Back to Search
Start Over
Targeted Proteomics Predicts a Sustained Complete-Response after Transarterial Chemoembolization and Clinical Outcomes in Patients with Hepatocellular Carcinoma: A Prospective Cohort Study
- Source :
- Journal of Proteome Research. 16:1239-1248
- Publication Year :
- 2017
- Publisher :
- American Chemical Society (ACS), 2017.
-
Abstract
- This study was aimed to identify blood-based biomarkers to predict a sustained complete response (CR) after transarterial chemoembolization (TACE) using targeted proteomics. Consecutive patients with HCC who had undergone TACE were prospectively enrolled (training (n = 100) and validation set (n = 80)). Serum samples were obtained before and 6 months after TACE. Treatment responses were evaluated using the modified Response Evaluation Criteria in Solid Tumors (mRECIST). In the training set, the MRM-MS assay identified five marker candidate proteins (LRG1, APCS, BCHE, C7, and FCN3). When this five-marker panel was combined with the best-performing clinical variables (tumor number, baseline PIVKA, and baseline AFP), the resulting ensemble model had the highest area under the receiver operating curve (AUROC) value in predicting a sustained CR after TACE in the training and validation sets (0.881 and 0.813, respectively). Furthermore, the ensemble model was an independent predictor of rapid progression (hazard ratio (HR), 2.889; 95% confidence interval (CI), 1.612-5.178; P value0.001) and overall an unfavorable survival rate (HR, 1.985; 95% CI, 1.024-3.848; P value = 0.042) in the entire population by multivariate analysis. Targeted proteomics-based ensemble model can predict clinical outcomes after TACE. Therefore, this model can aid in determining the best candidates for TACE and the need for adjuvant therapy.
- Subjects :
- Proteomics
0301 basic medicine
Oncology
medicine.medical_specialty
Carcinoma, Hepatocellular
Bioinformatics
Biochemistry
Cohort Studies
03 medical and health sciences
Internal medicine
Biomarkers, Tumor
Humans
Medicine
In patient
Prospective Studies
Chemoembolization, Therapeutic
Prospective cohort study
Complete response
Receiver operating characteristic
business.industry
General Chemistry
Prognosis
medicine.disease
Targeted proteomics
Treatment Outcome
030104 developmental biology
Response Evaluation Criteria in Solid Tumors
LRG1
Hepatocellular carcinoma
Supervised Machine Learning
business
Subjects
Details
- ISSN :
- 15353907 and 15353893
- Volume :
- 16
- Database :
- OpenAIRE
- Journal :
- Journal of Proteome Research
- Accession number :
- edsair.doi.dedup.....9e32cbdf7cb8fdff8f7eec0f368e2e87
- Full Text :
- https://doi.org/10.1021/acs.jproteome.6b00833