Cargando…

Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria

BACKGROUND: Hepatectomy is the most common treatment for hepatocellular carcinoma (HCC) meeting the Milan criteria; however, postoperative early recurrence (PER) compromises the survival time. This study aimed to construct a predictive nomogram for PER of HCC patients within the Milan criteria. And...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhang, Shuqi, Xu, Liangliang, Dai, Fuzhen, Wang, Peng, Luo, Jianchen, Zhang, Ming, Xu, Mingqing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: AME Publishing Company 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9469168/
https://www.ncbi.nlm.nih.gov/pubmed/36110988
http://dx.doi.org/10.21037/atm-22-3390
_version_ 1784788581244469248
author Zhang, Shuqi
Xu, Liangliang
Dai, Fuzhen
Wang, Peng
Luo, Jianchen
Zhang, Ming
Xu, Mingqing
author_facet Zhang, Shuqi
Xu, Liangliang
Dai, Fuzhen
Wang, Peng
Luo, Jianchen
Zhang, Ming
Xu, Mingqing
author_sort Zhang, Shuqi
collection PubMed
description BACKGROUND: Hepatectomy is the most common treatment for hepatocellular carcinoma (HCC) meeting the Milan criteria; however, postoperative early recurrence (PER) compromises the survival time. This study aimed to construct a predictive nomogram for PER of HCC patients within the Milan criteria. And the underlying mechanism related to PER may associate with the independent risk factors used to construct the nomogram, therefore, we preliminarily investigated the potential mechanism of PER using The Cancer Genome Atlas (TCGA) database to provide an idea for preventing PER. METHODS: Patients with HCC meeting the Milan criteria receiving hepatectomy in our center between 2009 and 2015 were enrolled. The clinical and histological data of all participants were collected. Follow-up was performed at outpatient and PER was defined as recurrence within 2 years after resection. All participants were randomly assigned to the training or validation cohort at a 4:1 ratio. A nomogram was constructed based on the independent risk factors in the training cohort. The accuracy and clinical utility of this nomogram were evaluated using the C-index, calibration plot, and decision curve analysis (DCA). The differentially-expressed genes (DEGs) between early-stage HCC patients with and without PER in TCGA database were identified. Enrichment analysis was performed to determine the potential relapse-related mechanism. RESULTS: The independent risk factors were alpha-fetoprotein (AFP) ≥400 ng/mL, gamma-glutamyl transpeptidase (GGT) ≥60 U/L, Glisson’s capsule invasion, microvascular invasion (MVI), and satellite lesions. The C-index value of the nomogram was 0.693 [95% confidence interval (CI): 0.632–0.754; P<0.001] in the training cohort and 0.658 (95% CI: 0.529–0.787; P=0.016) in the validation cohort. The calibration and decision curves demonstrated good accuracy and clinical utility of this nomogram respectively. 133 DEGs were identified and enrichment analysis showed the bile secretion pathway related to PER and two bile secretion pathway-related genes {ATP1A2 [P=0.027; hazard ratio (HR) =2.086, 95% CI: 0.916–4.749] and SLC5A1 (P=0.0016; HR =0.361, 95% CI: 0.145–0.898)} were significantly associated with disease free survival (DFS). CONCLUSIONS: Our nomogram has satisfactory accuracy and clinical utility in predicting the PER of patients with HCC meeting the Milan criteria. Aberrant bile secretion may be an important mechanism of PER.
format Online
Article
Text
id pubmed-9469168
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher AME Publishing Company
record_format MEDLINE/PubMed
spelling pubmed-94691682022-09-14 Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria Zhang, Shuqi Xu, Liangliang Dai, Fuzhen Wang, Peng Luo, Jianchen Zhang, Ming Xu, Mingqing Ann Transl Med Original Article BACKGROUND: Hepatectomy is the most common treatment for hepatocellular carcinoma (HCC) meeting the Milan criteria; however, postoperative early recurrence (PER) compromises the survival time. This study aimed to construct a predictive nomogram for PER of HCC patients within the Milan criteria. And the underlying mechanism related to PER may associate with the independent risk factors used to construct the nomogram, therefore, we preliminarily investigated the potential mechanism of PER using The Cancer Genome Atlas (TCGA) database to provide an idea for preventing PER. METHODS: Patients with HCC meeting the Milan criteria receiving hepatectomy in our center between 2009 and 2015 were enrolled. The clinical and histological data of all participants were collected. Follow-up was performed at outpatient and PER was defined as recurrence within 2 years after resection. All participants were randomly assigned to the training or validation cohort at a 4:1 ratio. A nomogram was constructed based on the independent risk factors in the training cohort. The accuracy and clinical utility of this nomogram were evaluated using the C-index, calibration plot, and decision curve analysis (DCA). The differentially-expressed genes (DEGs) between early-stage HCC patients with and without PER in TCGA database were identified. Enrichment analysis was performed to determine the potential relapse-related mechanism. RESULTS: The independent risk factors were alpha-fetoprotein (AFP) ≥400 ng/mL, gamma-glutamyl transpeptidase (GGT) ≥60 U/L, Glisson’s capsule invasion, microvascular invasion (MVI), and satellite lesions. The C-index value of the nomogram was 0.693 [95% confidence interval (CI): 0.632–0.754; P<0.001] in the training cohort and 0.658 (95% CI: 0.529–0.787; P=0.016) in the validation cohort. The calibration and decision curves demonstrated good accuracy and clinical utility of this nomogram respectively. 133 DEGs were identified and enrichment analysis showed the bile secretion pathway related to PER and two bile secretion pathway-related genes {ATP1A2 [P=0.027; hazard ratio (HR) =2.086, 95% CI: 0.916–4.749] and SLC5A1 (P=0.0016; HR =0.361, 95% CI: 0.145–0.898)} were significantly associated with disease free survival (DFS). CONCLUSIONS: Our nomogram has satisfactory accuracy and clinical utility in predicting the PER of patients with HCC meeting the Milan criteria. Aberrant bile secretion may be an important mechanism of PER. AME Publishing Company 2022-08 /pmc/articles/PMC9469168/ /pubmed/36110988 http://dx.doi.org/10.21037/atm-22-3390 Text en 2022 Annals of Translational Medicine. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Original Article
Zhang, Shuqi
Xu, Liangliang
Dai, Fuzhen
Wang, Peng
Luo, Jianchen
Zhang, Ming
Xu, Mingqing
Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title_full Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title_fullStr Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title_full_unstemmed Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title_short Construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the Milan criteria
title_sort construction of a predictive nomogram and bioinformatic investigation of the potential mechanism of postoperative early recurrence of hepatocellular carcinoma meeting the milan criteria
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9469168/
https://www.ncbi.nlm.nih.gov/pubmed/36110988
http://dx.doi.org/10.21037/atm-22-3390
work_keys_str_mv AT zhangshuqi constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT xuliangliang constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT daifuzhen constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT wangpeng constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT luojianchen constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT zhangming constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria
AT xumingqing constructionofapredictivenomogramandbioinformaticinvestigationofthepotentialmechanismofpostoperativeearlyrecurrenceofhepatocellularcarcinomameetingthemilancriteria