Evaluating the Use of Circulating MicroRNA Profiles for Lung Cancer Detection in Symptomatic Patients.


Journal

JAMA oncology
ISSN: 2374-2445
Titre abrégé: JAMA Oncol
Pays: United States
ID NLM: 101652861

Informations de publication

Date de publication:
01 05 2020
Historique:
pubmed: 7 3 2020
medline: 5 1 2021
entrez: 6 3 2020
Statut: ppublish

Résumé

The overall low survival rate of patients with lung cancer calls for improved detection tools to enable better treatment options and improved patient outcomes. Multivariable molecular signatures, such as blood-borne microRNA (miRNA) signatures, may have high rates of sensitivity and specificity but require additional studies with large cohorts and standardized measurements to confirm the generalizability of miRNA signatures. To investigate the use of blood-borne miRNAs as potential circulating markers for detecting lung cancer in an extended cohort of symptomatic patients and control participants. This multicenter, cohort study included patients from case-control and cohort studies (TREND and COSYCONET) with 3102 patients being enrolled by convenience sampling between March 3, 2009, and March 19, 2018. For the cohort study TREND, population sampling was performed. Clinical diagnoses were obtained for 3046 patients (606 patients with non-small cell and small cell lung cancer, 593 patients with nontumor lung diseases, 883 patients with diseases not affecting the lung, and 964 unaffected control participants). No samples were removed because of experimental issues. The collected data were analyzed between April 2018 and November 2019. Sensitivity and specificity of liquid biopsy using miRNA signatures for detection of lung cancer. A total of 3102 patients with a mean (SD) age of 61.1 (16.2) years were enrolled. Data on the sex of the participants were available for 2856 participants; 1727 (60.5%) were men. Genome-wide miRNA profiles of blood samples from 3046 individuals were evaluated by machine-learning methods. Three classification scenarios were investigated by splitting the samples equally into training and validation sets. First, a 15-miRNA signature from the training set was used to distinguish patients diagnosed with lung cancer from all other individuals in the validation set with an accuracy of 91.4% (95% CI, 91.0%-91.9%), a sensitivity of 82.8% (95% CI, 81.5%-84.1%), and a specificity of 93.5% (95% CI, 93.2%-93.8%). Second, a 14-miRNA signature from the training set was used to distinguish patients with lung cancer from patients with nontumor lung diseases in the validation set with an accuracy of 92.5% (95% CI, 92.1%-92.9%), sensitivity of 96.4% (95% CI, 95.9%-96.9%), and specificity of 88.6% (95% CI, 88.1%-89.2%). Third, a 14-miRNA signature from the training set was used to distinguish patients with early-stage lung cancer from all individuals without lung cancer in the validation set with an accuracy of 95.9% (95% CI, 95.7%-96.2%), sensitivity of 76.3% (95% CI, 74.5%-78.0%), and specificity of 97.5% (95% CI, 97.2%-97.7%). The findings of the study suggest that the identified patterns of miRNAs may be used as a component of a minimally invasive lung cancer test, complementing imaging, sputum cytology, and biopsy tests.

Identifiants

pubmed: 32134442
pii: 2761984
doi: 10.1001/jamaoncol.2020.0001
pmc: PMC7059111
doi:

Substances chimiques

Circulating MicroRNA 0

Types de publication

Journal Article Multicenter Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

714-723

Références

Lung Cancer. 2011 Oct;74(1):41-7
pubmed: 21388703
Genomics Proteomics Bioinformatics. 2018 Jun;16(3):162-171
pubmed: 29981854
Sci Rep. 2018 Aug 2;8(1):11584
pubmed: 30072748
Transl Lung Cancer Res. 2016 Oct;5(5):455-465
pubmed: 27826527
Clin Chem Lab Med. 2017 May 1;55(5):636-647
pubmed: 27987355
Microrna. 2019;8(3):206-215
pubmed: 30652656
Int J Cancer. 2017 Jul 1;141(1):94-101
pubmed: 28387927
J Natl Cancer Inst. 2010 Oct 6;102(19):1462-7
pubmed: 20705936
J Proteome Res. 2015 Mar 6;14(3):1412-9
pubmed: 25597550
Oncotarget. 2016 Sep 13;7(37):59664-59675
pubmed: 27517633
Oncotarget. 2016 Jan 26;7(4):4611-23
pubmed: 26672767
CA Cancer J Clin. 2018 Nov;68(6):394-424
pubmed: 30207593
Clin Chem. 2015 Apr;61(4):600-7
pubmed: 25617425
Zentralbl Chir. 2017 Sep;142(S 01):S11-S16
pubmed: 28958105
J Breath Res. 2014 Jun;8(2):027110
pubmed: 24861949
Genes Chromosomes Cancer. 2013 Mar;52(3):237-49
pubmed: 23124995
Aging Dis. 2015 Nov 17;6(6):478-85
pubmed: 26618049
Biomed Pharmacother. 2017 Dec;96:1246-1252
pubmed: 29217161
N Engl J Med. 2011 Aug 4;365(5):395-409
pubmed: 21714641
BMC Med. 2014 Dec 03;12:224
pubmed: 25465851
J Cell Biochem. 2018 Nov 28;:
pubmed: 30485511
BMC Cancer. 2009 Oct 06;9:353
pubmed: 19807914
Nucleic Acids Res. 2016 May 5;44(8):3865-77
pubmed: 26921406
Cell Death Dis. 2014 Dec 11;5:e1564
pubmed: 25501825
Nucleic Acids Res. 2019 Jan 8;47(D1):D711-D715
pubmed: 30357387
N Engl J Med. 2015 Jul 16;373(3):243-51
pubmed: 25981554
Sci Rep. 2018 Nov 12;8(1):16699
pubmed: 30420640
Nat Methods. 2011 Sep 04;8(10):841-3
pubmed: 21892151
Nucleic Acids Res. 2015 Apr 20;43(7):e47
pubmed: 25605792
Biochem Biophys Res Commun. 2015 Nov 27;467(4):690-6
pubmed: 26498524
Oncotarget. 2016 Jun 14;7(24):37250-37259
pubmed: 27191990
Mol Cell Biochem. 2013 Nov;383(1-2):67-75
pubmed: 23881177
BMC Pulm Med. 2016 May 17;16(1):66
pubmed: 27184093
Thorax. 2003 Sep;58(9):784-9
pubmed: 12947138
EBioMedicine. 2016 Sep;11:210-218
pubmed: 27575387
Mol Cancer. 2014 Aug 30;13:202
pubmed: 25175044
RNA Biol. 2011 May-Jun;8(3):506-16
pubmed: 21558792
Front Genet. 2012 Jan 23;2:104
pubmed: 22303398
Gerontology. 2015;61(6):497-503
pubmed: 25720553
Oncol Res. 2007;16(8):375-81
pubmed: 17913045
Lung Cancer (Auckl). 2017 May 17;8:31-38
pubmed: 28553152

Auteurs

Tobias Fehlmann (T)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.

Mustafa Kahraman (M)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.

Nicole Ludwig (N)

Junior Research Group of Human Genetics, Saarland University, Homburg, Germany.

Christina Backes (C)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.

Valentina Galata (V)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.

Verena Keller (V)

Department of Medicine II, Saarland University Medical Center, Homburg, Germany.

Lars Geffers (L)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Nathaniel Mercaldo (N)

Institute for Technology Assessment, Massachusetts General Hospital, Boston.

Daniela Hornung (D)

Endometriosis Center, ViDia Clinics, Karlsruhe, Germany.

Tanja Weis (T)

Department of Internal Medicine, Heidelberg University, Heidelberg, Germany.

Elham Kayvanpour (E)

Department of Internal Medicine, Heidelberg University, Heidelberg, Germany.

Masood Abu-Halima (M)

Institute of Human Genetics, Saarland University, Homburg, Germany.

Christian Deuschle (C)

Hertie Institute for Clinical Brain Research, Center of Neurology, Department of Neurodegenerative Diseases, University of Tübingen, Tübingen, Germany.
German Center for Neurodegenerative Diseases, Tübingen, Germany.

Claudia Schulte (C)

Hertie Institute for Clinical Brain Research, Center of Neurology, Department of Neurodegenerative Diseases, University of Tübingen, Tübingen, Germany.
German Center for Neurodegenerative Diseases, Tübingen, Germany.

Ulrike Suenkel (U)

Hertie Institute for Clinical Brain Research, Center of Neurology, Department of Neurodegenerative Diseases, University of Tübingen, Tübingen, Germany.
German Center for Neurodegenerative Diseases, Tübingen, Germany.

Anna-Katharina von Thaler (AK)

Hertie Institute for Clinical Brain Research, Center of Neurology, Department of Neurodegenerative Diseases, University of Tübingen, Tübingen, Germany.
German Center for Neurodegenerative Diseases, Tübingen, Germany.

Walter Maetzler (W)

Department of Neurology, Christian-Albrechts-Universität zu Kiel, Kiel, Germany.

Christian Herr (C)

Department of Internal Medicine V: Pulmonology, Allergology, Intensive Care Medicine, Saarland University Medical Center, Saarland University, Homburg, Germany.

Sebastian Fähndrich (S)

Department of Internal Medicine V: Pulmonology, Allergology, Intensive Care Medicine, Saarland University Medical Center, Saarland University, Homburg, Germany.

Claus Vogelmeier (C)

Department of Medicine, Pulmonary and Critical Care Medicine, Philipps-University of Marberg, Member of the German Centre for Lung Research (DZL), Marburg, Germany.

Pedro Guimaraes (P)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.

Anne Hecksteden (A)

Institute of Sports and Preventive Medicine, Saarland University, Saarbrücken, Germany.

Tim Meyer (T)

Institute of Sports and Preventive Medicine, Saarland University, Saarbrücken, Germany.

Florian Metzger (F)

Department of Psychiatry and Psychotherapy, University Hospital Tübingen, Tübingen, Germany.
Center for Geriatric Medicine, University Hospital Tübingen, Tübingen, Germany.

Caroline Diener (C)

Institute of Human Genetics, Saarland University, Homburg, Germany.

Stephanie Deutscher (S)

Institute of Human Genetics, Saarland University, Homburg, Germany.

Hashim Abdul-Khaliq (H)

Department of Pediatric Cardiology, Saarland University, Saarbrücken, Germany.

Ingo Stehle (I)

Schwerpunktpraxis Hämatologie und Onkologie, Kaiserslautern, Germany.

Sebastian Haeusler (S)

Department of Gynecology, University Hospital Würzburg, Würzburg, Germany.

Andreas Meiser (A)

Department of Anaesthesiology, Intensive Care and Pain Therapy, Saarland University Medical Center and Faculty of Medicine, Saarland University, Homburg, Germany.

Heinrich V Groesdonk (HV)

Department of Anaesthesiology, Intensive Care and Pain Therapy, Saarland University Medical Center and Faculty of Medicine, Saarland University, Homburg, Germany.

Thomas Volk (T)

Department of Anaesthesiology, Intensive Care and Pain Therapy, Saarland University Medical Center and Faculty of Medicine, Saarland University, Homburg, Germany.

Hans-Peter Lenhof (HP)

Center for Bioinformatics, Saarland University, Saarbrücken, Germany.

Hugo Katus (H)

Department of Internal Medicine, Heidelberg University, Heidelberg, Germany.

Rudi Balling (R)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.

Benjamin Meder (B)

Department of Internal Medicine, Heidelberg University, Heidelberg, Germany.

Rejko Kruger (R)

Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg.
Parkinson's Research Clinic, Centre Hospitalier de Luxembourg (CHL), Luxembourg.

Hanno Huwer (H)

Department of Cardiothoracic Surgery, Völklingen Heart Centre, Völklingen, Germany.

Robert Bals (R)

Department of Internal Medicine V: Pulmonology, Allergology, Intensive Care Medicine, Saarland University Medical Center, Saarland University, Homburg, Germany.

Eckart Meese (E)

Institute of Human Genetics, Saarland University, Homburg, Germany.

Andreas Keller (A)

Chair for Clinical Bioinformatics, Saarland University, Saarbrücken, Germany.
Center for Bioinformatics, Saarland University, Saarbrücken, Germany.
Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH