Tumor- and circulating-free DNA methylation identifies clinically relevant small cell lung cancer subtypes
The University of Texas MD Anderson Cancer Center · Hospital Del Mar · +9 more institutions
Abstract
Small cell lung cancer (SCLC) is an aggressive malignancy composed of distinct transcriptional subtypes, but implementing subtyping in the clinic has remained challenging, particularly due to limited tissue availability. Given the known epigenetic regulation of critical SCLC transcriptional programs, we hypothesized that subtype-specific patterns of DNA methylation could be detected in tumor or blood from SCLC patients. Using genomic-wide reduced-representation bisulfite sequencing (RRBS) in two cohorts totaling 179 SCLC patients and using machine learning approaches, we report a highly accurate DNA methylation-based classifier (SCLC-DMC) that can distinguish SCLC subtypes. We further adjust the classifier for…
Citation impact
- FWCI
- 26.82
- Percentile
- 100%
- References
- 76
Authors
42- SHSimon HeekeCorresponding
The University of Texas MD Anderson Cancer Center
- CMCarl M. Gay
The University of Texas MD Anderson Cancer Center
- MRMarcos R. Estecio
The University of Texas MD Anderson Cancer Center
- HTHai T. Tran
The University of Texas MD Anderson Cancer Center
- BBBenjamin B. Morris
The University of Texas MD Anderson Cancer Center
Topics & keywords
- Subtyping
- DNA methylation
- Epigenetics
- Biology
- Lung cancer
- Malignancy
- Cancer research
- Methylation
Funding
- LFLUNGevity Foundation
- AAmgen
- BSBristol-Myers Squibb
- ELEli Lilly and Company
- PPfizer
- AAstraZenecaAward: CA016672
- GGlaxoSmithKline
- SSanofi
- CPCancer Prevention and Research Institute of TexasAwards: RP210159, P30CA016672, RP170002, RP210028, CA016672, RP120348
- SPSpectrum Pharmaceuticals
- AEAlbert Einstein Cancer Center
- RPRegeneron Pharmaceuticals
- WTWellcome TrustAward: RR210006
- FCFrancis Crick Institute
- JPJazz Pharmaceuticals
- LLLes Laboratories Pierre Fabre
- MTMirati Therapeutics
- BBeiGene
- IBInnovent Biologics
- RFRexanna's Foundation
- CRCancer Research UKAward: CC2008
- ESEuropean Society for Medical Oncology
- BIBirla Institute of Scientific Research
- SESociedad Española de Oncología Médica
- PPharmaMar
- SOSierra Oncology
- NINational Institutes of HealthAwards: RP210028, P30CA016672, CA217450, CA016672, CA233259, U01CA213273, U24CA213274, P50CA070907, CA224276
- GGenentech
- ESEMD Serono
- UOUniversity of Texas MD Anderson Cancer CenterAwards: P30CA016672, RP170002, CA016672
- HEHORIZON EUROPE Framework ProgrammeAward: 829218
- FMFoundation Medicine
- MRMedical Research CouncilAward: CC2008
- H2Horizon 2020
- NCNational Cancer InstituteAwards: SCLC U01CA213273, CA233259, CA016672, SCLC U01CA256780, U24CA213274, R01CA207295, 1R50CA265307, CA217450, R50CA243698, P30CA016672, P50CA070907
- MRMoonshot Research and Development Program
- DSDaiichi Sankyo Europe
- CMCancer Moonshot