{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T02:41:35Z","timestamp":1747190495342,"version":"3.40.5"},"reference-count":27,"publisher":"Wiley","license":[{"start":{"date-parts":[[2021,8,11]],"date-time":"2021-08-11T00:00:00Z","timestamp":1628640000000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Diabetes Research"],"published-print":{"date-parts":[[2021,8,11]]},"abstract":"<jats:p>Background. The incidence of diabetes mellitus (DM) was increasing in recent years, and it is important to screen those nondiabetic populations through health examination to detect the potential risk factors for DM. We aimed to find the predictive effect of health examination on DM. Methods. We used the public database from Rich Healthcare Group of China to evaluate the potential predictive effect of health examination in the onset of DM. The colinear regression was used for estimating the relationship between the dynamics of the health examination index and the incident year of DM. The time-dependent ROC was used to calculate the best cutoff in predicting DM in the follow-up year. The Kaplan-Meier method and Cox regression were used to evaluate the HR of related health examination. Results. A total of 211,833 participant medical records were included in our study, with 4,172 participants diagnosing as DM in the following years (among 2-7 years). All the initial health examination was significantly different in participants\u2019 final diagnosing as DM to those without DM. We found a negative correlation between the incidence of years of DM and the average initial FPG (<jats:inline-formula>\n                     <a:math xmlns:a=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M1\">\n                        <a:mi>r<\/a:mi>\n                        <a:mo>=<\/a:mo>\n                        <a:mo>\u2212<\/a:mo>\n                        <a:mn>0.1862<\/a:mn>\n                     <\/a:math>\n                  <\/jats:inline-formula>, <jats:inline-formula>\n                     <c:math xmlns:c=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M2\">\n                        <c:mi>P<\/c:mi>\n                        <c:mo>&lt;<\/c:mo>\n                        <c:mn>0.001<\/c:mn>\n                     <\/c:math>\n                  <\/jats:inline-formula>). Moreover, the initial FPG had a strong predictive effect in predicting the future incidence of DM (<jats:inline-formula>\n                     <e:math xmlns:e=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M3\">\n                        <e:mtext>AUC<\/e:mtext>\n                        <e:mo>=<\/e:mo>\n                        <e:mn>0.961<\/e:mn>\n                     <\/e:math>\n                  <\/jats:inline-formula>), and the cutoff was 5.21\u2009mmol\/L. Participants with a higher initial FPG (&gt;5.21\u2009mmol\/L) had a 2.73-fold chance to develop as DM in follow-up (<jats:inline-formula>\n                     <g:math xmlns:g=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M4\">\n                        <g:mn>95<\/g:mn>\n                        <g:mi>%<\/g:mi>\n                        <g:mtext>CI<\/g:mtext>\n                        <g:mo>=<\/g:mo>\n                        <g:mn>2.65<\/g:mn>\n                        <g:mo>\u2013<\/g:mo>\n                        <g:mn>2.81<\/g:mn>\n                     <\/g:math>\n                  <\/jats:inline-formula>, <jats:inline-formula>\n                     <i:math xmlns:i=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" id=\"M5\">\n                        <i:mi>P<\/i:mi>\n                        <i:mo>&lt;<\/i:mo>\n                        <i:mn>0.001<\/i:mn>\n                     <\/i:math>\n                  <\/jats:inline-formula>). Conclusion. Initial FPG had a good predictive effect for detecting DM. The FPG should be controlled less than 5.21\u2009mmol\/L.<\/jats:p>","DOI":"10.1155\/2021\/3552080","type":"journal-article","created":{"date-parts":[[2021,8,12]],"date-time":"2021-08-12T22:35:08Z","timestamp":1628807708000},"page":"1-7","source":"Crossref","is-referenced-by-count":0,"title":["The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9586-8763","authenticated-orcid":true,"given":"Xiaomin","family":"Fu","sequence":"first","affiliation":[{"name":"Department of Endocrinology, The First Medical Center, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8909-9315","authenticated-orcid":true,"given":"Yingmin","family":"Jia","sequence":"additional","affiliation":[{"name":"Department of Nephrology, Shunyi Hospital, Beijing Traditional Chinese Medicine Hospital, No. 5 Zhanqian East Street, Shunyi District, Beijing 101300, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4118-442X","authenticated-orcid":true,"given":"Jing","family":"Liu","sequence":"additional","affiliation":[{"name":"Clinics of Cadre, Department of Outpatient, The First Medical Center, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3422-1931","authenticated-orcid":true,"given":"Qinghua","family":"Lei","sequence":"additional","affiliation":[{"name":"Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8291-6810","authenticated-orcid":true,"given":"Lele","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Endocrinology, Genetics, Metabolism and Adolescent Medicine, Beijing Children\u2019s Hospital, The Capital Medical University, National Center for Children\u2019s Health, No. 56 Nan Li Shi Road, West District, Beijing 100045, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3820-0692","authenticated-orcid":true,"given":"Nan","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Endocrinology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9375-2786","authenticated-orcid":true,"given":"Yanyan","family":"Hu","sequence":"additional","affiliation":[{"name":"Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3686-5124","authenticated-orcid":true,"given":"Shanshan","family":"Wang","sequence":"additional","affiliation":[{"name":"Physical Examination Center, Central Hospital of Handan City, No. 59 Congtai North Road, Congtai District, Handan, Hebei Province 056008, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9930-4535","authenticated-orcid":true,"given":"Hongzhou","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Endocrinology, First Hospital of Handan City, No. 25 Congtai Road, Congtai District, Handan, Hebei Province 056002, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2344-4504","authenticated-orcid":true,"given":"Shuangtong","family":"Yan","sequence":"additional","affiliation":[{"name":"Department of Endocrinology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, No. 28 Fuxing Road, Haidian District, Beijing 100853, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(09)60937-5"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.mpmed.2010.08.007"},{"author":"W. 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