PMID- 36510349
OWN - NLM
STAT- MEDLINE
DCOM- 20230113
LR  - 20230115
IS  - 1098-2825 (Electronic)
IS  - 0887-8013 (Print)
IS  - 0887-8013 (Linking)
VI  - 37
IP  - 1
DP  - 2023 Jan
TI  - Data mining approaches for type 2 diabetes mellitus prediction using 
      anthropometric measurements.
PG  - e24798
LID - 10.1002/jcla.24798 [doi]
LID - e24798
AB  - BACKGROUND: The aim of this study was to evaluate the anthropometric measurements 
      most associated with type 2 diabetes mellitus (T2DM) using machine learning 
      approaches. METHODS: A prospective study was designed for a total population of 
      9354 (43% men and 57% women) aged 35-65. Anthropometric measurements include 
      weight, height, demispan, Hip Circumference (HC), Mid-arm Circumference (MAC), 
      Waist Circumference (WC), Body Roundness Index (BRI), Body Adiposity Index (BAI), 
      A Body Shape Index (ABSI), Body Mass Index (BMI), Waist-to-height Ratio (WHtR), 
      and Waist-to-hip Ratio (WHR) were completed for all participants. The association 
      was assessed using logistic regression (LR) and decision tree (DT) analysis. 
      Receiver operating characteristic (ROC) curve was performed to evaluate the DT's 
      accuracy, sensitivity, and specificity using R software. RESULTS: Traditionally, 
      1461 women and 875 men with T2DM (T2DM group). According to the LR, in males, WC 
      and BIA (p-value < 0.001) and in females, demispan and WC (p-value < 0.001) had 
      the highest correlation with T2DM development risk. The DT indicated that WC has 
      the most crucial effect on T2DM development risk, followed by HC, and BAI. 
      CONCLUSIONS: Our results showed that in both men and women, WC was the most 
      important anthropometric factor to predict T2DM.
CI  - (c) 2022 The Authors. Journal of Clinical Laboratory Analysis published by Wiley 
      Periodicals LLC.
FAU - Saberi-Karimian, Maryam
AU  - Saberi-Karimian M
AD  - International UNESCO center for Health Related Basic Sciences and Human 
      Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.
FAU - Mansoori, Amin
AU  - Mansoori A
AD  - International UNESCO center for Health Related Basic Sciences and Human 
      Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.
AD  - Department of Biostatistics, School of Health, Mashhad University of Medical 
      Sciences, Mashhad, Iran.
FAU - Bajgiran, Maryam Mohammadi
AU  - Bajgiran MM
AD  - International UNESCO center for Health Related Basic Sciences and Human 
      Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.
FAU - Hosseini, Zeinab Sadat
AU  - Hosseini ZS
AD  - Faculty of Medicine, Islamic Azad University of Mashhad, Mashhad, Iran.
FAU - Kiyoumarsioskouei, Amir
AU  - Kiyoumarsioskouei A
AD  - Faculty of Mechanical Engineering, Sahand University of Technology, Tabriz, Iran.
FAU - Rad, Elias Sadooghi
AU  - Rad ES
AD  - Student Research Committee, School of Medicine, Mashhad University of Medical 
      sciences, Mashhad, Iran.
AD  - Student Research Committee, School of Medicine, Birjand University of Medical 
      sciences, Birjand, Iran.
FAU - Zo, Mostafa Mahmoudi
AU  - Zo MM
AD  - Student Research Committee, School of Medicine, Mashhad University of Medical 
      sciences, Mashhad, Iran.
FAU - Khorasani, Negar Yeganeh
AU  - Khorasani NY
AD  - Student Research Committee, School of Medicine, Mashhad University of Medical 
      sciences, Mashhad, Iran.
FAU - Poudineh, Mohadeseh
AU  - Poudineh M
AD  - Student Research Committee, School of Medicine, Mashhad University of Medical 
      sciences, Mashhad, Iran.
AD  - School of Medicine, Zanjan University of Medical Sciences, Zanjan, Iran.
FAU - Ghazizadeh, Sara
AU  - Ghazizadeh S
AD  - Department of Biology, Faculty of Sciences, Mashhad Branch, Islamic Azad 
      University, Mashhad, Iran.
FAU - Ferns, Gordon
AU  - Ferns G
AD  - Brighton and Sussex Medical School, Division of Medical Education, Brighton, UK.
FAU - Esmaily, Habibollah
AU  - Esmaily H
AD  - Department of Biostatistics, School of Health, Mashhad University of Medical 
      Sciences, Mashhad, Iran.
AD  - Social Determinants of Health Research Center, Mashhad University of Medical 
      Sciences, Mashhad, Iran.
FAU - Ghayour-Mobarhan, Majid
AU  - Ghayour-Mobarhan M
AUID- ORCID: 0000-0002-1081-6754
AD  - International UNESCO center for Health Related Basic Sciences and Human 
      Nutrition, Mashhad University of Medical Sciences, Mashhad, Iran.
LA  - eng
PT  - Journal Article
DEP - 20221212
PL  - United States
TA  - J Clin Lab Anal
JT  - Journal of clinical laboratory analysis
JID - 8801384
SB  - IM
MH  - Male
MH  - Humans
MH  - Female
MH  - *Diabetes Mellitus, Type 2/diagnosis/epidemiology/complications
MH  - Prospective Studies
MH  - Obesity/epidemiology
MH  - Body Mass Index
MH  - Waist Circumference
MH  - Waist-Hip Ratio
MH  - Waist-Height Ratio
MH  - ROC Curve
MH  - Risk Factors
PMC - PMC9833979
OTO - NOTNLM
OT  - anthropometric
OT  - data mining
OT  - decision tree
OT  - diabetes
COIS- The authors declare that there is no conflict of interest.
EDAT- 2022/12/13 06:00
MHDA- 2023/01/14 06:00
PMCR- 2022/12/12
CRDT- 2022/12/12 23:58
PHST- 2022/11/15 00:00 [revised]
PHST- 2022/09/29 00:00 [received]
PHST- 2022/11/21 00:00 [accepted]
PHST- 2022/12/13 06:00 [pubmed]
PHST- 2023/01/14 06:00 [medline]
PHST- 2022/12/12 23:58 [entrez]
PHST- 2022/12/12 00:00 [pmc-release]
AID - JCLA24798 [pii]
AID - 10.1002/jcla.24798 [doi]
PST - ppublish
SO  - J Clin Lab Anal. 2023 Jan;37(1):e24798. doi: 10.1002/jcla.24798. Epub 2022 Dec 
      12.