Prediction of Type 2 Diabetes by Hemoglobin A1c in Two Community-Based Cohorts
OBJECTIVEHemoglobin A1c (HbA1c) can be used to assess type 2 diabetes (T2D) risk. We asked whether HbA1c was associated with T2D risk in four scenarios of clinical information availability: 1) HbA1c alone, 2) fasting laboratory tests, 3) clinic data, and 4) fasting laboratory tests and clinic data.R...
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Veröffentlicht in: | Diabetes care 2018-01, Vol.41 (1), p.60-68 |
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description | OBJECTIVEHemoglobin A1c (HbA1c) can be used to assess type 2 diabetes (T2D) risk. We asked whether HbA1c was associated with T2D risk in four scenarios of clinical information availability: 1) HbA1c alone, 2) fasting laboratory tests, 3) clinic data, and 4) fasting laboratory tests and clinic data.RESEARCH DESIGN AND METHODSWe studied a prospective cohort of white (N = 11,244) and black (N = 2,294) middle-aged participants without diabetes in the Framingham Heart Study and Atherosclerosis Risk in Communities study. Association of HbA1c with incident T2D (defined by medication use or fasting glucose [FG] ≥126 mg/dL) was evaluated in regression models adjusted for 1) age and sex (demographics); 2) demographics, FG, HDL, and triglycerides; 3) demographics, BMI, blood pressure, and T2D family history; or 4) all preceding covariates. We combined results from cohort and race analyses by random-effects meta-analyses. Subsidiary analyses tested the association of HbA1c with developing T2D within 8 years or only after 8 years.RESULTSOver 20 years, 3,315 individuals developed T2D. With adjustment for demographics, the odds of T2D increased fourfold for each percentage-unit increase in HbA1c. The odds ratio (OR) was 4.00 (95% CI 3.14, 5.10) for blacks and 4.73 (3.10, 7.21) for whites, resulting in a combined OR of 4.50 (3.35, 6.03). After adjustment for fasting laboratory tests and clinic data, the combined OR was 2.68 (2.15, 3.34) over 20 years, 5.79 (2.51, 13.36) within 8 years, and 2.23 (1.94, 2.57) after 8 years.CONCLUSIONSHbA1c predicts T2D in different common scenarios and is useful for identifying individuals with elevated T2D risk in both the short- and long-term. |
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We asked whether HbA1c was associated with T2D risk in four scenarios of clinical information availability: 1) HbA1c alone, 2) fasting laboratory tests, 3) clinic data, and 4) fasting laboratory tests and clinic data.RESEARCH DESIGN AND METHODSWe studied a prospective cohort of white (N = 11,244) and black (N = 2,294) middle-aged participants without diabetes in the Framingham Heart Study and Atherosclerosis Risk in Communities study. Association of HbA1c with incident T2D (defined by medication use or fasting glucose [FG] ≥126 mg/dL) was evaluated in regression models adjusted for 1) age and sex (demographics); 2) demographics, FG, HDL, and triglycerides; 3) demographics, BMI, blood pressure, and T2D family history; or 4) all preceding covariates. We combined results from cohort and race analyses by random-effects meta-analyses. Subsidiary analyses tested the association of HbA1c with developing T2D within 8 years or only after 8 years.RESULTSOver 20 years, 3,315 individuals developed T2D. With adjustment for demographics, the odds of T2D increased fourfold for each percentage-unit increase in HbA1c. The odds ratio (OR) was 4.00 (95% CI 3.14, 5.10) for blacks and 4.73 (3.10, 7.21) for whites, resulting in a combined OR of 4.50 (3.35, 6.03). After adjustment for fasting laboratory tests and clinic data, the combined OR was 2.68 (2.15, 3.34) over 20 years, 5.79 (2.51, 13.36) within 8 years, and 2.23 (1.94, 2.57) after 8 years.CONCLUSIONSHbA1c predicts T2D in different common scenarios and is useful for identifying individuals with elevated T2D risk in both the short- and long-term.</description><identifier>ISSN: 0149-5992</identifier><identifier>EISSN: 1935-5548</identifier><identifier>DOI: 10.2337/dc17-0607</identifier><identifier>PMID: 29074816</identifier><language>eng</language><publisher>American Diabetes Association</publisher><subject>Epidemiology/Health Services Research</subject><ispartof>Diabetes care, 2018-01, Vol.41 (1), p.60-68</ispartof><rights>2017 by the American Diabetes Association. 2017</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c418t-594f6b542d774104a382d42f5c6189c107ba424ba6fbbbb6dcfef37546dd98373</citedby><cites>FETCH-LOGICAL-c418t-594f6b542d774104a382d42f5c6189c107ba424ba6fbbbb6dcfef37546dd98373</cites><orcidid>0000-0001-6923-7151 ; 0000-0002-3248-9547 ; 0000-0002-2439-2657</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids></links><search><creatorcontrib>Leong, Aaron</creatorcontrib><creatorcontrib>Daya, Natalie</creatorcontrib><creatorcontrib>Porneala, Bianca</creatorcontrib><creatorcontrib>Devlin, James J.</creatorcontrib><creatorcontrib>Shiffman, Dov</creatorcontrib><creatorcontrib>McPhaul, Michael J.</creatorcontrib><creatorcontrib>Selvin, Elizabeth</creatorcontrib><creatorcontrib>Meigs, James B.</creatorcontrib><title>Prediction of Type 2 Diabetes by Hemoglobin A1c in Two Community-Based Cohorts</title><title>Diabetes care</title><description>OBJECTIVEHemoglobin A1c (HbA1c) can be used to assess type 2 diabetes (T2D) risk. We asked whether HbA1c was associated with T2D risk in four scenarios of clinical information availability: 1) HbA1c alone, 2) fasting laboratory tests, 3) clinic data, and 4) fasting laboratory tests and clinic data.RESEARCH DESIGN AND METHODSWe studied a prospective cohort of white (N = 11,244) and black (N = 2,294) middle-aged participants without diabetes in the Framingham Heart Study and Atherosclerosis Risk in Communities study. Association of HbA1c with incident T2D (defined by medication use or fasting glucose [FG] ≥126 mg/dL) was evaluated in regression models adjusted for 1) age and sex (demographics); 2) demographics, FG, HDL, and triglycerides; 3) demographics, BMI, blood pressure, and T2D family history; or 4) all preceding covariates. We combined results from cohort and race analyses by random-effects meta-analyses. Subsidiary analyses tested the association of HbA1c with developing T2D within 8 years or only after 8 years.RESULTSOver 20 years, 3,315 individuals developed T2D. With adjustment for demographics, the odds of T2D increased fourfold for each percentage-unit increase in HbA1c. The odds ratio (OR) was 4.00 (95% CI 3.14, 5.10) for blacks and 4.73 (3.10, 7.21) for whites, resulting in a combined OR of 4.50 (3.35, 6.03). After adjustment for fasting laboratory tests and clinic data, the combined OR was 2.68 (2.15, 3.34) over 20 years, 5.79 (2.51, 13.36) within 8 years, and 2.23 (1.94, 2.57) after 8 years.CONCLUSIONSHbA1c predicts T2D in different common scenarios and is useful for identifying individuals with elevated T2D risk in both the short- and long-term.</description><subject>Epidemiology/Health Services Research</subject><issn>0149-5992</issn><issn>1935-5548</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNpVkEtPwzAQhC0EoqVw4B_4CIeAHduxc0Eq5VGkCjiUs-X40RolcbETUP89qVohsZfRakczqw-AS4xuckL4rdGYZ6hA_AiMcUlYxhgVx2CMMC0zVpb5CJyl9IkQolSIUzDKS8SpwMUYvL5Ha7zufGhhcHC53ViYwwevKtvZBKstnNsmrOpQ-RZOsYaDLH8CnIWm6VvfbbN7lawZ9nWIXToHJ07VyV4cdAI-nh6Xs3m2eHt-mU0XmaZYdMNP1BUVo7nhnGJEFRG5obljusCi1BjxStGcVqpw1TCF0c46whktjCkF4WQC7va5m75qrNG27aKq5Sb6RsWtDMrL_5fWr-UqfEs29GFGh4CrQ0AMX71NnWx80rauVWtDnyQuB2fBBCGD9Xpv1TGkFK37q8FI7vjLHX-5409-AW9pdks</recordid><startdate>20180101</startdate><enddate>20180101</enddate><creator>Leong, Aaron</creator><creator>Daya, Natalie</creator><creator>Porneala, Bianca</creator><creator>Devlin, James J.</creator><creator>Shiffman, Dov</creator><creator>McPhaul, Michael J.</creator><creator>Selvin, Elizabeth</creator><creator>Meigs, James B.</creator><general>American Diabetes Association</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><orcidid>https://orcid.org/0000-0001-6923-7151</orcidid><orcidid>https://orcid.org/0000-0002-3248-9547</orcidid><orcidid>https://orcid.org/0000-0002-2439-2657</orcidid></search><sort><creationdate>20180101</creationdate><title>Prediction of Type 2 Diabetes by Hemoglobin A1c in Two Community-Based Cohorts</title><author>Leong, Aaron ; Daya, Natalie ; Porneala, Bianca ; Devlin, James J. ; Shiffman, Dov ; McPhaul, Michael J. ; Selvin, Elizabeth ; Meigs, James B.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c418t-594f6b542d774104a382d42f5c6189c107ba424ba6fbbbb6dcfef37546dd98373</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Epidemiology/Health Services Research</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Leong, Aaron</creatorcontrib><creatorcontrib>Daya, Natalie</creatorcontrib><creatorcontrib>Porneala, Bianca</creatorcontrib><creatorcontrib>Devlin, James J.</creatorcontrib><creatorcontrib>Shiffman, Dov</creatorcontrib><creatorcontrib>McPhaul, Michael J.</creatorcontrib><creatorcontrib>Selvin, Elizabeth</creatorcontrib><creatorcontrib>Meigs, James B.</creatorcontrib><collection>CrossRef</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>Leong, Aaron</au><au>Daya, Natalie</au><au>Porneala, Bianca</au><au>Devlin, James J.</au><au>Shiffman, Dov</au><au>McPhaul, Michael J.</au><au>Selvin, Elizabeth</au><au>Meigs, James B.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Prediction of Type 2 Diabetes by Hemoglobin A1c in Two Community-Based Cohorts</atitle><jtitle>Diabetes care</jtitle><date>2018-01-01</date><risdate>2018</risdate><volume>41</volume><issue>1</issue><spage>60</spage><epage>68</epage><pages>60-68</pages><issn>0149-5992</issn><eissn>1935-5548</eissn><abstract>OBJECTIVEHemoglobin A1c (HbA1c) can be used to assess type 2 diabetes (T2D) risk. We asked whether HbA1c was associated with T2D risk in four scenarios of clinical information availability: 1) HbA1c alone, 2) fasting laboratory tests, 3) clinic data, and 4) fasting laboratory tests and clinic data.RESEARCH DESIGN AND METHODSWe studied a prospective cohort of white (N = 11,244) and black (N = 2,294) middle-aged participants without diabetes in the Framingham Heart Study and Atherosclerosis Risk in Communities study. Association of HbA1c with incident T2D (defined by medication use or fasting glucose [FG] ≥126 mg/dL) was evaluated in regression models adjusted for 1) age and sex (demographics); 2) demographics, FG, HDL, and triglycerides; 3) demographics, BMI, blood pressure, and T2D family history; or 4) all preceding covariates. We combined results from cohort and race analyses by random-effects meta-analyses. Subsidiary analyses tested the association of HbA1c with developing T2D within 8 years or only after 8 years.RESULTSOver 20 years, 3,315 individuals developed T2D. With adjustment for demographics, the odds of T2D increased fourfold for each percentage-unit increase in HbA1c. The odds ratio (OR) was 4.00 (95% CI 3.14, 5.10) for blacks and 4.73 (3.10, 7.21) for whites, resulting in a combined OR of 4.50 (3.35, 6.03). After adjustment for fasting laboratory tests and clinic data, the combined OR was 2.68 (2.15, 3.34) over 20 years, 5.79 (2.51, 13.36) within 8 years, and 2.23 (1.94, 2.57) after 8 years.CONCLUSIONSHbA1c predicts T2D in different common scenarios and is useful for identifying individuals with elevated T2D risk in both the short- and long-term.</abstract><pub>American Diabetes Association</pub><pmid>29074816</pmid><doi>10.2337/dc17-0607</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0001-6923-7151</orcidid><orcidid>https://orcid.org/0000-0002-3248-9547</orcidid><orcidid>https://orcid.org/0000-0002-2439-2657</orcidid><oa>free_for_read</oa></addata></record> |
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title | Prediction of Type 2 Diabetes by Hemoglobin A1c in Two Community-Based Cohorts |
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