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. 2026 Mar 18;69(7):1792–1805. doi: 10.1007/s00125-026-06698-2

Table 2.

Diabetes-related complications, all-cause mortality and healthcare costs during follow-up, by latent class

Variable Overall Class 1 Class 2 Class 3 Class 4 p value
Diabetes-related complications and all-cause mortality, n (%)
N 2886 529 (18.3) 612 (21.2) 979 (33.9) 766 (26.5)
 Severe hypoglycaemia 374 (13.0) 107 (20.2) 42 (6.9) 125 (12.8) 100 (13.1) <0.001
 CVD 594 (20.6) 121 (22.9) 122 (19.9) 170 (17.4) 181 (23.6) 0.006
  CVD prior to CKD onset 243 (8.4) 51 (9.6) 54 (8.8) 73 (7.5) 65 (8.5) 0.506
  CVD after CKD onset 351 (12.2) 70 (13.2) 68 (11.1) 97 (9.9) 116 (15.1) 0.007
 Cancer 341 (11.8) 60 (11.3) 65 (10.6) 127 (13.0) 89 (11.6) 0.525
 ESKD 172 (6.0) 61 (11.5) 5 (0.8) 60 (6.1) 46 (6.0) <0.001
 Death 470 (16.3) 99 (18.7) 105 (17.2) 155 (15.8) 111 (14.5) 0.205
PPPY healthcare costs, US$, mean (SD)
N 24,819 4269 5193 8903 6454
 Total healthcare costs 4395 (11,947) 6087 (15,519) 3822 (9816) 4260 (11,725) 3923 (10,957) <0.001
  Cost before CKD onset 834 (5898) 956 (7077) 810 (5388) 970 (6840) 587 (3218) <0.001
  Costs of CKD onset and after onset 3561 (14,498) 5131 (18,317) 3012 (11,767) 3291 (14,314) 3336 (13,494) <0.001
 OPD costs 1086 (1492) 1396 (1789) 933 (1175) 1077 (1588) 1017 (1332) <0.001
 Acute care costs 2157 (6790) 3025 (8586) 1894 (5839) 2123 (7210) 1842 (5362) <0.001
 HDU costs 83 (1576) 127 (1413) 59 (709) 54 (1000) 112 (2538) 0.022
 ICU costs 163 (2734) 289 (3648) 90 (1558) 117 (1996) 202 (3532) 0.001
 Rehabilitation and infirmary costs 789 (5399) 1126 (8129) 775 (4318) 728 (5085) 661 (4197) <0.001
 Psychiatric costs 47 (1301) 38 (886) 8 (241) 92 (1993) 22 (674) <0.001
 A&E costs 58 (154) 73 (171) 56 (148) 52 (150) 56 (150) <0.001

A&E, accident and emergency; CKD, chronic kidney disease; CVD, cardiovascular disease; ESKD, end-stage kidney disease; HDU, high-dependency unit; ICU, intensive care unit; OPD, outpatient department; SD, standard deviation