Predicting 5- and 10-Year Mortality Risk in Older Adults With Diabetes
Several diabetes clinical practice guidelines suggest that treatment goals may be modified in older adults on the basis of comorbidities, complications, and life expectancy. The long-term benefits of treatment intensification may not outweigh short-term risks for patients with limited life expectanc...
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Veröffentlicht in: | Diabetes care 2020-08, Vol.43 (8), p.1724-1731 |
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description | Several diabetes clinical practice guidelines suggest that treatment goals may be modified in older adults on the basis of comorbidities, complications, and life expectancy. The long-term benefits of treatment intensification may not outweigh short-term risks for patients with limited life expectancy. Because of the uncertainty of determining life expectancy for individual patients, we sought to develop and validate prognostic indices for mortality in older adults with diabetes.
We used a prevalence sample of veterans with diabetes who were aged ≥65 years on 1 January 2006 (
= 275,190). Administrative data were queried for potential predictors that included patient demographics, comorbidities, procedure codes, laboratory values and anthropomorphic measurements, medication history, and previous health service utilization. Logistic least absolute shrinkage and selection operator regressions were used to identify variables independently associated with mortality. The resulting odds ratios were then weighted to create prognostic indices of mortality over 5 and 10 years.
Thirty-seven predictors of mortality were identified: 4 demographic variables, prescriptions for insulin or sulfonylureas or blood pressure medications, 6 biomarkers, previous outpatient and inpatient utilization, and 22 comorbidities/procedures. The prognostic indices showed good discrimination, with C-statistics of 0.74 and 0.76 for 5- and 10-year mortality, respectively. The indices also demonstrated excellent agreement between observed outcome and predictions, with calibration slopes of 1.01 for both 5- and 10-year mortality.
Prognostic indices obtained from administrative data can predict 5- and 10-year mortality in older adults with diabetes. Such a tool may enable clinicians and patients to develop individualized treatment goals that balance risks and benefits of treatment intensification. |
doi_str_mv | 10.2337/dc19-1870 |
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We used a prevalence sample of veterans with diabetes who were aged ≥65 years on 1 January 2006 (
= 275,190). Administrative data were queried for potential predictors that included patient demographics, comorbidities, procedure codes, laboratory values and anthropomorphic measurements, medication history, and previous health service utilization. Logistic least absolute shrinkage and selection operator regressions were used to identify variables independently associated with mortality. The resulting odds ratios were then weighted to create prognostic indices of mortality over 5 and 10 years.
Thirty-seven predictors of mortality were identified: 4 demographic variables, prescriptions for insulin or sulfonylureas or blood pressure medications, 6 biomarkers, previous outpatient and inpatient utilization, and 22 comorbidities/procedures. The prognostic indices showed good discrimination, with C-statistics of 0.74 and 0.76 for 5- and 10-year mortality, respectively. The indices also demonstrated excellent agreement between observed outcome and predictions, with calibration slopes of 1.01 for both 5- and 10-year mortality.
Prognostic indices obtained from administrative data can predict 5- and 10-year mortality in older adults with diabetes. Such a tool may enable clinicians and patients to develop individualized treatment goals that balance risks and benefits of treatment intensification.</description><identifier>ISSN: 0149-5992</identifier><identifier>EISSN: 1935-5548</identifier><identifier>DOI: 10.2337/dc19-1870</identifier><identifier>PMID: 32669409</identifier><language>eng</language><publisher>United States: American Diabetes Association</publisher><subject>Adults ; Aged ; Aged, 80 and over ; Amplification ; Antihypertensive Agents - therapeutic use ; Biomarkers ; Blood pressure ; Calibration ; Clinical Care/Education/Nutrition/Psychosocial Research ; Clinical practice guidelines ; Comorbidity ; Complications ; Demographic variables ; Demography ; Diabetes ; Diabetes Complications - drug therapy ; Diabetes Complications - mortality ; Diabetes mellitus ; Diabetes Mellitus - drug therapy ; Diabetes Mellitus - epidemiology ; Diabetes Mellitus - mortality ; Female ; Humans ; Hypertension - complications ; Hypertension - drug therapy ; Hypertension - epidemiology ; Insulin ; Insulin - therapeutic use ; Life Expectancy ; Life span ; Male ; Medical prognosis ; Middle Aged ; Mortality ; Older people ; Patients ; Prognosis ; Research design ; Risk Assessment ; Sulfonylurea Compounds - therapeutic use ; Time Factors ; United States - epidemiology ; Veterans - statistics & numerical data</subject><ispartof>Diabetes care, 2020-08, Vol.43 (8), p.1724-1731</ispartof><rights>2020 by the American Diabetes Association.</rights><rights>Copyright American Diabetes Association Aug 1, 2020</rights><rights>2020 by the American Diabetes Association 2020</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c403t-3c1422a9e1bacdb7abd7604096193f4af5bd1a69f6e184c273117cac1e14ba913</citedby><cites>FETCH-LOGICAL-c403t-3c1422a9e1bacdb7abd7604096193f4af5bd1a69f6e184c273117cac1e14ba913</cites><orcidid>0000-0002-8304-8602</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,776,780,881,27903,27904</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/32669409$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Griffith, Kevin N</creatorcontrib><creatorcontrib>Prentice, Julia C</creatorcontrib><creatorcontrib>Mohr, David C</creatorcontrib><creatorcontrib>Conlin, Paul R</creatorcontrib><title>Predicting 5- and 10-Year Mortality Risk in Older Adults With Diabetes</title><title>Diabetes care</title><addtitle>Diabetes Care</addtitle><description>Several diabetes clinical practice guidelines suggest that treatment goals may be modified in older adults on the basis of comorbidities, complications, and life expectancy. The long-term benefits of treatment intensification may not outweigh short-term risks for patients with limited life expectancy. Because of the uncertainty of determining life expectancy for individual patients, we sought to develop and validate prognostic indices for mortality in older adults with diabetes.
We used a prevalence sample of veterans with diabetes who were aged ≥65 years on 1 January 2006 (
= 275,190). Administrative data were queried for potential predictors that included patient demographics, comorbidities, procedure codes, laboratory values and anthropomorphic measurements, medication history, and previous health service utilization. Logistic least absolute shrinkage and selection operator regressions were used to identify variables independently associated with mortality. The resulting odds ratios were then weighted to create prognostic indices of mortality over 5 and 10 years.
Thirty-seven predictors of mortality were identified: 4 demographic variables, prescriptions for insulin or sulfonylureas or blood pressure medications, 6 biomarkers, previous outpatient and inpatient utilization, and 22 comorbidities/procedures. The prognostic indices showed good discrimination, with C-statistics of 0.74 and 0.76 for 5- and 10-year mortality, respectively. The indices also demonstrated excellent agreement between observed outcome and predictions, with calibration slopes of 1.01 for both 5- and 10-year mortality.
Prognostic indices obtained from administrative data can predict 5- and 10-year mortality in older adults with diabetes. Such a tool may enable clinicians and patients to develop individualized treatment goals that balance risks and benefits of treatment intensification.</description><subject>Adults</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Amplification</subject><subject>Antihypertensive Agents - therapeutic use</subject><subject>Biomarkers</subject><subject>Blood pressure</subject><subject>Calibration</subject><subject>Clinical Care/Education/Nutrition/Psychosocial Research</subject><subject>Clinical practice guidelines</subject><subject>Comorbidity</subject><subject>Complications</subject><subject>Demographic variables</subject><subject>Demography</subject><subject>Diabetes</subject><subject>Diabetes Complications - drug therapy</subject><subject>Diabetes Complications - mortality</subject><subject>Diabetes mellitus</subject><subject>Diabetes Mellitus - drug therapy</subject><subject>Diabetes Mellitus - epidemiology</subject><subject>Diabetes Mellitus - mortality</subject><subject>Female</subject><subject>Humans</subject><subject>Hypertension - complications</subject><subject>Hypertension - drug therapy</subject><subject>Hypertension - epidemiology</subject><subject>Insulin</subject><subject>Insulin - therapeutic use</subject><subject>Life Expectancy</subject><subject>Life span</subject><subject>Male</subject><subject>Medical prognosis</subject><subject>Middle Aged</subject><subject>Mortality</subject><subject>Older people</subject><subject>Patients</subject><subject>Prognosis</subject><subject>Research design</subject><subject>Risk Assessment</subject><subject>Sulfonylurea Compounds - therapeutic use</subject><subject>Time Factors</subject><subject>United States - epidemiology</subject><subject>Veterans - statistics & numerical data</subject><issn>0149-5992</issn><issn>1935-5548</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkctKxTAURYMoen0M_AEJONFBNSePppkI4hsURRRxFNIk1Whvq0kq-Pf24gM1kzPIYp99WAitA9mhjMldZ0EVUEkyhyagmCiE4NU8mhDgqhBK0SW0nNITIYTzqlpES4yWpeJETdDxVfQu2By6BywKbDqHgRT33kR80cds2pDf8XVIzzh0-LJ1PuJ9N7Q54buQH_FhMLXPPq2ihca0ya99zRV0e3x0c3BanF-enB3snxeWE5YLZoFTapSH2lhXS1M7WZKxSDnWbrhpRO3AlKopPVTcUskApDUWPPDaKGAraO8z92Wop95Z3-VoWv0Sw9TEd92boP_-dOFRP_RvWjJJSUnHgK2vgNi_Dj5lPQ3J-rY1ne-HpCmnfHyVmO3a_Ic-9UPsxvNGipUgmJRipLY_KRv7lKJvfsoA0TM7emZHz-yM7Mbv9j_ktw72AfaZiKE</recordid><startdate>20200801</startdate><enddate>20200801</enddate><creator>Griffith, Kevin N</creator><creator>Prentice, Julia C</creator><creator>Mohr, David C</creator><creator>Conlin, Paul R</creator><general>American Diabetes Association</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>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-8304-8602</orcidid></search><sort><creationdate>20200801</creationdate><title>Predicting 5- and 10-Year Mortality Risk in Older Adults With Diabetes</title><author>Griffith, Kevin N ; Prentice, Julia C ; Mohr, David C ; Conlin, Paul R</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c403t-3c1422a9e1bacdb7abd7604096193f4af5bd1a69f6e184c273117cac1e14ba913</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><topic>Adults</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Amplification</topic><topic>Antihypertensive Agents - therapeutic use</topic><topic>Biomarkers</topic><topic>Blood pressure</topic><topic>Calibration</topic><topic>Clinical Care/Education/Nutrition/Psychosocial Research</topic><topic>Clinical practice guidelines</topic><topic>Comorbidity</topic><topic>Complications</topic><topic>Demographic variables</topic><topic>Demography</topic><topic>Diabetes</topic><topic>Diabetes Complications - drug therapy</topic><topic>Diabetes Complications - mortality</topic><topic>Diabetes mellitus</topic><topic>Diabetes Mellitus - drug therapy</topic><topic>Diabetes Mellitus - epidemiology</topic><topic>Diabetes Mellitus - mortality</topic><topic>Female</topic><topic>Humans</topic><topic>Hypertension - complications</topic><topic>Hypertension - drug therapy</topic><topic>Hypertension - epidemiology</topic><topic>Insulin</topic><topic>Insulin - therapeutic use</topic><topic>Life Expectancy</topic><topic>Life span</topic><topic>Male</topic><topic>Medical prognosis</topic><topic>Middle Aged</topic><topic>Mortality</topic><topic>Older people</topic><topic>Patients</topic><topic>Prognosis</topic><topic>Research design</topic><topic>Risk Assessment</topic><topic>Sulfonylurea Compounds - therapeutic use</topic><topic>Time Factors</topic><topic>United States - epidemiology</topic><topic>Veterans - statistics & numerical data</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Griffith, Kevin N</creatorcontrib><creatorcontrib>Prentice, Julia C</creatorcontrib><creatorcontrib>Mohr, David C</creatorcontrib><creatorcontrib>Conlin, Paul R</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Diabetes care</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Griffith, Kevin N</au><au>Prentice, Julia C</au><au>Mohr, David C</au><au>Conlin, Paul R</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Predicting 5- and 10-Year Mortality Risk in Older Adults With Diabetes</atitle><jtitle>Diabetes care</jtitle><addtitle>Diabetes Care</addtitle><date>2020-08-01</date><risdate>2020</risdate><volume>43</volume><issue>8</issue><spage>1724</spage><epage>1731</epage><pages>1724-1731</pages><issn>0149-5992</issn><eissn>1935-5548</eissn><abstract>Several diabetes clinical practice guidelines suggest that treatment goals may be modified in older adults on the basis of comorbidities, complications, and life expectancy. The long-term benefits of treatment intensification may not outweigh short-term risks for patients with limited life expectancy. Because of the uncertainty of determining life expectancy for individual patients, we sought to develop and validate prognostic indices for mortality in older adults with diabetes.
We used a prevalence sample of veterans with diabetes who were aged ≥65 years on 1 January 2006 (
= 275,190). Administrative data were queried for potential predictors that included patient demographics, comorbidities, procedure codes, laboratory values and anthropomorphic measurements, medication history, and previous health service utilization. Logistic least absolute shrinkage and selection operator regressions were used to identify variables independently associated with mortality. The resulting odds ratios were then weighted to create prognostic indices of mortality over 5 and 10 years.
Thirty-seven predictors of mortality were identified: 4 demographic variables, prescriptions for insulin or sulfonylureas or blood pressure medications, 6 biomarkers, previous outpatient and inpatient utilization, and 22 comorbidities/procedures. The prognostic indices showed good discrimination, with C-statistics of 0.74 and 0.76 for 5- and 10-year mortality, respectively. The indices also demonstrated excellent agreement between observed outcome and predictions, with calibration slopes of 1.01 for both 5- and 10-year mortality.
Prognostic indices obtained from administrative data can predict 5- and 10-year mortality in older adults with diabetes. Such a tool may enable clinicians and patients to develop individualized treatment goals that balance risks and benefits of treatment intensification.</abstract><cop>United States</cop><pub>American Diabetes Association</pub><pmid>32669409</pmid><doi>10.2337/dc19-1870</doi><tpages>8</tpages><orcidid>https://orcid.org/0000-0002-8304-8602</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Adults Aged Aged, 80 and over Amplification Antihypertensive Agents - therapeutic use Biomarkers Blood pressure Calibration Clinical Care/Education/Nutrition/Psychosocial Research Clinical practice guidelines Comorbidity Complications Demographic variables Demography Diabetes Diabetes Complications - drug therapy Diabetes Complications - mortality Diabetes mellitus Diabetes Mellitus - drug therapy Diabetes Mellitus - epidemiology Diabetes Mellitus - mortality Female Humans Hypertension - complications Hypertension - drug therapy Hypertension - epidemiology Insulin Insulin - therapeutic use Life Expectancy Life span Male Medical prognosis Middle Aged Mortality Older people Patients Prognosis Research design Risk Assessment Sulfonylurea Compounds - therapeutic use Time Factors United States - epidemiology Veterans - statistics & numerical data |
title | Predicting 5- and 10-Year Mortality Risk in Older Adults With Diabetes |
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