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Table 2 Demographics and clinical features between T2DM patients

From: Prediction of the risk of developing end-stage renal diseases in newly diagnosed type 2 diabetes mellitus using artificial intelligence algorithms

 

Full cohort

Training set

Testing set

(n = 53,477)

(n = 37,433)

(n = 16,044)

Demographic data

 Age, years

67.05 [57.37, 77.74]

67.09 [57.46, 77.78]

66.97 [57.20, 77.66]

 Female gender,n(%)

22,162 (41.4)

15,508 (41.4)

6654 (41.5)

 Smoking,n(%)

12,424 (23.2)

8690 (23.2)

3734 (23.3)

 Alcohol consumption,n(%)

9117 (17.0)

6438 (17.2)

2679 (16.7)

Underlying comorbidities

 Hypertension,n(%)

31,142 (58.2)

21,816 (58.3)

9326 (58.1)

 Transient ischemic attack,n(%)

541 (1.0)

371 (1.0)

170 (1.1)

 Ischemic stroke,n(%)

3359 (6.3)

2339 (6.2)

1020 (6.4)

 Hemorrhagic stroke,n(%)

758 (1.4)

533 (1.4)

225 (1.4)

 Myocardial infarction,n(%)

1806 (3.4)

1251 (3.3)

555 (3.5)

 Coronary artery disease,n(%)

10,585 (19.8)

7449 (19.9)

3136 (19.5)

 CHF,n(%)

3032 (5.7)

2139 (5.7)

893 (5.6)

 Chronic liver disease,n(%)

4377 (8.2)

3085 (8.2)

1292 (8.1)

 Cirrhosis,n(%)

1193 (2.2)

859 (2.3)

334 (2.1)

 Peptic ulcer disease,n(%)

4613 (8.6)

3238 (8.7)

1375 (8.6)

 Autoimmune disease,n(%)

508 (0.9)

360 (1.0)

148 (0.9)

 COPD,n(%)

2881 (5.4)

2026 (5.4)

855 (5.3)

 Asthma,n(%)

1132 (2.1)

784 (2.1)

348 (2.2)

 PAOD,n(%)

99 (0.2)

74 (0.2)

25 (0.2)

 Cancer,n(%)

12,513 (23.4)

8788 (23.5)

3725 (23.2)

 Gout,n(%)

2445 (4.6)

1751 (4.7)

694 (4.3)

 Atrial fibrillation,n(%)

1589 (3.0)

1133 (3.0)

456 (2.8)

 Valvular heart disease,n(%)

1311 (2.5)

917 (2.4)

394 (2.5)

 Diabetic retinopathy,n(%)

2744 (5.1)

1911 (5.1)

833 (5.2)

Laboratory data at the diagnosis of T2DM

 Creatinine, mg/dL

   

  Baseline serum creatinine, mg/dL

0.94 [0.75, 1.27]

0.94 [0.76, 1.27]

0.94 [0.75, 1.27]

  Mean serum creatinine, mg/dLa

0.95 [0.76, 1.26]

0.95 [0.76, 1.26]

0.94 [0.76, 1.26]

Cholesterol, mg/dL

175.00 [155.00, 195.20]

175.00 [155.00, 195.00]

175.00 [155.95, 196.00]

Triglyceride, mg/dL

129.40 [94.00, 177.00]

130.00 [94.60, 177.00]

129.00 [94.00, 176.00]

LDL-C, mg/dL

104.00 [89.20, 120.00]

104.00 [89.00, 120.00]

104.40 [89.80, 120.40]

HDL-C, mg/dL

44.60 [39.00, 50.60]

44.60 [39.00, 50.60]

44.80 [39.00, 50.80]

Uric acid, mg/dL

5.98 [5.00, 7.00]

5.98 [5.00, 7.00]

5.96 [5.00, 7.00]

Calcium, mg/dL

9.18 [8.92, 9.40]

9.18 [8.92, 9.40]

9.16 [8.92, 9.40]

Phosphate, mg/dL

3.30 [3.04, 3.54]

3.30 [3.04, 3.54]

3.30 [3.04, 3.56]

White blood cells, /mm3

7300 [6100, 8860]

7300 [6100, 8860]

7300 [6100, 8820]

Hemoglobin, g/dL

12.60 [11.40, 13.70]

12.60 [11.40, 13.70]

12.60 [11.40, 13.70]

Albumin, g/dL

3.90 [3.58, 4.16]

3.90 [3.58, 4.16]

3.90 [3.56, 4.16]

Alanine transaminase, U/L

23.00 [17.00, 35.00]

23.00 [17.00, 35.00]

23.00 [17.00, 35.00]

Aspartate transaminase, U/L

23.20 [19.00, 31.00]

23.20 [19.00, 31.00]

23.20 [18.80, 31.00]

Total bilirubin, mg/dL

0.69 [0.51, 1.00]

0.69 [0.51, 1.00]

0.69 [0.51, 0.99]

Direct bilirubin, mg/dL

0.26 [0.17, 0.38]

0.26 [0.17, 0.38]

0.26 [0.17, 0.38]

Alkaline phosphatase, U/L

84.00 [71.20, 104.20]

84.00 [71.20, 104.00]

84.00 [71.00, 104.20]

Gamma-glutamyl transferase, U/L

43.00 [28.80, 73.60]

43.00 [28.80, 73.80]

43.40 [28.80, 73.40]

HbA1c, %

7.70 [6.90, 9.42]

7.70 [6.90, 9.43]

7.70 [6.88, 9.40]

Glucose, mg/dL

142.00 [117.00, 186.00]

142.00 [117.00, 186.00]

142.00 [117.00, 186.00]

INR

1.02 [0.99, 1.10]

1.02 [0.99, 1.10]

1.02 [0.99, 1.10]

aPTT, seconds

57.56 [48.96, 85.10]

57.56 [48.96, 85.10]

57.37 [48.96, 85.10]

Hs-CRP, mg/dL

1.08 [0.32, 1.52]

1.08 [0.32, 1.53]

1.08 [0.32, 1.43]

Iron, μg/dL

64.60 [54.00, 77.20]

64.60 [54.00, 77.00]

64.40 [53.80, 77.20]

TSH, uIU/mL

1.77 [1.22, 2.31]

1.76 [1.22, 2.31]

1.78 [1.22, 2.31]

Free T4, ng/dL

1.08 [1.01, 1.17]

1.08 [1.01, 1.17]

1.08 [1.01, 1.17]

Spot urine protein-creatinine ratio, g/g

2.28 [0.50, 3.43]

2.32 [0.51, 3.43]

2.19 [0.49, 3.41]

Concomitant medications

 RAAS inhibitors,n(%)

30,111 (56.3)

21,093 (56.3)

9018 (56.2)

 Alpha, blocker,n(%)

14,189 (26.5)

9927 (26.5)

4262 (26.6)

 Beta blocker,n(%)

21,922 (41.0)

15,333 (41.0)

6589 (41.1)

 CCB,n(%)

27,749 (51.9)

19,465 (52.0)

8284 (51.6)

 Warfarin,n(%)

1761 (3.3)

1234 (3.3)

527 (3.3)

 DOAC,n(%)

138 (0.3)

94 (0.3)

44 (0.3)

 Aspirin,n(%)

16,713 (31.3)

11,766 (31.4)

4947 (30.8)

 Clopidogrel, n(%)

6709 (12.5)

4770 (12.7)

1939 (12.1)

 Nitrate,n(%)

12,810 (24.0)

8960 (23.9)

3850 (24.0)

 Statin,n(%)

22,656 (42.4)

15,843 (42.3)

6813 (42.5)

 Diuretic,n(%)

18,660 (34.9)

13,073 (34.9)

5587 (34.8)

 Spironolactone,n(%)

5066 (9.5)

3568 (9.5)

1498 (9.3)

 Metformin,n(%)

37,396 (69.9)

26,158 (69.9)

11,238 (70.0)

 Sulfonylurea,n(%)

25,202 (47.1)

17,631 (47.1)

7571 (47.2)

 Meglitinide,n(%)

8625 (16.1)

6024 (16.1)

2601 (16.2)

 SGLT2 inhibitor,n(%)

505 (0.9)

358 (1.0)

147 (0.9)

 GLP1 receptor agonist,n(%)

78 (0.1)

60 (0.2)

18 (0.1)

 Dipeptidyl peptidase-4 inhibitor,n(%)

16,164 (30.2)

11,299 (30.2)

4865 (30.3)

 Thiazolidinedione,n(%)

4847 (9.1)

3408 (9.1)

1439 (9.0)

 Alpha-glucosidase inhibitor,n(%)

8530 (16.0)

5956 (15.9)

2574 (16.0)

 Insulin,n(%)

26,752 (50.0)

18,790 (50.2)

7962 (49.6)

 NSAID,n(%)

26,349 (49.3)

18,450 (49.3)

7899 (49.2)

 COX-2 inhibitor,n(%)

7230 (13.5)

5037 (13.5)

2193 (13.7)

 Proton pump inhibitor,n(%)

14,700 (27.5)

10,267 (27.4)

4433 (27.6)

 Steroid,n(%)

8747 (16.4)

6100 (16.3)

2647 (16.5)

 Allopurinol,n(%)

2466 (4.6)

1711 (4.6)

755 (4.7)

 Febuxostat,n(%)

1065 (2.0)

734 (2.0)

331 (2.1)

 Benzbromarone,n(%)

4388 (8.2)

3078 (8.2)

1310 (8.2)

  1. Abbreviations: T2DM type 2 diabetes mellitus, CHF congestive heart failure, COPD chronic obstructive pulmonary disease, PAOD peripheral arterial occlusive disease, LDL-C low-density lipoprotein cholesterol, HDL-C high density lipoprotein-cholesterol, HbA1c glycated hemoglobin, INR international normalized ratio, aPTT activated partial thromboplastin time, Hs-CRP high-sensitivity C-reactive protein, TSH thyroid stimulating hormone, T4 thyroxine, RAAS renin-angiotensin system, CCB calcium channel blocker, DOAC direct oral anticoagulant, SGLT2 sodium-glucose cotransporter 2, GLP1 glucagon-like peptide-1, NSAID nonsteroidal anti-inflammatory drug, COX-2 cyclooxygenase-2
  2. a The mean serum creatinine value assessed within 1 year before the diagnosis of T2DM