Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models

Lung adenocarcinoma (LUAD), the most common subtype of lung cancer, is a global health challenge with high recurrence and mortality rates. The coagulation cascade plays an essential role in tumor disease progression and leads to death in LUAD. We differentiated two coagulation-related subtypes in LU...

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Main Authors: Mengyang Han, Xiaoli Wang, Yaqi Li, Jianjun Tan, Chunhua Li, Wang Sheng
Format: Article
Language:English
Published: AIMS Press 2023-04-01
Series:Mathematical Biosciences and Engineering
Subjects:
Online Access:https://www.aimspress.com/article/doi/10.3934/mbe.2023470?viewType=HTML
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author Mengyang Han
Xiaoli Wang
Yaqi Li
Jianjun Tan
Chunhua Li
Wang Sheng
author_facet Mengyang Han
Xiaoli Wang
Yaqi Li
Jianjun Tan
Chunhua Li
Wang Sheng
author_sort Mengyang Han
collection DOAJ
description Lung adenocarcinoma (LUAD), the most common subtype of lung cancer, is a global health challenge with high recurrence and mortality rates. The coagulation cascade plays an essential role in tumor disease progression and leads to death in LUAD. We differentiated two coagulation-related subtypes in LUAD patients in this study based on coagulation pathways collected from the KEGG database. We then demonstrated significant differences between the two coagulation-associated subtypes regarding immune characteristics and prognostic stratification. For risk stratification and prognostic prediction, we developed a coagulation-related risk score prognostic model in the Cancer Genome Atlas (TCGA) cohort. The GEO cohort also validated the predictive value of the coagulation-related risk score in terms of prognosis and immunotherapy. Based on these results, we identified coagulation-related prognostic factors in LUAD, which may serve as a robust prognostic biomarker for therapeutic and immunotherapeutic efficacy. It may contribute to clinical decision-making in patients with LUAD.
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spelling doaj.art-e48fa808c12f42d696d782d4f89de60b2023-05-10T01:24:04ZengAIMS PressMathematical Biosciences and Engineering1551-00182023-04-01206106261065810.3934/mbe.2023470Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic modelsMengyang Han0Xiaoli Wang 1Yaqi Li2Jianjun Tan3Chunhua Li4 Wang Sheng51. Department of Pharmacology, Beijing International Science and Technology Cooperation Base of Antivirus Drug, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China1. Department of Pharmacology, Beijing International Science and Technology Cooperation Base of Antivirus Drug, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China1. Department of Pharmacology, Beijing International Science and Technology Cooperation Base of Antivirus Drug, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China2. Department of Biomedical Engineering, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China2. Department of Biomedical Engineering, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China1. Department of Pharmacology, Beijing International Science and Technology Cooperation Base of Antivirus Drug, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, ChinaLung adenocarcinoma (LUAD), the most common subtype of lung cancer, is a global health challenge with high recurrence and mortality rates. The coagulation cascade plays an essential role in tumor disease progression and leads to death in LUAD. We differentiated two coagulation-related subtypes in LUAD patients in this study based on coagulation pathways collected from the KEGG database. We then demonstrated significant differences between the two coagulation-associated subtypes regarding immune characteristics and prognostic stratification. For risk stratification and prognostic prediction, we developed a coagulation-related risk score prognostic model in the Cancer Genome Atlas (TCGA) cohort. The GEO cohort also validated the predictive value of the coagulation-related risk score in terms of prognosis and immunotherapy. Based on these results, we identified coagulation-related prognostic factors in LUAD, which may serve as a robust prognostic biomarker for therapeutic and immunotherapeutic efficacy. It may contribute to clinical decision-making in patients with LUAD.https://www.aimspress.com/article/doi/10.3934/mbe.2023470?viewType=HTMLlung adenocarcinomacoagulationunsupervised clusteringrisk scoreimmunotherapycascade
spellingShingle Mengyang Han
Xiaoli Wang
Yaqi Li
Jianjun Tan
Chunhua Li
Wang Sheng
Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
Mathematical Biosciences and Engineering
lung adenocarcinoma
coagulation
unsupervised clustering
risk score
immunotherapy
cascade
title Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
title_full Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
title_fullStr Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
title_full_unstemmed Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
title_short Identification of coagulation-associated subtypes of lung adenocarcinoma and establishment of prognostic models
title_sort identification of coagulation associated subtypes of lung adenocarcinoma and establishment of prognostic models
topic lung adenocarcinoma
coagulation
unsupervised clustering
risk score
immunotherapy
cascade
url https://www.aimspress.com/article/doi/10.3934/mbe.2023470?viewType=HTML
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