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. 2021 Nov 2;31(1):242–253. doi: 10.1158/1055-9965.EPI-21-0712

Table 2.

Distribution of model parameters in three populations with diabetes progression, female.

Patients initiating insulin for diabetes Patients initiating combination oral hypoglycemic treatment for diabetes Population with ≥1% increase in HbA1c over 8%
n (column %) or median (IQR) n (column %) or median (IQR) n (column %) or median (IQR)
Variable Category Pancreatic cancer-free (n = 10,815) Pancreatic cancer (n = 54) Pancreatic cancer-free (n = 9,554) Pancreatic cancer (n = 48) Pancreatic cancer-free (n = 13,951) Pancreatic cancer (n = 66)
Age (years) 58.8 (54.6–64.2) 60.5 (58.3–65.0) 58.3 (54.3–63.6) 60.7 (56.9–64.0) 58.7 (54.4–64.2) 61.2 (58.5–67.1)
Race White 7,555 (69.86) 38 (70.37) 6,693 (70.05) 36 (75) 9,688 (69.44) 46 (69.7)
Black 2,839 (26.25) 15 (27.78) 2,480 (25.96) 11 (22.92) 3,693 (26.47) 20 (30.3)
Asian 57 (0.53) 0 (0) 62 (0.65) 0 (0) 93 (0.67) 0 (0)
Other 364 (3.37) 1 (1.85) 319 (3.34) 1 (2.08) 477 (3.42) 0 (0)
Hispanic Ethnicity 566 (5.23) 2 (3.7) 573 (6) 3 (6.25) 816 (5.85) 1 (1.52)
Smoking status Current smoker 2,974 (27.5) 21 (38.89) 2,628 (27.51) 12 (25) 3,895 (27.92) 17 (25.76)
Former smoker 3,325 (30.74) 9 (16.67) 2,750 (28.78) 10 (20.83) 4,198 (30.09) 22 (33.33)
Never smoker 3,544 (32.77) 16 (29.63) 3,201 (33.5) 17 (35.42) 4,744 (34) 20 (30.3)
Missing/unknown 972 (8.99) 8 (14.81) 975 (10.21) 9 (18.75) 1114 (7.99) 7 (10.61)
Heavy drinking No 5,839 (53.99) 22 (40.74) 4,182 (43.77) 10 (20.83) 7,145 (51.21) 27 (40.91)
Yes 619 (5.72) 2 (3.7) 497 (5.2) 2 (4.17) 845 (6.06) 2 (3.03)
Unknown/missing 4,357 (40.29) 30 (55.56) 4,875 (51.03) 36 (75) 5,961 (42.73) 37 (56.06)
Acute pancreatitis 251 (2.32) 3 (5.56) 141 (1.48) 2 (4.17) 280 (2.01) 2 (3.03)
Chronic pancreatitis 110 (1.02) 3 (5.56) 60 (0.63) 0 (0) 124 (0.89) 1 (1.52)
Abdominal pain 3,306 (30.57) 20 (37.04) 2,673 (27.98) 14 (29.17) 4,297 (30.8) 23 (34.85)
NAFLD 683 (6.32) 6 (11.11) 521 (5.45) 3 (6.25) 849 (6.09) 6 (9.09)
Heart disease 2,975 (27.51) 14 (25.93) 2,221 (23.25) 18 (37.5) 3,670 (26.31) 22 (33.33)
Jaundice 23 (0.21) 1 (1.85) 13 (0.14) 0 (0) 29 (0.21) 1 (1.52)
Alcoholism 3,439 (31.8) 20 (37.04) 2,844 (29.77) 17 (35.42) 4,467 (32.02) 20 (30.3)
Cirrhosis 183 (1.69) 1 (1.85) 90 (0.94) 0 (0) 215 (1.54) 2 (3.03)
Diabetic neuropathy 2,336 (21.6) 9 (16.67) 1,642 (17.19) 7 (14.58) 2,958 (21.2) 16 (24.24)
Diabetic nephropathy 595 (5.5) 2 (3.7) 357 (3.74) 0 (0) 716 (5.13) 2 (3.03)
Back pain 2,922 (27.02) 17 (31.48) 2,382 (24.93) 10 (20.83) 3,840 (27.52) 20 (30.3)
Proton-pump inhibitor 5,671 (52.44) 31 (57.41) 4,554 (47.67) 25 (52.08) 7,224 (51.78) 31 (46.97)
Biguanides 8,863 (81.95) 45 (83.33) 9,344 (97.8) 48 (100) 11,060 (79.28) 53 (80.3)
DPP-IV inhibitors 347 (3.21) 0 (0) 344 (3.6) 0 (0) 188 (1.35) 0 (0)
Weight (lbs) 196.2 (169–227) 180.6 (154–204.9) 197.7 (171–228) 174.65 (153–218.9) 199 (172–229.9) 193.2 (166.3–218.2)
% weight change −0.34 (−3.55 to 2.76) −2.35 (−7.83 to 2.96) −0.3 (−3.31–2.6) −0.54 (−3.25 to 2.4) 0.65 (−2.41 to 4.08) 1.33 (−2.76 to 4.85)
Peak BMI 35.34 (30.98–40.45) 33.4 (30.13–38.31) 35.34 (30.95–40.35) 32.86 (28.96–39.08) 35.34 (31–40.33) 34.18 (31.23–41.09)
HbA1c (%) 9 (7.8–10.6) 8.65 (7.7–10.5) 8 (7.2–9.3) 7.65 (7.2–8.35) 9.1 (8.4–10.2) 9 (8.3–10)
HbA1c change (%) 0.3 (−0.2 to 1.7) 0.3 (0–2.4) 0 (−0.5 to 0.9) 0 (−0.95 to 0.4) 1.5 (1–2.2) 1.5 (0.8–2)
Creatinine (mg/dL) 0.8 (0.7–1) 0.9 (0.6–1.1) 0.8 (0.7–0.96) 0.8 (0.72–0.99) 0.8 (0.7–1) 0.9 (0.71–1.1)
Cholesterol (mg/dL) 183 (155–218) 185 (152–207) 182 (157–217) 168.5 (155–205.5) 185 (159–220) 181.5 (155–212)
Bilirubin (mg/dL) 0.5 (0.34–0.7) 0.4 (0.3–0.6) 0.5 (0.34–0.7) 0.5 (0.4–0.6) 0.5 (0.39–0.7) 0.5 (0.34–0.65)
% Bilirubin change 0 (−20 to 25) 0 (−24 to 50) 0 (−20 to 25) 0 (−15.43 to 30.95) 0 (−20 to 33.33) 0 (−27.27 to 33.33)
RBC (M/cmm) 4.51 (4.18–4.82) 4.39 (4.15–4.69) 4.56 (4.26–4.85) 4.45 (4.29–4.74) 4.54 (4.25–4.84) 4.5 (4.03–4.73)
% RBC change 0 (−4.31 to 3.86) 0 (−4.36 to 4.37) 0 (−3.95 to 3.1) 0 (−5.24 to 2.25) 0 (−3.29 to 4.95) 0 (−5.42 to 5.21)

Abbreviations: IQR, interquartile range; n, number of patients.