Logo Medical Science Monitor

Call: +1.631.470.9640
Mon - Fri 10:00 am - 02:00 pm EST

Contact Us

Logo Medical Science Monitor Logo Medical Science Monitor Logo Medical Science Monitor

29 December 2019 : Clinical Research  

Elastic Net-Based Identification of a Multigene Combination Predicting the Survival of Patients with Cervical Cancer

Hua Wang1ABCE*, Shu-Wei Li1BEF, Wei Li1BCE, Hong-Bing Cai234CDF

DOI: 10.12659/MSM.918393

Med Sci Monit 2019; 25:10105-10113

Abstract

BACKGROUND: The objective of the present study was to identify prognostication biomarkers in patients with cervical cancer.

MATERIAL AND METHODS: Survival related genes were identified in The Cancer Genome Atlas (TCGA) cervical cancer study, and they were included into an elastic net regularized Cox proportional hazards regression model (CoxPH). The genes that their coefficients that were not zero were combined to build a prognostication combination. The prognostication performance of the multigene combination was evaluated and validated using Kaplan-Meier curve and univariate and multivariable CoxPH model. Meanwhile, a nomogram was built to translate the multigene combination into clinical application.

RESULTS: There were 37 survival related genes identified, 9 of which were integrated to build a multigene combination. The area under the curve (AUC) of receiver operating characteristic (ROC) curve at 1-year, 3-year, 5-year, and 7-year in the training set were 0.757, 0.744, 0.799, and 0.854, respectively, and the multigene combination could stratify patients into significantly different prognostic groups (hazard ratio [HR]=0.2223, log-rank P<0.0001). Meanwhile, the corresponding AUCs in the test set was 0.767, 0.721, 0.735, and 0.703, respectively, and the multigene combination could classify patients into different risk groups (HR=0.3793, log-rank P=0.0021). The multigene combination could stratify patients with early stage and advanced stage into significantly different survival groups in the training set and test set. The prognostication performance of the multigene combination was better compared with 3 existing prognostic signatures. Finally, a multigene containing nomogram was developed.

CONCLUSIONS: We developed a multigene combination which could be treated as an independent prognostic factor in cervical cancer and be translated into clinical application.

Keywords: Biological Markers, Proportional Hazards Models, Aged, 80 and over, Area Under Curve, Decision Making, Disease-Free Survival, Multivariate Analysis, ROC Curve, Reproducibility of Results, Risk Factors, young adult

Add Comment 0 Comments

Editorial

01 January 2026 : Editorial  

Editorial: Increasing Awareness of Lung Cancer in Non-Smokers and Never-Smokers Challenges Current Approaches to Prevention and Screening

Dinah V. Parums ORCID logo

DOI: 10.12659/MSM.952454

Med Sci Monit 2026; 32:e952454

0:00

In Press

Clinical Research  

Institutional and Regional Variations in Access to Clinical Trials and Next-Generation Sequencing in Turkis...

Med Sci Monit In Press; DOI: 10.12659/MSM.951027  

Clinical Research  

Low-Intensity Blood Flow-Restricted Multi-Joint Exercise Improves Muscle Function in Patients With Patellof...

Med Sci Monit In Press; DOI: 10.12659/MSM.950516  

Review article  

Musculoskeletal Ultrasound and MRI in the Evaluation of Chemotherapy-Induced Peripheral Neuropathy: A Review

Med Sci Monit In Press; DOI: 10.12659/MSM.951283  

Clinical Research  

Sensory Processing, Dissociation, and Affective Symptoms in Misophonia: A Cross-Sectional Study of 35 Adults

Med Sci Monit In Press; DOI: 10.12659/MSM.950938  

Most Viewed Current Articles

17 Jan 2024 : Review article   10,187,196

Vaccination Guidelines for Pregnant Women: Addressing COVID-19 and the Omicron Variant

DOI :10.12659/MSM.942799

Med Sci Monit 2024; 30:e942799

0:00

13 Nov 2021 : Clinical Research   3,708,487

Acceptance of COVID-19 Vaccination and Its Associated Factors Among Cancer Patients Attending the Oncology ...

DOI :10.12659/MSM.932788

Med Sci Monit 2021; 27:e932788

0:00

14 Dec 2022 : Clinical Research   2,341,643

Prevalence and Variability of Allergen-Specific Immunoglobulin E in Patients with Elevated Tryptase Levels

DOI :10.12659/MSM.937990

Med Sci Monit 2022; 28:e937990

0:00

16 May 2023 : Clinical Research   706,524

Electrophysiological Testing for an Auditory Processing Disorder and Reading Performance in 54 School Stude...

DOI :10.12659/MSM.940387

Med Sci Monit 2023; 29:e940387

0:00

Your Privacy

We use cookies to ensure the functionality of our website, to personalize content and advertising, to provide social media features, and to analyze our traffic. If you allow us to do so, we also inform our social media, advertising and analysis partners about your use of our website, You can decise for yourself which categories you you want to deny or allow. Please note that based on your settings not all functionalities of the site are available. View our privacy policy.

Medical Science Monitor eISSN: 1643-3750
Medical Science Monitor eISSN: 1643-3750