-281
    • (2016) Crit Care Med , vol.44 , pp. 275-281
    • Shakoory, B.1    Carcillo, J.A.2    Chatham, W.W.3
  • 49
    • 84992431086 scopus 로고    scopus 로고
    • Anti-PD-L1 peptide improves survival in sepsis
    • Shindo Y, McDonough JS, Chang KC, et al: Anti-PD-L1 peptide improves survival in sepsis. J Surg Res 2017; 208:33-39
    • (2017) J Surg Res , vol.208 , pp. 33-39
    • Shindo, Y.1    McDonough, J.S.2    Chang, K.C.3
  • 50
    • 84883076264 scopus 로고    scopus 로고
    • Severe sepsis and septic shock
    • Angus DC, van der Poll T: Severe sepsis and septic shock. N Engl J Med 2013; 369:840-851
    • (2013) N Engl J Med , vol.369 , pp. 840-851
    • Angus, D.C.1    Van Der Poll, T.2
  • 51
    • 84956638767 scopus 로고    scopus 로고
    • A novel host-proteome signature for distinguishing between acute bacterial and viral infections
    • Oved K, Cohen A, Boico O, et al: A novel host-proteome signature for distinguishing between acute bacterial and viral infections. PLoS One 2015; 10:e0120012
    • (2015) PLoS One , vol.10 , pp. e0120012
    • Oved, K.1    Cohen, A.2    Boico, O.3


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