The Chronic Lymphocytic Leukemia Comorbidity Index (CLL-CI): A Three-Factor Comorbidity Model
Comorbid medical conditions define a subset of patients with chronic lymphocytic leukemia (CLL) with poor outcomes. However, which comorbidities are most predictive remains understudied. We conducted a retrospective analysis from 10 academic centers to ascertain the relative importance of comorbidit...
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creator | Gordon, Max J Kaempf, Andy Sitlinger, Andrea Shouse, Geoffrey Mei, Matthew Brander, Danielle M Salous, Tareq Hill, Brian T Alqahtani, Hamood Choi, Michael Churnetski, Michael C Cohen, Jonathon B Stephens, Deborah M Siddiqi, Tanya Rivera, Xavier Persky, Daniel Wisniewski, Paul Patel, Krish Shadman, Mazyar Park, Byung Danilov, Alexey V |
description | Comorbid medical conditions define a subset of patients with chronic lymphocytic leukemia (CLL) with poor outcomes. However, which comorbidities are most predictive remains understudied.
We conducted a retrospective analysis from 10 academic centers to ascertain the relative importance of comorbidities assessed by the cumulative illness rating scale (CIRS). The influence of specific comorbidities on event-free survival (EFS) was assessed in this derivation dataset using random survival forests to construct a CLL-specific comorbidity index (CLL-CI). Cox models were then fit to this dataset and to a single-center, independent validation dataset.
The derivation and validation sets comprised 570 patients (59% receiving Bruton tyrosine kinase inhibitor, BTKi) and 167 patients (50% receiving BTKi), respectively. Of the 14 CIRS organ systems, three had a strong and stable influence on EFS: any vascular, moderate/severe endocrine, moderate/severe upper gastrointestinal comorbidity. These were combined to create the CLL-CI score, which was categorized into 3 risk groups. In the derivation dataset, the median EFS values were 58, 33, and 20 months in the low, intermediate, and high-risk groups, correspondingly. Two-year overall survival (OS) rates were 96%, 91%, and 82%. In the validation dataset, median EFS values were 81, 40, and 23 months (two-year OS rates 97%/92%/88%), correspondingly. Adjusting for prognostic factors, CLL-CI was significantly associated with EFS in patients treated with either chemo-immunotherapy or with BTKi in each of our 2 datasets.
The CLL-CI is a simplified, CLL-specific comorbidity index that can be easily applied in clinical practice and correlates with survival in CLL. |
doi_str_mv | 10.1158/1078-0432.CCR-20-3993 |
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We conducted a retrospective analysis from 10 academic centers to ascertain the relative importance of comorbidities assessed by the cumulative illness rating scale (CIRS). The influence of specific comorbidities on event-free survival (EFS) was assessed in this derivation dataset using random survival forests to construct a CLL-specific comorbidity index (CLL-CI). Cox models were then fit to this dataset and to a single-center, independent validation dataset.
The derivation and validation sets comprised 570 patients (59% receiving Bruton tyrosine kinase inhibitor, BTKi) and 167 patients (50% receiving BTKi), respectively. Of the 14 CIRS organ systems, three had a strong and stable influence on EFS: any vascular, moderate/severe endocrine, moderate/severe upper gastrointestinal comorbidity. These were combined to create the CLL-CI score, which was categorized into 3 risk groups. In the derivation dataset, the median EFS values were 58, 33, and 20 months in the low, intermediate, and high-risk groups, correspondingly. Two-year overall survival (OS) rates were 96%, 91%, and 82%. In the validation dataset, median EFS values were 81, 40, and 23 months (two-year OS rates 97%/92%/88%), correspondingly. Adjusting for prognostic factors, CLL-CI was significantly associated with EFS in patients treated with either chemo-immunotherapy or with BTKi in each of our 2 datasets.
The CLL-CI is a simplified, CLL-specific comorbidity index that can be easily applied in clinical practice and correlates with survival in CLL.</description><identifier>ISSN: 1078-0432</identifier><identifier>ISSN: 1557-3265</identifier><identifier>EISSN: 1557-3265</identifier><identifier>DOI: 10.1158/1078-0432.CCR-20-3993</identifier><identifier>PMID: 34168050</identifier><language>eng</language><publisher>United States</publisher><subject>Adult ; Aged ; Aged, 80 and over ; Humans ; Leukemia, Lymphocytic, Chronic, B-Cell - complications ; Middle Aged ; Progression-Free Survival ; Proportional Hazards Models ; Retrospective Studies</subject><ispartof>Clinical cancer research, 2021-09, Vol.27 (17), p.4814-4824</ispartof><rights>2021 American Association for Cancer Research.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c411t-59fdfe6b6897f7fae65b7b85be419cbde991acb8324842fd8f31d5a5c34513e3</citedby><cites>FETCH-LOGICAL-c411t-59fdfe6b6897f7fae65b7b85be419cbde991acb8324842fd8f31d5a5c34513e3</cites><orcidid>0000-0002-2231-5527 ; 0000-0001-5292-8298 ; 0000-0002-7917-5713 ; 0000-0003-3516-7516 ; 0000-0002-2446-098X ; 0000-0002-3483-2142 ; 0000-0002-1109-6955</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,3356,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34168050$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Gordon, Max J</creatorcontrib><creatorcontrib>Kaempf, Andy</creatorcontrib><creatorcontrib>Sitlinger, Andrea</creatorcontrib><creatorcontrib>Shouse, Geoffrey</creatorcontrib><creatorcontrib>Mei, Matthew</creatorcontrib><creatorcontrib>Brander, Danielle M</creatorcontrib><creatorcontrib>Salous, Tareq</creatorcontrib><creatorcontrib>Hill, Brian T</creatorcontrib><creatorcontrib>Alqahtani, Hamood</creatorcontrib><creatorcontrib>Choi, Michael</creatorcontrib><creatorcontrib>Churnetski, Michael C</creatorcontrib><creatorcontrib>Cohen, Jonathon B</creatorcontrib><creatorcontrib>Stephens, Deborah M</creatorcontrib><creatorcontrib>Siddiqi, Tanya</creatorcontrib><creatorcontrib>Rivera, Xavier</creatorcontrib><creatorcontrib>Persky, Daniel</creatorcontrib><creatorcontrib>Wisniewski, Paul</creatorcontrib><creatorcontrib>Patel, Krish</creatorcontrib><creatorcontrib>Shadman, Mazyar</creatorcontrib><creatorcontrib>Park, Byung</creatorcontrib><creatorcontrib>Danilov, Alexey V</creatorcontrib><title>The Chronic Lymphocytic Leukemia Comorbidity Index (CLL-CI): A Three-Factor Comorbidity Model</title><title>Clinical cancer research</title><addtitle>Clin Cancer Res</addtitle><description>Comorbid medical conditions define a subset of patients with chronic lymphocytic leukemia (CLL) with poor outcomes. However, which comorbidities are most predictive remains understudied.
We conducted a retrospective analysis from 10 academic centers to ascertain the relative importance of comorbidities assessed by the cumulative illness rating scale (CIRS). The influence of specific comorbidities on event-free survival (EFS) was assessed in this derivation dataset using random survival forests to construct a CLL-specific comorbidity index (CLL-CI). Cox models were then fit to this dataset and to a single-center, independent validation dataset.
The derivation and validation sets comprised 570 patients (59% receiving Bruton tyrosine kinase inhibitor, BTKi) and 167 patients (50% receiving BTKi), respectively. Of the 14 CIRS organ systems, three had a strong and stable influence on EFS: any vascular, moderate/severe endocrine, moderate/severe upper gastrointestinal comorbidity. These were combined to create the CLL-CI score, which was categorized into 3 risk groups. In the derivation dataset, the median EFS values were 58, 33, and 20 months in the low, intermediate, and high-risk groups, correspondingly. Two-year overall survival (OS) rates were 96%, 91%, and 82%. In the validation dataset, median EFS values were 81, 40, and 23 months (two-year OS rates 97%/92%/88%), correspondingly. Adjusting for prognostic factors, CLL-CI was significantly associated with EFS in patients treated with either chemo-immunotherapy or with BTKi in each of our 2 datasets.
The CLL-CI is a simplified, CLL-specific comorbidity index that can be easily applied in clinical practice and correlates with survival in CLL.</description><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Humans</subject><subject>Leukemia, Lymphocytic, Chronic, B-Cell - complications</subject><subject>Middle Aged</subject><subject>Progression-Free Survival</subject><subject>Proportional Hazards Models</subject><subject>Retrospective Studies</subject><issn>1078-0432</issn><issn>1557-3265</issn><issn>1557-3265</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVUU1LxDAUDKLo-vETlB7XQzRpkjbxICzF1YWKIHuVkKavtto2a9oV99_bsiru6Q28mXmPGYTOKbmiVMhrSmKJCWfhVZI845BgphTbQxMqRIxZGIn9Af9yjtBx170RQjkl_BAdMU4jSQSZoJdlCUFSetdWNkg3zap0dtOPGNbv0FQmSFzjfFblVb8JFm0OX8E0SVOcLC5vglmwLD0AnhvbO79DfXQ51KfooDB1B2c_8wQt53fL5AGnT_eLZJZiyyntsVBFXkCURVLFRVwYiEQWZ1JkwKmyWQ5KUWMzyUIueVjksmA0F0ZYxgVlwE7Q7dZ2tc4ayC20vTe1XvmqMX6jnan07qatSv3qPrUcclAsGgymPwbefayh63VTdRbq2rTg1p0OBRcRkYrJgSq2VOtd13ko_s5Qosdm9Ji6HlPXQzM6JHpsZtBd_P_xT_VbBfsGELCKmg</recordid><startdate>20210901</startdate><enddate>20210901</enddate><creator>Gordon, Max J</creator><creator>Kaempf, Andy</creator><creator>Sitlinger, Andrea</creator><creator>Shouse, Geoffrey</creator><creator>Mei, Matthew</creator><creator>Brander, Danielle M</creator><creator>Salous, Tareq</creator><creator>Hill, Brian T</creator><creator>Alqahtani, Hamood</creator><creator>Choi, Michael</creator><creator>Churnetski, Michael C</creator><creator>Cohen, Jonathon B</creator><creator>Stephens, Deborah M</creator><creator>Siddiqi, Tanya</creator><creator>Rivera, Xavier</creator><creator>Persky, Daniel</creator><creator>Wisniewski, Paul</creator><creator>Patel, Krish</creator><creator>Shadman, Mazyar</creator><creator>Park, Byung</creator><creator>Danilov, Alexey V</creator><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/0000-0002-2231-5527</orcidid><orcidid>https://orcid.org/0000-0001-5292-8298</orcidid><orcidid>https://orcid.org/0000-0002-7917-5713</orcidid><orcidid>https://orcid.org/0000-0003-3516-7516</orcidid><orcidid>https://orcid.org/0000-0002-2446-098X</orcidid><orcidid>https://orcid.org/0000-0002-3483-2142</orcidid><orcidid>https://orcid.org/0000-0002-1109-6955</orcidid></search><sort><creationdate>20210901</creationdate><title>The Chronic Lymphocytic Leukemia Comorbidity Index (CLL-CI): A Three-Factor Comorbidity Model</title><author>Gordon, Max J ; Kaempf, Andy ; Sitlinger, Andrea ; Shouse, Geoffrey ; Mei, Matthew ; Brander, Danielle M ; Salous, Tareq ; Hill, Brian T ; Alqahtani, Hamood ; Choi, Michael ; Churnetski, Michael C ; Cohen, Jonathon B ; Stephens, Deborah M ; Siddiqi, Tanya ; Rivera, Xavier ; Persky, Daniel ; Wisniewski, Paul ; Patel, Krish ; Shadman, Mazyar ; Park, Byung ; Danilov, Alexey V</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c411t-59fdfe6b6897f7fae65b7b85be419cbde991acb8324842fd8f31d5a5c34513e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Humans</topic><topic>Leukemia, Lymphocytic, Chronic, B-Cell - complications</topic><topic>Middle Aged</topic><topic>Progression-Free Survival</topic><topic>Proportional Hazards Models</topic><topic>Retrospective Studies</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Gordon, Max J</creatorcontrib><creatorcontrib>Kaempf, Andy</creatorcontrib><creatorcontrib>Sitlinger, Andrea</creatorcontrib><creatorcontrib>Shouse, Geoffrey</creatorcontrib><creatorcontrib>Mei, Matthew</creatorcontrib><creatorcontrib>Brander, Danielle M</creatorcontrib><creatorcontrib>Salous, Tareq</creatorcontrib><creatorcontrib>Hill, Brian T</creatorcontrib><creatorcontrib>Alqahtani, Hamood</creatorcontrib><creatorcontrib>Choi, Michael</creatorcontrib><creatorcontrib>Churnetski, Michael C</creatorcontrib><creatorcontrib>Cohen, Jonathon B</creatorcontrib><creatorcontrib>Stephens, Deborah M</creatorcontrib><creatorcontrib>Siddiqi, Tanya</creatorcontrib><creatorcontrib>Rivera, Xavier</creatorcontrib><creatorcontrib>Persky, Daniel</creatorcontrib><creatorcontrib>Wisniewski, Paul</creatorcontrib><creatorcontrib>Patel, Krish</creatorcontrib><creatorcontrib>Shadman, Mazyar</creatorcontrib><creatorcontrib>Park, Byung</creatorcontrib><creatorcontrib>Danilov, Alexey V</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>Clinical cancer research</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Gordon, Max J</au><au>Kaempf, Andy</au><au>Sitlinger, Andrea</au><au>Shouse, Geoffrey</au><au>Mei, Matthew</au><au>Brander, Danielle M</au><au>Salous, Tareq</au><au>Hill, Brian T</au><au>Alqahtani, Hamood</au><au>Choi, Michael</au><au>Churnetski, Michael C</au><au>Cohen, Jonathon B</au><au>Stephens, Deborah M</au><au>Siddiqi, Tanya</au><au>Rivera, Xavier</au><au>Persky, Daniel</au><au>Wisniewski, Paul</au><au>Patel, Krish</au><au>Shadman, Mazyar</au><au>Park, Byung</au><au>Danilov, Alexey V</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The Chronic Lymphocytic Leukemia Comorbidity Index (CLL-CI): A Three-Factor Comorbidity Model</atitle><jtitle>Clinical cancer research</jtitle><addtitle>Clin Cancer Res</addtitle><date>2021-09-01</date><risdate>2021</risdate><volume>27</volume><issue>17</issue><spage>4814</spage><epage>4824</epage><pages>4814-4824</pages><issn>1078-0432</issn><issn>1557-3265</issn><eissn>1557-3265</eissn><abstract>Comorbid medical conditions define a subset of patients with chronic lymphocytic leukemia (CLL) with poor outcomes. However, which comorbidities are most predictive remains understudied.
We conducted a retrospective analysis from 10 academic centers to ascertain the relative importance of comorbidities assessed by the cumulative illness rating scale (CIRS). The influence of specific comorbidities on event-free survival (EFS) was assessed in this derivation dataset using random survival forests to construct a CLL-specific comorbidity index (CLL-CI). Cox models were then fit to this dataset and to a single-center, independent validation dataset.
The derivation and validation sets comprised 570 patients (59% receiving Bruton tyrosine kinase inhibitor, BTKi) and 167 patients (50% receiving BTKi), respectively. Of the 14 CIRS organ systems, three had a strong and stable influence on EFS: any vascular, moderate/severe endocrine, moderate/severe upper gastrointestinal comorbidity. These were combined to create the CLL-CI score, which was categorized into 3 risk groups. In the derivation dataset, the median EFS values were 58, 33, and 20 months in the low, intermediate, and high-risk groups, correspondingly. Two-year overall survival (OS) rates were 96%, 91%, and 82%. In the validation dataset, median EFS values were 81, 40, and 23 months (two-year OS rates 97%/92%/88%), correspondingly. Adjusting for prognostic factors, CLL-CI was significantly associated with EFS in patients treated with either chemo-immunotherapy or with BTKi in each of our 2 datasets.
The CLL-CI is a simplified, CLL-specific comorbidity index that can be easily applied in clinical practice and correlates with survival in CLL.</abstract><cop>United States</cop><pmid>34168050</pmid><doi>10.1158/1078-0432.CCR-20-3993</doi><tpages>11</tpages><orcidid>https://orcid.org/0000-0002-2231-5527</orcidid><orcidid>https://orcid.org/0000-0001-5292-8298</orcidid><orcidid>https://orcid.org/0000-0002-7917-5713</orcidid><orcidid>https://orcid.org/0000-0003-3516-7516</orcidid><orcidid>https://orcid.org/0000-0002-2446-098X</orcidid><orcidid>https://orcid.org/0000-0002-3483-2142</orcidid><orcidid>https://orcid.org/0000-0002-1109-6955</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Aged, 80 and over Humans Leukemia, Lymphocytic, Chronic, B-Cell - complications Middle Aged Progression-Free Survival Proportional Hazards Models Retrospective Studies |
title | The Chronic Lymphocytic Leukemia Comorbidity Index (CLL-CI): A Three-Factor Comorbidity Model |
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