Rationale: The factors that lead to poor pulmonary exacerbation (PEx) outcomes in individuals with cystic fibrosis (CF) are still being investigated; however, delayed diagnosis and treatment are likely contributory. Identifying individuals at imminent risk of PEx could enable closer monitoring and/or earlier initiation of therapies to improve outcomes. Objectives: The goal of this study was to develop blood-based biomarkers that associate with imminent PEx risk in individuals with CF. Methods: We examined the whole-blood transcriptome and 55 inflammatory proteins from plasma and serum on 72 blood samples from 53 individuals with CF. Biomarker candidate genes and proteins were selected from 14 individuals with CF with paired stable and PEx visits (cohort 1). The biomarker candidates were then estimated and tested to classify individuals with CF who would experience a PEx within 4 months of a stable clinic visit or not (cohort 2). Results: A 16-gene panel and 9-protein panel were identified that could distinguish paired stable and PEx visits (area under the receiver operating characteristic curve [AUC] +/- standard error = 0.83 +/- 0.28 and 0.92 +/- 0.18, respectively). These two panels also demonstrated strong performance in classifying individuals with CF who would experience a PEx within 4 months of a clinically stable visit or not (16-gene panel: AUC = 0.88; 9-protein panel: AUC = 0.83). In comparison, serum calprotectin and clinical variables (i.e., sex, precent predicted forced expiratory volume in 1 s, and the number of IV antibiotics in the preceding year) had AUCs of 0.75 and 0.71, respectively. Conclusions: Blood-based mRNA and protein biomarkers demonstrated strong performance in classifying individuals with CF at risk of imminent PEx. If the findings from this study can be validated, there is the potential to use blood biomarkers to enable more personalized disease activity monitoring in CF.
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Morlacchi, Letizia Corinna
Rosti, Valentina
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h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Rosti, Valentina
Elia, Rita
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h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Elia, Rita
Mantero, Marco
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h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Mantero, Marco
Dallari, Barbara
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h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Dallari, Barbara
Galbiati, Samantha
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h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Galbiati, Samantha
Zanardelli, Maddalena
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h-index: 0
机构:
Ospdedale Maggiore Policlin, IRCCS Fdn Ca Granda, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Zanardelli, Maddalena
D'Adda, Alice
论文数: 0引用数: 0
h-index: 0
机构:
Ospdedale Maggiore Policlin, IRCCS Fdn Ca Granda, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
D'Adda, Alice
Blasi, Francesco
论文数: 0引用数: 0
h-index: 0
机构:
Univ Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
Blasi, Francesco
Pizzamiglio, Giovanna
论文数: 0引用数: 0
h-index: 0
机构:
Ospdedale Maggiore Policlin, IRCCS Fdn Ca Granda, Milan, ItalyUniv Milan, IRCCS Fdn Ca Granda, Osped Maggiore Policlin, Fisiopatol Med Chirurg & Trapianti, Milan, Italy
机构:
Kings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, EnglandKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Rogers, Geraint B.
Hoffman, Lucas R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Pediat, Seattle, WA 98105 USAKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Hoffman, Lucas R.
Johnson, Matt W.
论文数: 0引用数: 0
h-index: 0
机构:
St Marks Hosp, Dept Surg Gastroenterol, Harrow, Middx, EnglandKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Johnson, Matt W.
Mayer-Hamblett, Nicole
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Pediat, Seattle, WA 98105 USA
Childrens Hosp & Reg Med Ctr, Cyst Fibrosis Fdn, Therapeut Dev Network, Coordinating Ctr, Seattle, WA USAKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Mayer-Hamblett, Nicole
Schwarze, Juergen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Edinburgh, Queens Med Res Inst, Ctr Inflammat Res, Edinburgh EH16 4TJ, Midlothian, ScotlandKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Schwarze, Juergen
Carroll, Mary P.
论文数: 0引用数: 0
h-index: 0
机构:
Southampton Univ Hosp NHS Trust, Cyst Fibrosis Unit, Southampton SO16 6YD, Hants, EnglandKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
Carroll, Mary P.
Bruce, Kenneth D.
论文数: 0引用数: 0
h-index: 0
机构:
Kings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, EnglandKings Coll London, Mol Microbiol Res Lab, Div Pharmaceut Sci, London SE1 9NH, England
机构:
Univ Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
Sanders, Don B.
Bittner, Rachel C. L.
论文数: 0引用数: 0
h-index: 0
机构:
Seattle Childrens Hosp, Dept Pediat, Div Pulm Med, Seattle, WA USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
Bittner, Rachel C. L.
Rosenfeld, Margaret
论文数: 0引用数: 0
h-index: 0
机构:
Seattle Childrens Hosp, Dept Pediat, Div Pulm Med, Seattle, WA USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
Rosenfeld, Margaret
Hoffman, Lucas R.
论文数: 0引用数: 0
h-index: 0
机构:
Seattle Childrens Hosp, Dept Pediat, Div Pulm Med, Seattle, WA USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
Hoffman, Lucas R.
Redding, Gregory J.
论文数: 0引用数: 0
h-index: 0
机构:
Seattle Childrens Hosp, Dept Pediat, Div Pulm Med, Seattle, WA USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
Redding, Gregory J.
Goss, Christopher H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Med, Div Pulm & Crit Care Med, Seattle, WA USAUniv Wisconsin, Dept Pediat, Div Pulm Med, Sch Med & Publ Hlth, Madison, WI USA
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Lubovich, Silvina
Zaragoza, Silvina
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Zaragoza, Silvina
Rodriguez, Viviana
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Rodriguez, Viviana
Buendia, Jefferson
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Italiano Buenos Aires, Div Pediat Pulmonol, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Buendia, Jefferson
Camargo Vargas, Bethy
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Camargo Vargas, Bethy
Alchundia Moreira, Jessica
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Alchundia Moreira, Jessica
Galanternik, Laura
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Dept Microbiol, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Galanternik, Laura
Ratto, Patricia
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Dept Kinesiol, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Ratto, Patricia
Teper, Alejandro
论文数: 0引用数: 0
h-index: 0
机构:
Hosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, ArgentinaHosp Ninos Dr Ricardo Gutierrez, Unit 3, Resp Ctr, Buenos Aires, DF, Argentina
Teper, Alejandro
ARCHIVOS ARGENTINOS DE PEDIATRIA,
2019,
117
(05):
: E466
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E471