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Predicting the short-term risk of diabetes in HIV-positive patients: the Data Collection on Adverse Events of Anti-HIV Drugs (D:A:D) study

Identifieur interne : 005286 ( Main/Exploration ); précédent : 005285; suivant : 005287

Predicting the short-term risk of diabetes in HIV-positive patients: the Data Collection on Adverse Events of Anti-HIV Drugs (D:A:D) study

Auteurs : Kathy Petoumenos [Australie] ; Signe W. Worm [Danemark] ; Eric Fontas [France] ; Rainer Weber [Suisse] ; Stephane De Wit [Belgique] ; Mathias Bruyand [France] ; Peter Reiss [Pays-Bas] ; Wafaa El-Sadr [États-Unis] ; Antonella D'Arminio Monforte [Italie] ; Nina Friis-M Ller [France] ; Jens D. Lundgren [France, Danemark] ; Matthew G. Law [Australie]

Source :

RBID : PMC:3494158

Abstract

Introduction

HIV-positive patients receiving combination antiretroviral therapy (cART) frequently experience metabolic complications such as dyslipidemia and insulin resistance, as well as lipodystrophy, increasing the risk of cardiovascular disease (CVD) and diabetes mellitus (DM). Rates of DM and other glucose-associated disorders among HIV-positive patients have been reported to range between 2 and 14%, and in an ageing HIV-positive population, the prevalence of DM is expected to continue to increase. This study aims to develop a model to predict the short-term (six-month) risk of DM in HIV-positive populations and to compare the existing models developed in the general population.

Methods

All patients recruited to the Data Collection on Adverse events of Anti-HIV Drugs (D:A:D) study with follow-up data, without prior DM, myocardial infarction or other CVD events and with a complete DM risk factor profile were included. Conventional risk factors identified in the general population as well as key HIV-related factors were assessed using Poisson-regression methods. Expected probabilities of DM events were also determined based on the Framingham Offspring Study DM equation. The D:A:D and Framingham equations were then assessed using an internal-external validation process; area under the receiver operating characteristic (AUROC) curve and predicted DM events were determined.

Results

Of 33,308 patients, 16,632 (50%) patients were included, with 376 cases of new onset DM during 89,469 person-years (PY). Factors predictive of DM included higher glucose, body mass index (BMI) and triglyceride levels, and older age. Among HIV-related factors, recent CD4 counts of<200 cells/µL and lipodystrophy were predictive of new onset DM. The mean performance of the D:A:D and Framingham equations yielded AUROC of 0.894 (95% CI: 0.849, 0.940) and 0.877 (95% CI: 0.823, 0.932), respectively. The Framingham equation over-predicted DM events compared to D:A:D for lower glucose and lower triglycerides, and for BMI levels below 25 kg/m2.

Conclusions

The D:A:D equation performed well in predicting the short-term onset of DM in the validation dataset and for specific subgroups provided better estimates of DM risk than the Framingham.


Url:
DOI: 10.7448/IAS.15.2.17426
PubMed: 23078769
PubMed Central: 3494158


Affiliations:


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<name sortKey="De Wit, Stephane" sort="De Wit, Stephane" uniqKey="De Wit S" first="Stephane" last="De Wit">Stephane De Wit</name>
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<nlm:aff id="AF0005">Saint-Pierre Cohort, CHU Saint-Pierre Hospital, Brussels, Belgium</nlm:aff>
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<name sortKey="Bruyand, Mathias" sort="Bruyand, Mathias" uniqKey="Bruyand M" first="Mathias" last="Bruyand">Mathias Bruyand</name>
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<nlm:aff id="AF0006">INSERM U897, ISPED, Université Victor Segalen Bordeaux 2, Bordeaux, France</nlm:aff>
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<region type="region">Nouvelle-Aquitaine</region>
<region type="old region">Aquitaine</region>
<settlement type="city">Bordeaux</settlement>
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<name sortKey="Reiss, Peter" sort="Reiss, Peter" uniqKey="Reiss P" first="Peter" last="Reiss">Peter Reiss</name>
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<nlm:aff id="AF0007">ATHENA, HIV Monitoring Foundation, Academic Medical Center, Amsterdam, the Netherlands</nlm:aff>
<country xml:lang="fr" wicri:curation="lc">Pays-Bas</country>
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<name sortKey="El Sadr, Wafaa" sort="El Sadr, Wafaa" uniqKey="El Sadr W" first="Wafaa" last="El-Sadr">Wafaa El-Sadr</name>
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<nlm:aff id="AF0008">CPPRA Columbia University/Harlem Hospital New York, NY, USA</nlm:aff>
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<region type="state">État de New York</region>
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<name sortKey="Monforte, Antonella D Arminio" sort="Monforte, Antonella D Arminio" uniqKey="Monforte A" first="Antonella D'Arminio" last="Monforte">Antonella D'Arminio Monforte</name>
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<name sortKey="Friis M Ller, Nina" sort="Friis M Ller, Nina" uniqKey="Friis M Ller N" first="Nina" last="Friis-M Ller">Nina Friis-M Ller</name>
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<name sortKey="Lundgren, Jens D" sort="Lundgren, Jens D" uniqKey="Lundgren J" first="Jens D" last="Lundgren">Jens D. Lundgren</name>
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<nlm:aff id="AF0003">Nice Cohort, CHU Nice Hopital de l'Archet, Nice, France</nlm:aff>
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<nlm:aff id="AF0010">Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen, Denmark</nlm:aff>
<country xml:lang="fr">Danemark</country>
<wicri:regionArea>Department of Infectious Diseases, Copenhagen University Hospital, Copenhagen</wicri:regionArea>
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<name sortKey="Law, Matthew G" sort="Law, Matthew G" uniqKey="Law M" first="Matthew G" last="Law">Matthew G. Law</name>
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<nlm:aff id="AF0001">AHOD, The Kirby Institute, University of New South Wales, Sydney, Australia</nlm:aff>
<country xml:lang="fr">Australie</country>
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<series>
<title level="j">Journal of the International AIDS Society</title>
<idno type="eISSN">1758-2652</idno>
<imprint>
<date when="2012">2012</date>
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<sec id="st1">
<title>Introduction</title>
<p>HIV-positive patients receiving combination antiretroviral therapy (cART) frequently experience metabolic complications such as dyslipidemia and insulin resistance, as well as lipodystrophy, increasing the risk of cardiovascular disease (CVD) and diabetes mellitus (DM). Rates of DM and other glucose-associated disorders among HIV-positive patients have been reported to range between 2 and 14%, and in an ageing HIV-positive population, the prevalence of DM is expected to continue to increase. This study aims to develop a model to predict the short-term (six-month) risk of DM in HIV-positive populations and to compare the existing models developed in the general population.</p>
</sec>
<sec id="st2">
<title>Methods</title>
<p>All patients recruited to the Data Collection on Adverse events of Anti-HIV Drugs (D:A:D) study with follow-up data, without prior DM, myocardial infarction or other CVD events and with a complete DM risk factor profile were included. Conventional risk factors identified in the general population as well as key HIV-related factors were assessed using Poisson-regression methods. Expected probabilities of DM events were also determined based on the Framingham Offspring Study DM equation. The D:A:D and Framingham equations were then assessed using an internal-external validation process; area under the receiver operating characteristic (AUROC) curve and predicted DM events were determined.</p>
</sec>
<sec id="st3">
<title>Results</title>
<p>Of 33,308 patients, 16,632 (50%) patients were included, with 376 cases of new onset DM during 89,469 person-years (PY). Factors predictive of DM included higher glucose, body mass index (BMI) and triglyceride levels, and older age. Among HIV-related factors, recent CD4 counts of<200 cells/µL and lipodystrophy were predictive of new onset DM. The mean performance of the D:A:D and Framingham equations yielded AUROC of 0.894 (95% CI: 0.849, 0.940) and 0.877 (95% CI: 0.823, 0.932), respectively. The Framingham equation over-predicted DM events compared to D:A:D for lower glucose and lower triglycerides, and for BMI levels below 25 kg/m
<sup>2</sup>
.</p>
</sec>
<sec id="st4">
<title>Conclusions</title>
<p>The D:A:D equation performed well in predicting the short-term onset of DM in the validation dataset and for specific subgroups provided better estimates of DM risk than the Framingham.</p>
</sec>
</div>
</front>
<back>
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<name sortKey="Monforte, Antonella D Arminio" sort="Monforte, Antonella D Arminio" uniqKey="Monforte A" first="Antonella D'Arminio" last="Monforte">Antonella D'Arminio Monforte</name>
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