A 10-gene prognostic methylation signature for stage I-III cervical cancer.


Journal

Archives of gynecology and obstetrics
ISSN: 1432-0711
Titre abrégé: Arch Gynecol Obstet
Pays: Germany
ID NLM: 8710213

Informations de publication

Date de publication:
05 2020
Historique:
received: 28 11 2019
accepted: 28 03 2020
pubmed: 11 4 2020
medline: 1 9 2020
entrez: 11 4 2020
Statut: ppublish

Résumé

Cervical cancer (CC) patients usually have poor prognosis. The present study aims to find a DNA methylation signature for predicting survival of CC patients. We selected CC patients at pathological stage I-III with corresponding information on radiotherapy and overall survival (OS) from TCGA. Differential expression and methylation analysis was done between patients with and without radiotherapy. We selected feature genes using recursive feature elimination algorithm to build a support vector machine classifier. DNA methylation biomarkers predictive of prognosis were identified using a LASSO Cox-Proportional Hazards model to construct a prognostic scoring model. The classifier and the prognostic model were tested on the training set and the validation set. Nomogram combining risk score and prognostic clinical factors were used. We obtained 497 differentially expressed genes (DEGs) and 865 differentially methylated genes (DMGs). Fifteen feature genes were selected from the 292 common genes between the DEGs and the DMGs to construct a classification model for radiotherapy. A DNA methylation signature including 10 genes was identified and used to establish a prognostic scoring model. The 10-gene methylation signature could effectively separate patients into two risk groups with markedly different OS time. Predictive capability of the methylation signature was successfully confirmed on the validation set. A nomogram comprised of risk score, radiotherapy, and recurrence was applied, with calibration plots displaying good concordance between predicted and actual OS. The DEGs were involved in 12 KEGG pathways most of which were correlated with metastasis and proliferation of various cancers, such as pathways in cancer, basal cell carcinoma, transcriptional misregulation in cancer and ECM-receptor interaction. We Identified a 10-gene methylation signature for risk stratification of CC patients at pathological stages I-III, and ten methylation biomarkers might be novel therapeutic targets for CC.

Identifiants

pubmed: 32274635
doi: 10.1007/s00404-020-05524-3
pii: 10.1007/s00404-020-05524-3
doi:

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

1275-1287

Auteurs

Shengyun Cai (S)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Xiaomin Yu (X)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Zhongyi Gu (Z)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Qingqing Yang (Q)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Biwei Wen (B)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Jizi Sheng (J)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China.

Rui Guan (R)

Department of Obstetrics and Gynecology, Changhai Hospital, Second Military Medical University, NO.168, Changhai Road, Shanghai, 200433, People's Republic of China. ruiguan_fck@126.com.

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