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Table 1 Comparison of baseline characteristics of patients in training/validation set and test set

From: Deep learning algorithms for predicting renal replacement therapy initiation in CKD patients: a retrospective cohort study

Feature

Training and validation set patients N = 4493

Test set patients N = 499

p-value

G5 CKD progression during study period (%)

1437 (31.98%)

139 (27.86%)

0.067

RRT initiation during study period (%)

882 (19.63%)

107 (21.44%)

0.366

eGFR on recruitment (ml/min/1.73m2)

24.43 (24.32—24.56)

24.58 (24.24—24.93)

0.451

Demographic data

 Age (years) (95% CI)

70.54 (70.17—70.92)

70.72 (69.62—71.82)

0.771

 Female gender (%)

1971 (43.87%)

216 (43.29%)

0.841

Medical History

 Hypertension

2585 (57.53%)

289 (57.92%)

0.908

 Type 2 diabetes mellitus

1479 (32.92%)

172 (34.47%)

0.517

 Heart failure

1035 (23.04%)

123 (24.65%)

0.182

 Glomerular disorders

996 (22.17%)

107 (21.44%)

0.754

Biochemical Data

 Creatinine (µmol/L)

194.47 (192.97—195.98)

194.88 (190.1—199.66)

0.869

 Urea (mmol/L)

13.07 (12.93—13.21)

12.97 (12.55—13.38)

0.628

 ALT (U/L)

19.11 (18.64—19.58)

18.47 (17.39—19.56)

0.393

 AST (U/L)

34.18 (29.32—39.04)

34.14 (24.27—44.01)

0.996

 ALP (U/L)

87.40 (86.0—88.8)

88.22 (84.80 -s 91.65)

0.708

 Albumin (g/L)

39.16 (39.02—39.3)

39.41 (39.01—39.81)

0.258

 Urate (mmol/L)

0.47 (0.46—0.48)

0.47 (0.46—0.49)

0.627

 Calcium (mmol/L)

2.32 (2.32—2.33)

2.34 (2.33—2.35)

0.019

 Phosphate(mmol/L)

1.17 (1.17- 1.18)

1.19 (1.17—1.21)

0.071

 Ca X PO4 (mg2/dL2)

33.75 (33.55—33.94)

34.56 (33.94—35.18)

0.011

 Haemoglobin (g/L)

11.43 (11.4—11.8)

11.60 (11.4—11.8)

0.121

 Haemoglobin a1c (%)

7.80 (7.73—7.87)

7.89 (7.7—8.09)

0.400

 Spot urine protein: creatinine (mg/mg Cr)

2.20 (2.00—2.41)

1.75 (1.35—2.16)

0.156