Journal of Endocrinology and Metabolism, ISSN 1923-2861 print, 1923-287X online, Open Access
Article copyright, the authors; Journal compilation copyright, J Endocrinol Metab and Elmer Press Inc
Journal website https://www.jofem.org

Original Article

Volume 14, Number 1, February 2024, pages 1-12


Associations Between Type 2 Diabetes Subtypes and Complications: Analysis of the Malaysia National Diabetes Registry

Figures

Figure 1.
Figure 1. Study flow diagram.
Figure 2.
Figure 2. Malaysia NDR cluster boxplots, variables used in cluster analysis. MARD: mild age-related diabetes; MOD: mild obesity-related diabetes; NDR: National Diabetes Registry; SIDD: severe insulin deficient diabetes; SIRD: severe insulin-resistant diabetes.
Figure 3.
Figure 3. Cumulative incidence curves and risk tables for diabetes complications, adjusted for age, sex, and ethnicity: (a) stage 3a and more severe chronic kidney disease; (b) retinopathy; (c) cerebrovascular disease; (d) ischemic heart disease; (e) diabetes foot ulcers; (f) limb amputations. Models adjusted for sex and age and stratified by diabetes subtype. MARD: mild age-related diabetes; MOD: mild obesity-related diabetes; SIDD: severe insulin deficient diabetes; SIRD: severe insulin-resistant diabetes.

Tables

Table 1. DM Subtype Characteristics
 
Subtype [3]LabelPhenotypic featuresComplication riskMolecular profiles [5]
Adapted from Ahlqvist et al [3] and Slieker et al [5]. A1c: glycated hemoglobin; BMI: body mass index; DM: diabetes.
SIRDSevere insulin-resistant diabetesObesity with severe insulin resistance and lipotoxicity, older and middle age at DM onsetHigher risk of fatty liver and kidney complicationsLiver
MARDMild age-related diabetesLeaner BMI, older age at DM onsetLower risk of end-stage complicationsAdipose tissue
SIDDSevere insulin-deficient diabetesLeaner BMI, high A1c, younger age at DM onset, longer DM durationHigher risk of microangiopathic complicationsPancreatic islet biology
MODMild obesity-related diabetesSevere obesity, metabolically healthier, younger age at DM onset, shorter DM durationLower risk of diabetes complicationsAdipose tissue

 

Table 2. Characteristics of Patients With Type 2 Diabetes
 
CharacteristicsOverallFemaleMale
aMetabolic syndrome was defined according to the Harmonized Metabolic Syndrome Definition guidelines [23] by meeting three or more criteria: 1) abdominal obesity was defined as waist circumference ≥ 80 cm in females and ≥ 90 cm in males; 2) hypertension was defined as blood pressure ≥ 130/85 mm Hg or previously diagnosed hypertension; 3) hypertriglyceridemia was defined as ≥ 1.7 mmol/L (150 mg/dL); 4) low high-density lipoprotein (HDL) cholesterol was defined as < 1.3 mmol/L (50 mg/dL) in females and < 1.0 mmol/L (40 mg/dL) in males; 5) all patients met criteria for impaired fasting glucose by virtue of type 2 diabetes diagnosis. bFasting glucose measurements may have been impacted by diabetes pharmacotherapy. A1c: glycated hemoglobin; BMI: body mass index; IQR: interquartile range; LDL: low-density lipoprotein; SD: standard deviation.
Total, n (%)60,94637,832 (62.1)23,114 (37.9)
Age at the assessment, mean (SD), years61.1 (10.7)60.8 (10.8)61.5 (10.7)
Age at assessment (years), n (%)
  < 40.0 years1,946 (3.2)1,240 (3.3)706 (3.1)
  40.0 - 49.9 years6,352 (10.4)4,034 (10.7)2,318 (10.0)
  50.0 - 59.9 years17,402 (28.6)11,253 (29.7)6,149 (26.6)
  60.0 - 69.9 years22,135 (36.3)13,502 (35.7)8,633 (37.3)
  ≥ 70.0 years13,111 (21.5)7,803 (20.6)5,308 (23.0)
Age at diabetes diagnosis, mean (SD), years53.3 (10.6)52.8 (10.6)54.0 (10.5)
Age at diabetes diagnosis, n (%)
  < 40 .0 years6,000 (9.8)3,944 (10.4)2,056 (8.9)
  40.0 - 49.9 years15,150 (24.9)9,863 (26.1)5,287 (22.9)
  50.0 - 59.9 years23,010 (37.8)14,262 (37.7)8,748 (37.8)
  60.0 - 69.9 years13,117 (21.5)7,634 (20.2)5,483 (23.7)
  ≥ 70.0 years3,669 (6.0)2,129 (5.6)1,540 (6.7)
Diabetes duration, median (IQR), years6.8 (3.6 - 11.0)7.0 (3.8 - 11.4)6.3 (3.3 - 10.7)
Diabetes duration > 10 years, n (%)18,517 (30.4)12,098 (32.0)6,419 (27.8)
Ethnicity, n (%)
  Malay38,887 (63.8)25,068 (66.3)13,819 (59.8)
  Chinese10,156 (16.7)5,314 (14.0)4,842 (20.9)
  Indian5,044 (8.3)3,084 (8.2)1,960 (8.5)
  Other6,859 (11.3)4,366 (11.5)2,493 (10.8)
BMI, mean (SD), kg/m227.8 (5.2)28.0 (5.4)27.4 (4.8)
BMI, n (%)
  Underweight (> 18.5)977 (1.6)663 (1.8)314 (1.4)
  Normal (18.5 - 24.9)17,841 (29.3)10,788 (28.5)7,053 (30.5)
  Overweight (25.0 - 29.9)23,972 (39.3)14,285 (37.8)9,687 (41.9)
  Obese (≥ 30.0)18,156 (29.8)12,096 (32.0)6,060 (26.2)
Waist circumference, mean (SD), cm93.3 (11.9)92.2 (11.9)95.1 (11.7)
Abdominal obesity, n (%)a
  No11,524 (18.9)4,556 (12.0)6,968 (30.1)
  Yes49,422 (81.1)33,276 (88.0)16,146 (69.9)
Hypertension, n (%)a
  No10,741 (17.7)6,221 (16.5)4,520 (19.6)
  Yes49,991 (82.3)31,477 (83.5)18,514 (80.4)
Triglyceridemia, median (IQR), mmol/L1.40 (1.10 - 2.0)1.4 (1.1 - 2.0)1.4 (1.1 - 2.0)
Hypertriglyceridemia, n (%)a
  No37,236 (61.1)23,332 (61.7)13,904 (60.2)
  Yes23,710 (38.9)14,500 (38.3)9,210 (39.8)
HDL, mean (SD), mmol/L1.3 (0.4)1.3 (0.4)1.2 (0.3)
Low HDL, n (%)a
  No33,710 (55.3)19,195 (50.7)14,515 (62.8)
  Yes27,236 (44.7)18,637 (49.3)8,599 (37.2)
LDL, mean (SD), mmol/L2.91 (1.11)2.98 (1.13)2.80 (1.06)
Fasting serum glucose, mean (SD)b, mmol/L7.67 (2.87)7.72 (2.92)7.60 (2.80)
A1c, mean (SD), %7.9 (2.1)8.0 (2.1)7.8 (2.0)
Diabetes medications, n (%)
  None1,770 (2.9)1,148 (3.0)622 (2.7)
  Metformin52,850 (86.7)33,233 (87.8)19,617 (84.9)
  Sulfonylurea29,083 (47.7)17,344 (45.8)11,739 (50.8)
  Other oral1,357 (2.2)884 (2.3)473 (2.0)
  Insulin18,826 (30.9)11,955 (31.6)6,871 (29.7)
Metabolic syndrome, n (%)a
  No6,979 (11.5)2,939 (7.8)4,040 (17.5)
  Yes53,967 (88.5)34,893 (92.2)19,074 (82.5)

 

Table 3. Four-Cluster Diabetes Subtyping With Characteristics of the Clusters (n = 60,946)
 
ClustersBMI (kg/m2)Age at diagnosis (years)Diabetes duration (years)Insulin resistance, cMetSynGlycemia, A1c (%)Lipotoxicity, triglyceride-glucose indexProportion of casesJaccard index
A1c: glycated hemoglobin; BMI: body mass index; cMetSyn: continuous metabolic syndrome z-score; MARD: mild age-related diabetes; MOD: mild obesity-related diabetes; SIDD: severe insulin deficient diabetes; SIRD: severe insulin-resistant diabetes.
SIRD27.7517.80.1329.69.922%0.92
MARD25.0615.8-0.0646.78.735%0.93
SIDD26.04715.0-0.0408.78.919%0.90
MOD33.2495.30.0047.59.024%0.93

 

Table 4. Characteristics of Patients With Type 2 Diabetes by Cluster Allocation
 
CharacteristicsMARDSIDDMODSIRD
aMetabolic syndrome was defined according to the Harmonized Metabolic Syndrome Definition guidelines [13] by meeting three or more criteria: 1) abdominal obesity was defined as waist circumference ≥ 80 cm in females and ≥ 90 cm in males; 2) hypertension was defined as blood pressure ≥ 130/85 mm Hg or previously diagnosed hypertension; 3) hypertriglyceridemia was defined as ≥ 1.7 mmol/L (150 mg/dL); 4) low high-density lipoprotein (HDL) cholesterol was defined as < 1.3 mmol/L (50 mg/dL) in females and < 1.0 mmol/L (40 mg/dL) in males; 5) all patients met criteria for impaired fasting glucose by virtue of type 2 diabetes diagnosis. A1c: glycated hemoglobin; BMI: body mass index; cMetSyn: continuous metabolic syndrome z-score; LDL: low-density lipoprotein; MARD: mild age-related diabetes; MOD: mild obesity-related diabetes; SD: standard deviation; SIDD: severe insulin deficient diabetes; SIRD: severe insulin-resistant diabetes.
n (%)21,059 (35.6)11,751 (19.3)14,700 (24.1)13,436 (22.0)
Female, n (%)12,365 (58.8)7,558 (64.2)9,646 (65.6)8,263 (61.5)
Male, n (%)8,673 (41.2)4,215 (35.8)5,042 (34.4)5,176 (38.5)
Malay ethnicity, n (%)12,379 (58.8)7,362 (62.5)9,912 (67.5)9,234 (68.7)
Chinese ethnicity, n (%)4,694 (22.3)2,055 (17.5)1,394 (9.5)2,013 (15.0)
Indian ethnicity, n (%)1,376 (6.5)1,556 (13.2)1,276 (8.7)835 (6.2)
Other ethnicity, n (%)2,589 (12.3)800 (6.8)2,113 (14.4)1,357 (10.1)
Age at diabetes diagnosis (years), mean (SD)61.1 (8.2)47.2 (8.5)48.8 (9.0)51.2 (9.7)
Diabetes duration (years), mean (SD)5.76 (3.53)15.02 (5.37)5.27 (3.39)7.80 (4.54)
Diabetes duration > 10 years, n (%)2,911 (13.8)10,089 (85.9)1,494 (10.2)4,023 (29.9)
A1c (%), mean (SD)6.7 (1.1)8.8 (2.1)7.5 (1.5)9.6 (2.3)
No diabetes medications, n (%)1,075 (5.1)135 (1.1)383 (2.6)177 (1.3)
Oral diabetes medications, n (%)19,343 (91.9)10,328 (87.7)13,666 (93.0)12,053 (89.7)
Insulin pharmacotherapy, n (%)2,364 (11.2)6,559 (55.7)3,482 (23.7)6,421 (47.8)
LDL, mmol/L, mean (SD)2.76 (1.02)2.85 (1.07)2.95 (1.04)3.15 (1.29)
Triglyceride-glucose index, mean (SD)8.67 (0.43)8.86 (0.47)9.02 (0.40)9.90 (0.46)
BMI (kg/m2), mean (SD)24.96 (3.49)26.04 (3.94)33.17 (4.83)27.67 (4.32)
cMetSyn score, mean (SD)-0.06 (0.08)-0.04 (0.08)0.00 (0.07)0.13 (0.10)
Metabolic syndrome, n (%)a16,735 (79.5)9,954 (84.7)14,141 (96.2)13,137 (97.8)
Chronic kidney disease, stage 3a or worse, n (%)6,807 (32.7)4,696 (40.5)3,356 (23.1)5,056 (38.2)
Retinopathy, n (%)4,337 (21.0)3,556 (30.8)1,962 (13.6)2,844 (21.6)
Cerebrovascular disease, n (%)343 (1.7)237 (2.0)134 (0.9)211 (1.6)
Ischemic heart disease, n (%)1,228 (5.9)1,013 (8.7)555 (3.8)808 (6.1)
Diabetes foot ulcers, n (%)129 (0.6)232 (2.0)117 (0.8)206 (1.6)
Limb amputations, n (%)65 (0.3)112 (1.0)32 (0.2)79 (0.6)

 

Table 5. Hazard Ratios and 95% Confidence Intervals for Diabetes Complications by Cluster Compared to MARD
 
OutcomenMOD vs. MARDSIDD vs. MARDSIRD vs. MARD
Cox regression models adjusted for age, sex, and ethnicity. *Statistically significant. MARD: mild age-related diabetes; MOD: mild obesity-related diabetes; SIDD: severe insulin deficient diabetes; SIRD: severe insulin-resistant diabetes.
Chronic kidney disease, stage 3a or worse60,1550.90 (0.86 - 0.95)*0.25 (0.24 - 0.26)*0.77 (0.74 - 0.80)*
Retinopathy59,8320.68 (0.64 - 0.72)*0.28 (0.27 - 0.30)*0.59 (0.56 - 0.63)*
Cerebrovascular disease60,0700.69 (0.55 - 0.86)*0.57 (0.47 - 0.69)*0.84 (0.70 - 1.01)
Ischemic heart disease60,0871.02 (0.91 - 1.13)0.83 (0.76 - 0.91)*1.08 (0.98 - 1.18)
Diabetes foot ulcers60,1291.07 (0.82 - 1.41)0.82 (0.64 - 1.04)1.43 (1.13 - 1.81)*
Limb amputations60,1160.53 (0.34 - 0.84)*0.73 (0.51 - 1.04)1.03 (0.72 - 1.46)