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Developing a Novel Prognostic Model Based on Muscle-Invasive Bladder Cancer Types: A Multicenter Retrospective Cohort Study of Patients Who Received Radical Cystectomy and Chemotherapy

Background To develop a prognostic model to manage patients with muscle-invasive bladder cancer (MIBC) undergoing radical cystectomy (RC) and chemotherapy. Patients and Methods Clinicopathologic characteristics and survival data were collated from a North American database to develop a model. Genomi...

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Published in:Annals of surgical oncology 2024-12, Vol.31 (13), p.8967-8977
Main Authors: Lai, Shicong, Liu, Jianyong, Hu, Haopu, Song, Yuxuan, Seery, Samuel, Ni, Runfeng, Wang, Huanrui, Zhang, Guan, Hu, Hao, Xu, Tao
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container_end_page 8977
container_issue 13
container_start_page 8967
container_title Annals of surgical oncology
container_volume 31
creator Lai, Shicong
Liu, Jianyong
Hu, Haopu
Song, Yuxuan
Seery, Samuel
Ni, Runfeng
Wang, Huanrui
Zhang, Guan
Hu, Hao
Xu, Tao
description Background To develop a prognostic model to manage patients with muscle-invasive bladder cancer (MIBC) undergoing radical cystectomy (RC) and chemotherapy. Patients and Methods Clinicopathologic characteristics and survival data were collated from a North American database to develop a model. Genomic and clinicopathologic data were also obtained from European and Asian databases to externally validate the model. Patients were classified as either “primary” or “progressive” MIBC according to non-muscle invasive stage history. Optimized cancer-specific survival (CSS) models, based on MIBC types, were constructed using Cox’s proportional hazard regression. Differences of biological function and tumor immunity, between two risk-based groups stratified according to the prognostic model, were estimated. Results There were 2631 participants in the American cohort, 291 in the European cohort and 142 in the Asian cohort. Under Cox’s regression analysis, tumor stage, lymph node stage, age, ethnicity, and MIBC types were independent CSS predictors (all p < 0.05). The constructed nomogram, which integrated these variables, improved the predictive power. This model had good discrimination and calibration. Patients were categorized into high- or low-risk groups according to the total points calculated. Kaplan–Meier curves revealed that patients in the high-risk group had poorer survival ( p < 0.001). This was confirmed with two external validation cohorts (both with p < 0.001). Higher stromal scores and increased M0 and M2 macrophage numbers were observed in samples from the high-risk group, whereas regulatory T cells had lower infiltration in these populations (all with p < 0.05). Conclusions This MIBC type-based nomogram provides accurate CSS predictions, which could help improve patient management and clinical decision-making.
doi_str_mv 10.1245/s10434-024-16226-4
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Patients and Methods Clinicopathologic characteristics and survival data were collated from a North American database to develop a model. Genomic and clinicopathologic data were also obtained from European and Asian databases to externally validate the model. Patients were classified as either “primary” or “progressive” MIBC according to non-muscle invasive stage history. Optimized cancer-specific survival (CSS) models, based on MIBC types, were constructed using Cox’s proportional hazard regression. Differences of biological function and tumor immunity, between two risk-based groups stratified according to the prognostic model, were estimated. Results There were 2631 participants in the American cohort, 291 in the European cohort and 142 in the Asian cohort. Under Cox’s regression analysis, tumor stage, lymph node stage, age, ethnicity, and MIBC types were independent CSS predictors (all p &lt; 0.05). The constructed nomogram, which integrated these variables, improved the predictive power. This model had good discrimination and calibration. Patients were categorized into high- or low-risk groups according to the total points calculated. Kaplan–Meier curves revealed that patients in the high-risk group had poorer survival ( p &lt; 0.001). This was confirmed with two external validation cohorts (both with p &lt; 0.001). Higher stromal scores and increased M0 and M2 macrophage numbers were observed in samples from the high-risk group, whereas regulatory T cells had lower infiltration in these populations (all with p &lt; 0.05). Conclusions This MIBC type-based nomogram provides accurate CSS predictions, which could help improve patient management and clinical decision-making.</description><identifier>ISSN: 1068-9265</identifier><identifier>ISSN: 1534-4681</identifier><identifier>EISSN: 1534-4681</identifier><identifier>DOI: 10.1245/s10434-024-16226-4</identifier><identifier>PMID: 39284988</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Aged ; Antineoplastic Combined Chemotherapy Protocols - therapeutic use ; Bladder cancer ; Carcinoma, Transitional Cell - drug therapy ; Carcinoma, Transitional Cell - mortality ; Carcinoma, Transitional Cell - pathology ; Carcinoma, Transitional Cell - surgery ; Chemotherapy ; Combined Modality Therapy ; Cystectomy ; Decision making ; Female ; Follow-Up Studies ; Humans ; Immunoregulation ; Invasiveness ; Lymph nodes ; Lymphocytes T ; Macrophages ; Male ; Medicine ; Medicine &amp; Public Health ; Metastases ; Middle Aged ; Neoplasm Invasiveness ; Neoplasm Staging ; Nomograms ; Oncology ; Prognosis ; Regression analysis ; Retrospective Studies ; Risk groups ; Surgery ; Surgical Oncology ; Survival Rate ; Tumors ; Urinary Bladder Neoplasms - drug therapy ; Urinary Bladder Neoplasms - mortality ; Urinary Bladder Neoplasms - pathology ; Urinary Bladder Neoplasms - surgery ; Urologic Oncology ; Urological surgery</subject><ispartof>Annals of surgical oncology, 2024-12, Vol.31 (13), p.8967-8977</ispartof><rights>Society of Surgical Oncology 2024. Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.</rights><rights>2024. Society of Surgical Oncology.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c256t-138b7c9a1c07edf64fc793b4f9ccede47e19119ea5bcdd2ea253a3b4265839a73</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/39284988$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Lai, Shicong</creatorcontrib><creatorcontrib>Liu, Jianyong</creatorcontrib><creatorcontrib>Hu, Haopu</creatorcontrib><creatorcontrib>Song, Yuxuan</creatorcontrib><creatorcontrib>Seery, Samuel</creatorcontrib><creatorcontrib>Ni, Runfeng</creatorcontrib><creatorcontrib>Wang, Huanrui</creatorcontrib><creatorcontrib>Zhang, Guan</creatorcontrib><creatorcontrib>Hu, Hao</creatorcontrib><creatorcontrib>Xu, Tao</creatorcontrib><title>Developing a Novel Prognostic Model Based on Muscle-Invasive Bladder Cancer Types: A Multicenter Retrospective Cohort Study of Patients Who Received Radical Cystectomy and Chemotherapy</title><title>Annals of surgical oncology</title><addtitle>Ann Surg Oncol</addtitle><addtitle>Ann Surg Oncol</addtitle><description>Background To develop a prognostic model to manage patients with muscle-invasive bladder cancer (MIBC) undergoing radical cystectomy (RC) and chemotherapy. Patients and Methods Clinicopathologic characteristics and survival data were collated from a North American database to develop a model. Genomic and clinicopathologic data were also obtained from European and Asian databases to externally validate the model. Patients were classified as either “primary” or “progressive” MIBC according to non-muscle invasive stage history. Optimized cancer-specific survival (CSS) models, based on MIBC types, were constructed using Cox’s proportional hazard regression. Differences of biological function and tumor immunity, between two risk-based groups stratified according to the prognostic model, were estimated. Results There were 2631 participants in the American cohort, 291 in the European cohort and 142 in the Asian cohort. Under Cox’s regression analysis, tumor stage, lymph node stage, age, ethnicity, and MIBC types were independent CSS predictors (all p &lt; 0.05). The constructed nomogram, which integrated these variables, improved the predictive power. This model had good discrimination and calibration. Patients were categorized into high- or low-risk groups according to the total points calculated. Kaplan–Meier curves revealed that patients in the high-risk group had poorer survival ( p &lt; 0.001). This was confirmed with two external validation cohorts (both with p &lt; 0.001). Higher stromal scores and increased M0 and M2 macrophage numbers were observed in samples from the high-risk group, whereas regulatory T cells had lower infiltration in these populations (all with p &lt; 0.05). 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Public Health</topic><topic>Metastases</topic><topic>Middle Aged</topic><topic>Neoplasm Invasiveness</topic><topic>Neoplasm Staging</topic><topic>Nomograms</topic><topic>Oncology</topic><topic>Prognosis</topic><topic>Regression analysis</topic><topic>Retrospective Studies</topic><topic>Risk groups</topic><topic>Surgery</topic><topic>Surgical Oncology</topic><topic>Survival Rate</topic><topic>Tumors</topic><topic>Urinary Bladder Neoplasms - drug therapy</topic><topic>Urinary Bladder Neoplasms - mortality</topic><topic>Urinary Bladder Neoplasms - pathology</topic><topic>Urinary Bladder Neoplasms - surgery</topic><topic>Urologic Oncology</topic><topic>Urological surgery</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lai, Shicong</creatorcontrib><creatorcontrib>Liu, Jianyong</creatorcontrib><creatorcontrib>Hu, Haopu</creatorcontrib><creatorcontrib>Song, Yuxuan</creatorcontrib><creatorcontrib>Seery, Samuel</creatorcontrib><creatorcontrib>Ni, Runfeng</creatorcontrib><creatorcontrib>Wang, Huanrui</creatorcontrib><creatorcontrib>Zhang, Guan</creatorcontrib><creatorcontrib>Hu, Hao</creatorcontrib><creatorcontrib>Xu, Tao</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Annals of surgical oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lai, Shicong</au><au>Liu, Jianyong</au><au>Hu, Haopu</au><au>Song, Yuxuan</au><au>Seery, Samuel</au><au>Ni, Runfeng</au><au>Wang, Huanrui</au><au>Zhang, Guan</au><au>Hu, Hao</au><au>Xu, Tao</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Developing a Novel Prognostic Model Based on Muscle-Invasive Bladder Cancer Types: A Multicenter Retrospective Cohort Study of Patients Who Received Radical Cystectomy and Chemotherapy</atitle><jtitle>Annals of surgical oncology</jtitle><stitle>Ann Surg Oncol</stitle><addtitle>Ann Surg Oncol</addtitle><date>2024-12-01</date><risdate>2024</risdate><volume>31</volume><issue>13</issue><spage>8967</spage><epage>8977</epage><pages>8967-8977</pages><issn>1068-9265</issn><issn>1534-4681</issn><eissn>1534-4681</eissn><abstract>Background To develop a prognostic model to manage patients with muscle-invasive bladder cancer (MIBC) undergoing radical cystectomy (RC) and chemotherapy. Patients and Methods Clinicopathologic characteristics and survival data were collated from a North American database to develop a model. Genomic and clinicopathologic data were also obtained from European and Asian databases to externally validate the model. Patients were classified as either “primary” or “progressive” MIBC according to non-muscle invasive stage history. Optimized cancer-specific survival (CSS) models, based on MIBC types, were constructed using Cox’s proportional hazard regression. Differences of biological function and tumor immunity, between two risk-based groups stratified according to the prognostic model, were estimated. Results There were 2631 participants in the American cohort, 291 in the European cohort and 142 in the Asian cohort. Under Cox’s regression analysis, tumor stage, lymph node stage, age, ethnicity, and MIBC types were independent CSS predictors (all p &lt; 0.05). The constructed nomogram, which integrated these variables, improved the predictive power. This model had good discrimination and calibration. Patients were categorized into high- or low-risk groups according to the total points calculated. Kaplan–Meier curves revealed that patients in the high-risk group had poorer survival ( p &lt; 0.001). This was confirmed with two external validation cohorts (both with p &lt; 0.001). Higher stromal scores and increased M0 and M2 macrophage numbers were observed in samples from the high-risk group, whereas regulatory T cells had lower infiltration in these populations (all with p &lt; 0.05). Conclusions This MIBC type-based nomogram provides accurate CSS predictions, which could help improve patient management and clinical decision-making.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>39284988</pmid><doi>10.1245/s10434-024-16226-4</doi><tpages>11</tpages></addata></record>
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subjects Aged
Antineoplastic Combined Chemotherapy Protocols - therapeutic use
Bladder cancer
Carcinoma, Transitional Cell - drug therapy
Carcinoma, Transitional Cell - mortality
Carcinoma, Transitional Cell - pathology
Carcinoma, Transitional Cell - surgery
Chemotherapy
Combined Modality Therapy
Cystectomy
Decision making
Female
Follow-Up Studies
Humans
Immunoregulation
Invasiveness
Lymph nodes
Lymphocytes T
Macrophages
Male
Medicine
Medicine & Public Health
Metastases
Middle Aged
Neoplasm Invasiveness
Neoplasm Staging
Nomograms
Oncology
Prognosis
Regression analysis
Retrospective Studies
Risk groups
Surgery
Surgical Oncology
Survival Rate
Tumors
Urinary Bladder Neoplasms - drug therapy
Urinary Bladder Neoplasms - mortality
Urinary Bladder Neoplasms - pathology
Urinary Bladder Neoplasms - surgery
Urologic Oncology
Urological surgery
title Developing a Novel Prognostic Model Based on Muscle-Invasive Bladder Cancer Types: A Multicenter Retrospective Cohort Study of Patients Who Received Radical Cystectomy and Chemotherapy
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