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Prognostic factors for overall survival in patients with clear cell metastatic renal cell carcinoma: Model development and external validation with Memorial Sloan Kettering Cancer Center model and the international metastatic renal cell carcinoma database consortium model
To develop a new prognostic model for the overall survival of patients with clear cell metastatic renal cell carcinoma (mRCC) using Korean Renal Cancer Study Group (KRoCS) database and compared it with 2 renowned prognostic models: the Memorial Sloan Kettering Cancer Center (MSKCC) and the internati...
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Published in: | Medicine (Baltimore) 2021-08, Vol.100 (31), p.e26826-e26826 |
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creator | Shin, Dongrul Jeong, Chang Wook Song, Cheryn Kang, Minyong Seo, Seong Il Kim, Jung Kwon Lee, Hakmin Chung, Jinsoo Hong, Sung-Hoo Hwang, Eu Chang Kwak, Cheol Park, Jae Young |
description | To develop a new prognostic model for the overall survival of patients with clear cell metastatic renal cell carcinoma (mRCC) using Korean Renal Cancer Study Group (KRoCS) database and compared it with 2 renowned prognostic models: the Memorial Sloan Kettering Cancer Center (MSKCC) and the international metastatic renal cell carcinoma database consortium (IMDC) models.Data of 790 patients diagnosed with mRCC and receiving targeted therapy as their first-line treatment were pooled to this study. Data from 4 hospitals (n = 619) were used to develop the new model and those from other 5 hospitals (n = 171) were used for external validation. After detecting prognostic factors in multivariable Cox proportional-hazards regression analysis, patients were classified into 3 risk groups, favorable (0), intermediate (1-2), and poor (3 and more) by the number of prognostic factors.Seven variables such as more than 2 metastasis sites, no prior nephrectomy, Eastern Cooperative Oncology Group performance status ≥2, low hemoglobin, high serum corrected calcium, high neutrophil, high serum alkaline phosphatase were identified as prognostic factors for poor overall survival. Also, risk groups were categorized into 3 groups; median overall survival was 61.1 months in favorable, 26.5 months in intermediate, and 6.8 months in poor group. KRoCS ranked the first in all 3 statistical parameters including akaike information criterion (AIC), concordance index and generalized R2 among other prognostic models.We developed the KRoCS model and validated it externally with demonstrating its superiority over MSKCC and IMDC models. The KRoCS model can provide useful information for counseling patients with clear cell mRCC regarding life-expectancy. |
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Data from 4 hospitals (n = 619) were used to develop the new model and those from other 5 hospitals (n = 171) were used for external validation. After detecting prognostic factors in multivariable Cox proportional-hazards regression analysis, patients were classified into 3 risk groups, favorable (0), intermediate (1-2), and poor (3 and more) by the number of prognostic factors.Seven variables such as more than 2 metastasis sites, no prior nephrectomy, Eastern Cooperative Oncology Group performance status ≥2, low hemoglobin, high serum corrected calcium, high neutrophil, high serum alkaline phosphatase were identified as prognostic factors for poor overall survival. Also, risk groups were categorized into 3 groups; median overall survival was 61.1 months in favorable, 26.5 months in intermediate, and 6.8 months in poor group. KRoCS ranked the first in all 3 statistical parameters including akaike information criterion (AIC), concordance index and generalized R2 among other prognostic models.We developed the KRoCS model and validated it externally with demonstrating its superiority over MSKCC and IMDC models. The KRoCS model can provide useful information for counseling patients with clear cell mRCC regarding life-expectancy.</description><identifier>ISSN: 0025-7974</identifier><identifier>EISSN: 1536-5964</identifier><identifier>DOI: 10.1097/MD.0000000000026826</identifier><identifier>PMID: 34397846</identifier><language>eng</language><publisher>United States: Lippincott Williams & Wilkins</publisher><subject>Carcinoma, Renal Cell - diagnosis ; Carcinoma, Renal Cell - mortality ; Carcinoma, Renal Cell - pathology ; Carcinoma, Renal Cell - therapy ; Female ; Humans ; Life Expectancy ; Male ; Middle Aged ; Models, Statistical ; Molecular Targeted Therapy - methods ; Neoplasm Staging ; Observational Study ; Patient Care Planning - standards ; Prognosis ; Quality Improvement ; Reproducibility of Results ; Republic of Korea - epidemiology ; Risk Assessment - methods ; Risk Assessment - standards ; Risk Factors ; Survival Analysis</subject><ispartof>Medicine (Baltimore), 2021-08, Vol.100 (31), p.e26826-e26826</ispartof><rights>Lippincott Williams & Wilkins</rights><rights>Copyright © 2021 the Author(s). Published by Wolters Kluwer Health, Inc.</rights><rights>Copyright © 2021 the Author(s). Published by Wolters Kluwer Health, Inc. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3559-eb1e5fd7477bd356ebdce83b6c385527f3bdf1b7874d377551bc4130b81b465f3</cites><orcidid>0000-0002-6664-6846</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341338/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341338/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34397846$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Shin, Dongrul</creatorcontrib><creatorcontrib>Jeong, Chang Wook</creatorcontrib><creatorcontrib>Song, Cheryn</creatorcontrib><creatorcontrib>Kang, Minyong</creatorcontrib><creatorcontrib>Seo, Seong Il</creatorcontrib><creatorcontrib>Kim, Jung Kwon</creatorcontrib><creatorcontrib>Lee, Hakmin</creatorcontrib><creatorcontrib>Chung, Jinsoo</creatorcontrib><creatorcontrib>Hong, Sung-Hoo</creatorcontrib><creatorcontrib>Hwang, Eu Chang</creatorcontrib><creatorcontrib>Kwak, Cheol</creatorcontrib><creatorcontrib>Park, Jae Young</creatorcontrib><title>Prognostic factors for overall survival in patients with clear cell metastatic renal cell carcinoma: Model development and external validation with Memorial Sloan Kettering Cancer Center model and the international metastatic renal cell carcinoma database consortium model</title><title>Medicine (Baltimore)</title><addtitle>Medicine (Baltimore)</addtitle><description>To develop a new prognostic model for the overall survival of patients with clear cell metastatic renal cell carcinoma (mRCC) using Korean Renal Cancer Study Group (KRoCS) database and compared it with 2 renowned prognostic models: the Memorial Sloan Kettering Cancer Center (MSKCC) and the international metastatic renal cell carcinoma database consortium (IMDC) models.Data of 790 patients diagnosed with mRCC and receiving targeted therapy as their first-line treatment were pooled to this study. Data from 4 hospitals (n = 619) were used to develop the new model and those from other 5 hospitals (n = 171) were used for external validation. After detecting prognostic factors in multivariable Cox proportional-hazards regression analysis, patients were classified into 3 risk groups, favorable (0), intermediate (1-2), and poor (3 and more) by the number of prognostic factors.Seven variables such as more than 2 metastasis sites, no prior nephrectomy, Eastern Cooperative Oncology Group performance status ≥2, low hemoglobin, high serum corrected calcium, high neutrophil, high serum alkaline phosphatase were identified as prognostic factors for poor overall survival. Also, risk groups were categorized into 3 groups; median overall survival was 61.1 months in favorable, 26.5 months in intermediate, and 6.8 months in poor group. KRoCS ranked the first in all 3 statistical parameters including akaike information criterion (AIC), concordance index and generalized R2 among other prognostic models.We developed the KRoCS model and validated it externally with demonstrating its superiority over MSKCC and IMDC models. The KRoCS model can provide useful information for counseling patients with clear cell mRCC regarding life-expectancy.</description><subject>Carcinoma, Renal Cell - diagnosis</subject><subject>Carcinoma, Renal Cell - mortality</subject><subject>Carcinoma, Renal Cell - pathology</subject><subject>Carcinoma, Renal Cell - therapy</subject><subject>Female</subject><subject>Humans</subject><subject>Life Expectancy</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Models, Statistical</subject><subject>Molecular Targeted Therapy - methods</subject><subject>Neoplasm Staging</subject><subject>Observational Study</subject><subject>Patient Care Planning - standards</subject><subject>Prognosis</subject><subject>Quality Improvement</subject><subject>Reproducibility of Results</subject><subject>Republic of Korea - epidemiology</subject><subject>Risk Assessment - methods</subject><subject>Risk Assessment - standards</subject><subject>Risk Factors</subject><subject>Survival Analysis</subject><issn>0025-7974</issn><issn>1536-5964</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNqFkk1v1DAQhgMC0aUgcUdCPnJJseM4TjhUQlsKiK5AAs6W7Ux2DY692M4u_Ps6u6V8XPDBlmbe95nxaIriKcFnBHf8xeriDP8-VdNWzd1iQRhtStY19b1ikaOs5B2vT4qHMX7FmFBe1Q-KE1rTjrd1s7jz5GPwa-djMhoNUicfIhp8QH4HQVqL4hR2ZictMg5tZTLgUkR7kzZIW5ABaciiEZKMSc6MAC6LD1EtgzbOj_IlWvkeLOphB9Zvx8xA0vUIfiQIszzzTZ_t3h3RKxh9MDnxyXrp0HtIWWjcGi2l0xDQMhPyMx6oMyltIDd4oM0U-d-WUC4nlYyAtHfRh2Sm8ch7VNwfpI3w-OY9Lb5cvv68fFtefXjzbvnqqtSUsa4ERYANPa85Vz1lDaheQ0tVo2nLWMUHqvqBKN7yuqecM0aUrgnFqiWqbthAT4vzI3c7qRGy2aU8cLENZpThp_DSiL8zzmzE2u9ESzOHthnw_AYQ_PcJYhKjifMvpQM_RVGxhnRVne8spUepDj7GAMNtGYLFvEtidSH-3aXsevZnh7eeX8uTBfVRsPc2zz5-s9MegtiAtGlz4DHeVWWFK4Jb3OByjnT0GjZK3Y8</recordid><startdate>20210806</startdate><enddate>20210806</enddate><creator>Shin, Dongrul</creator><creator>Jeong, Chang Wook</creator><creator>Song, Cheryn</creator><creator>Kang, Minyong</creator><creator>Seo, Seong Il</creator><creator>Kim, Jung Kwon</creator><creator>Lee, Hakmin</creator><creator>Chung, Jinsoo</creator><creator>Hong, Sung-Hoo</creator><creator>Hwang, Eu Chang</creator><creator>Kwak, Cheol</creator><creator>Park, Jae Young</creator><general>Lippincott Williams & Wilkins</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-6664-6846</orcidid></search><sort><creationdate>20210806</creationdate><title>Prognostic factors for overall survival in patients with clear cell metastatic renal cell carcinoma: Model development and external validation with Memorial Sloan Kettering Cancer Center model and the international metastatic renal cell carcinoma database consortium model</title><author>Shin, Dongrul ; Jeong, Chang Wook ; Song, Cheryn ; Kang, Minyong ; Seo, Seong Il ; Kim, Jung Kwon ; Lee, Hakmin ; Chung, Jinsoo ; Hong, Sung-Hoo ; Hwang, Eu Chang ; Kwak, Cheol ; Park, Jae Young</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3559-eb1e5fd7477bd356ebdce83b6c385527f3bdf1b7874d377551bc4130b81b465f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Carcinoma, Renal Cell - diagnosis</topic><topic>Carcinoma, Renal Cell - mortality</topic><topic>Carcinoma, Renal Cell - pathology</topic><topic>Carcinoma, Renal Cell - therapy</topic><topic>Female</topic><topic>Humans</topic><topic>Life Expectancy</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Models, Statistical</topic><topic>Molecular Targeted Therapy - methods</topic><topic>Neoplasm Staging</topic><topic>Observational Study</topic><topic>Patient Care Planning - standards</topic><topic>Prognosis</topic><topic>Quality Improvement</topic><topic>Reproducibility of Results</topic><topic>Republic of Korea - epidemiology</topic><topic>Risk Assessment - methods</topic><topic>Risk Assessment - standards</topic><topic>Risk Factors</topic><topic>Survival Analysis</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Shin, Dongrul</creatorcontrib><creatorcontrib>Jeong, Chang Wook</creatorcontrib><creatorcontrib>Song, Cheryn</creatorcontrib><creatorcontrib>Kang, Minyong</creatorcontrib><creatorcontrib>Seo, Seong Il</creatorcontrib><creatorcontrib>Kim, Jung Kwon</creatorcontrib><creatorcontrib>Lee, Hakmin</creatorcontrib><creatorcontrib>Chung, Jinsoo</creatorcontrib><creatorcontrib>Hong, Sung-Hoo</creatorcontrib><creatorcontrib>Hwang, Eu Chang</creatorcontrib><creatorcontrib>Kwak, Cheol</creatorcontrib><creatorcontrib>Park, Jae Young</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Medicine (Baltimore)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Shin, Dongrul</au><au>Jeong, Chang Wook</au><au>Song, Cheryn</au><au>Kang, Minyong</au><au>Seo, Seong Il</au><au>Kim, Jung Kwon</au><au>Lee, Hakmin</au><au>Chung, Jinsoo</au><au>Hong, Sung-Hoo</au><au>Hwang, Eu Chang</au><au>Kwak, Cheol</au><au>Park, Jae Young</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Prognostic factors for overall survival in patients with clear cell metastatic renal cell carcinoma: Model development and external validation with Memorial Sloan Kettering Cancer Center model and the international metastatic renal cell carcinoma database consortium model</atitle><jtitle>Medicine (Baltimore)</jtitle><addtitle>Medicine (Baltimore)</addtitle><date>2021-08-06</date><risdate>2021</risdate><volume>100</volume><issue>31</issue><spage>e26826</spage><epage>e26826</epage><pages>e26826-e26826</pages><issn>0025-7974</issn><eissn>1536-5964</eissn><abstract>To develop a new prognostic model for the overall survival of patients with clear cell metastatic renal cell carcinoma (mRCC) using Korean Renal Cancer Study Group (KRoCS) database and compared it with 2 renowned prognostic models: the Memorial Sloan Kettering Cancer Center (MSKCC) and the international metastatic renal cell carcinoma database consortium (IMDC) models.Data of 790 patients diagnosed with mRCC and receiving targeted therapy as their first-line treatment were pooled to this study. Data from 4 hospitals (n = 619) were used to develop the new model and those from other 5 hospitals (n = 171) were used for external validation. After detecting prognostic factors in multivariable Cox proportional-hazards regression analysis, patients were classified into 3 risk groups, favorable (0), intermediate (1-2), and poor (3 and more) by the number of prognostic factors.Seven variables such as more than 2 metastasis sites, no prior nephrectomy, Eastern Cooperative Oncology Group performance status ≥2, low hemoglobin, high serum corrected calcium, high neutrophil, high serum alkaline phosphatase were identified as prognostic factors for poor overall survival. Also, risk groups were categorized into 3 groups; median overall survival was 61.1 months in favorable, 26.5 months in intermediate, and 6.8 months in poor group. KRoCS ranked the first in all 3 statistical parameters including akaike information criterion (AIC), concordance index and generalized R2 among other prognostic models.We developed the KRoCS model and validated it externally with demonstrating its superiority over MSKCC and IMDC models. The KRoCS model can provide useful information for counseling patients with clear cell mRCC regarding life-expectancy.</abstract><cop>United States</cop><pub>Lippincott Williams & Wilkins</pub><pmid>34397846</pmid><doi>10.1097/MD.0000000000026826</doi><orcidid>https://orcid.org/0000-0002-6664-6846</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Carcinoma, Renal Cell - diagnosis Carcinoma, Renal Cell - mortality Carcinoma, Renal Cell - pathology Carcinoma, Renal Cell - therapy Female Humans Life Expectancy Male Middle Aged Models, Statistical Molecular Targeted Therapy - methods Neoplasm Staging Observational Study Patient Care Planning - standards Prognosis Quality Improvement Reproducibility of Results Republic of Korea - epidemiology Risk Assessment - methods Risk Assessment - standards Risk Factors Survival Analysis |
title | Prognostic factors for overall survival in patients with clear cell metastatic renal cell carcinoma: Model development and external validation with Memorial Sloan Kettering Cancer Center model and the international metastatic renal cell carcinoma database consortium model |
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