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Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer
BACKGROUND: Pancreatic head cancer and pancreatic body/tail cancer are considered to have different clinical presentations and to have altered outcomes. METHODS: Ninety cases of pancreatic adenocarcinoma (PDAC) from our institution were used as a discovery set and 166 cases of PDAC from the TCGA coh...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9213676/ https://www.ncbi.nlm.nih.gov/pubmed/35756644 http://dx.doi.org/10.3389/fonc.2022.890715 |
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author | Ge, Weiyu Ma, Jingyu Mao, Tiebo Xu, Haiyan Zhang, Xiaofei Li, Shumin Wang, Yongchao Yao, Jiayu Yue, Ming Jiao, Feng Wang, Yu Zhuo, Meng Han, Ting Hu, Jiong Zhang, Xiao Cui, Jiujie Wang, Liwei |
author_facet | Ge, Weiyu Ma, Jingyu Mao, Tiebo Xu, Haiyan Zhang, Xiaofei Li, Shumin Wang, Yongchao Yao, Jiayu Yue, Ming Jiao, Feng Wang, Yu Zhuo, Meng Han, Ting Hu, Jiong Zhang, Xiao Cui, Jiujie Wang, Liwei |
author_sort | Ge, Weiyu |
collection | PubMed |
description | BACKGROUND: Pancreatic head cancer and pancreatic body/tail cancer are considered to have different clinical presentations and to have altered outcomes. METHODS: Ninety cases of pancreatic adenocarcinoma (PDAC) from our institution were used as a discovery set and 166 cases of PDAC from the TCGA cohort were used as a validation set. According to the anatomical location, the cases of PDAC were divided into the pancreatic head cancer group and the pancreatic body/tail cancer group. Firstly, the different biological functions of the two groups were assessed by ssGSEA. Meanwhile, ESTIMATE and CIBERSORT were conducted to estimate immune infiltration. Then, a novel anatomical site-related risk score (SRS) model was constructed by LASSO and Cox regression. Survival and time-dependent ROC analysis was used to prove the predictive ability of our model in two cohorts. Subsequently, an integrated survival decision tree and a scoring nomogram were constructed to improve prognostic stratification and predictive accuracy for individual patients. In addition, gseaGO and gseaKEGG pathway analyses were performed on genes in the key module by the R package. RESULTS: Overall survival and the objective response rate (ORR) of patients with pancreatic body/tail cancer were markedly superior to those with pancreatic head cancer. In addition, distinct immune characteristics and gene patterns were observed between the two groups. Then, we screened 5 biomarkers related to the prognosis of pancreatic cancer and constructed a more powerful novel SRS model to predict prognosis. CONCLUSIONS: Our research shed some light on the revelation of gene patterns, immune and mutational landscape characterizations, and their relationships in different PDAC locations. |
format | Online Article Text |
id | pubmed-9213676 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92136762022-06-23 Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer Ge, Weiyu Ma, Jingyu Mao, Tiebo Xu, Haiyan Zhang, Xiaofei Li, Shumin Wang, Yongchao Yao, Jiayu Yue, Ming Jiao, Feng Wang, Yu Zhuo, Meng Han, Ting Hu, Jiong Zhang, Xiao Cui, Jiujie Wang, Liwei Front Oncol Oncology BACKGROUND: Pancreatic head cancer and pancreatic body/tail cancer are considered to have different clinical presentations and to have altered outcomes. METHODS: Ninety cases of pancreatic adenocarcinoma (PDAC) from our institution were used as a discovery set and 166 cases of PDAC from the TCGA cohort were used as a validation set. According to the anatomical location, the cases of PDAC were divided into the pancreatic head cancer group and the pancreatic body/tail cancer group. Firstly, the different biological functions of the two groups were assessed by ssGSEA. Meanwhile, ESTIMATE and CIBERSORT were conducted to estimate immune infiltration. Then, a novel anatomical site-related risk score (SRS) model was constructed by LASSO and Cox regression. Survival and time-dependent ROC analysis was used to prove the predictive ability of our model in two cohorts. Subsequently, an integrated survival decision tree and a scoring nomogram were constructed to improve prognostic stratification and predictive accuracy for individual patients. In addition, gseaGO and gseaKEGG pathway analyses were performed on genes in the key module by the R package. RESULTS: Overall survival and the objective response rate (ORR) of patients with pancreatic body/tail cancer were markedly superior to those with pancreatic head cancer. In addition, distinct immune characteristics and gene patterns were observed between the two groups. Then, we screened 5 biomarkers related to the prognosis of pancreatic cancer and constructed a more powerful novel SRS model to predict prognosis. CONCLUSIONS: Our research shed some light on the revelation of gene patterns, immune and mutational landscape characterizations, and their relationships in different PDAC locations. Frontiers Media S.A. 2022-06-08 /pmc/articles/PMC9213676/ /pubmed/35756644 http://dx.doi.org/10.3389/fonc.2022.890715 Text en Copyright © 2022 Ge, Ma, Mao, Xu, Zhang, Li, Wang, Yao, Yue, Jiao, Wang, Zhuo, Han, Hu, Zhang, Cui and Wang https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Ge, Weiyu Ma, Jingyu Mao, Tiebo Xu, Haiyan Zhang, Xiaofei Li, Shumin Wang, Yongchao Yao, Jiayu Yue, Ming Jiao, Feng Wang, Yu Zhuo, Meng Han, Ting Hu, Jiong Zhang, Xiao Cui, Jiujie Wang, Liwei Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title | Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title_full | Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title_fullStr | Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title_full_unstemmed | Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title_short | Distinguishable Prognostic Signatures and Tumor Immunogenicity Between Pancreatic Head Cancer and Pancreatic Body/Tail Cancer |
title_sort | distinguishable prognostic signatures and tumor immunogenicity between pancreatic head cancer and pancreatic body/tail cancer |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9213676/ https://www.ncbi.nlm.nih.gov/pubmed/35756644 http://dx.doi.org/10.3389/fonc.2022.890715 |
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