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Table 1 Characteristics, diagnosis and perioperative features of current cohort

From: An explainable supervised machine learning predictor of acute kidney injury after adult deceased donor liver transplantation

 

All (N = 780)

Non-AKI (n = 350)

AKI(n = 430)

P value

Age (y)

50.719 (10.638)

51.051 (10.433)

50.449 (10.808)

0.295

Height (cm)

167.954 (9.065)

167.734 (6.428)

168.134 (10.753)

0.052

Weight (kg)

64.628 (11.304)

63.404 (10.889)

65.628 (11.548)

0.004

Body Mass Index

22.782 (3.574)

22.539 (3.529)

22.98 (3.602)

0.018

Preoperative LOS (d)

11 (2–26)

14 (4–28)

8 (2–23)

0.001

Diagnosis of AKI

 No AKI

 

350.0 (100.0%)

/

 

 Stage 1 AKI

 

/

177.0 (41.163%)

 

 Stage 2 AKI

 

/

63.0 (14.651%)

 

 Stage 3 AKI

 

/

190.0 (44.186%)

 

 Stage 3 AKI requring CRRT

 

/

159.0 (36.977%)

 

 AKI diagnosis during POD1

 

 /

288 (66.977%)

 

Preoperative renal function

 CKD (n)

121.0 (15.513%)

49.0 (14.0%)

72.0 (16.744%)

0.34

 AKI (n)

172.0 (22.051%)

67.0 (19.143%)

105.0 (24.419%)

0.093

 HRS (n)

33.0 (4.231%)

8.0 (2.286%)

25.0 (5.814%)

0.024

 SCr (μmol/L)

91.777 (70.334)

92.388 (68.852)

91.28 (71.593)

0.047

 BUN (mmol/L)

6.846 (5.823)

6.56 (5.218)

7.078 (6.268)

0.985

 eGFR (ml/(min*1.732))

95.029 (32.145)

93.749 (29.966)

96.07 (33.813)

0.127

 SCr_Mean (μmol/L)

79.343 (71.641)

75.837 (65.256)

82.197 (76.402)

0.917

 Use of CRRT (n)

94.0 (12.051%)

24.0 (6.857%)

70.0 (16.279%)

 < 0.001

 Frequency of CRRT (times)

2.567 (10.727)

1.351 (8.312)

3.556 (12.269)

 < 0.001

Preoperative laboratory values

 HCT

0.299 (0.076)

0.312 (0.08)

0.288 (0.07)

 < 0.001

 PLT(109/L)

96.026 (79.4)

116.597 (95.149)

79.281 (58.79)

 < 0.001

 ALT (U/L)

126.282 (399.834)

90.349 (235.856)

155.53 (493.081)

0.004

 AST (U/L)

172.242 (538.996)

148.429 (369.227)

191.626 (644.817)

 < 0.001

 TBIL (μmol/L)

250.278 (249.713)

172.311 (217.596)

313.739 (256.351)

 < 0.001

 DBIL (μmol/L)

159.74 (168.516)

116.107 (152.227)

195.256 (172.907)

 < 0.001

 IBIL (μmol/L)

90.537 (96.523)

56.204 (72.764)

118.483 (104.24)

 < 0.001

 ALB (g/L)

35.668 (4.906)

36.212 (5.283)

35.225 (4.535)

0.023

 PT (s)

25.16 (13.483)

21.115 (9.851)

28.452 (15.064)

 < 0.001

 APTT (s)

54.653 (20.923)

49.183 (16.041)

59.105 (23.267)

 < 0.001

 FIB (g/L)

1.982 (1.422)

2.357 (1.372)

1.676 (1.39)

 < 0.001

 INR

2.339 (1.574)

1.912 (1.397)

2.686 (1.625)

 < 0.001

Etiology of liver

 Hepatitis B (n)

577.0 (73.974%)

257.0 (73.429%)

320.0 (74.419%)

0.817

 Hepatitis C (n)

17.0 (2.179%)

11.0 (3.143%)

6.0 (1.395%)

0.157

 Dual infection (n)

9.0 (1.154%)

5.0 (1.429%)

4.0 (0.93%)

0.756

 Hepatic Malignancy (n)

312.0 (40.0%)

190.0 (54.286%)

122.0 (28.372%)

 < 0.001

 Cirrhosis (n)

623.0 (79.872%)

292.0 (83.429%)

331.0 (76.977%)

0.032

Preoperative complications

 MELD score

24 (22–35)

22(22–29)

30 (22–38)

 < 0.001

 Portal hypertension (n)

407.0 (52.179%)

192.0 (54.857%)

215.0 (50.0%)

0.201

 Ascites (n)

321.0 (41.154%)

142.0 (40.571%)

179.0 (41.628%)

0.822

 HE (n)

180.0 (23.077%)

41.0 (11.714%)

139.0 (32.326%)

 < 0.001

 Plasmapheresis (n)

7.0 (0.897%)

2.0 (0.571%)

5.0 (1.163%)

0.625

 HPS (n)

4.0 (0.513%)

1.0 (0.286%)

3.0 (0.698%)

0.766

 ARDS (n)

7.0 (0.897%)

3.0 (0.857%)

4.0 (0.93%)

0.784

 ALI (n)

0.0 (0.0%)

0.0 (0.0%)

0.0 (0.0%)

1

 MV (n)

49.0 (6.282%)

9.0 (2.571%)

40.0 (9.302%)

 < 0.001

 ICU stay (n)

439.0 (56.282%)

164.0 (46.857%)

275.0 (63.953%)

 < 0.001

 Hypernatremia (n)

44.0 (5.641%)

10.0 (2.857%)

34.0 (7.907%)

0.004

 Metabolic acidosis (n)

336.0 (43.077%)

144.0 (41.143%)

192.0 (44.651%)

0.362

Donor characteristics

 Donor age (y)

39.191 (13.966)

38.894 (14.392)

39.433 (13.621)

0.755

 Donor BMI

22.578 (3.199)

22.336 (3.185)

22.779 (3.201)

0.074

 ABO incompatibility (n)

120.0 (15.385%)

38.0 (10.857%)

82.0 (19.07%)

0.002

 Donor Type

   

0.248

  DBD (n)

448 (57.436%)

212 (60.571%)

236 (54.884%)

 

  DCD (n)

324 (41.538%)

134 (38.286%)

190 (44.186%)

 

  DBCD (n)

8 (1.026%)

4 (1.143%)

4 (0.93%)

 

 Steatosis of donor liver

   

0.002

  Steatosis grade 0 (n)

529 (67.821%)

260.0 (74.286%)

269 (62.558%)

 

  Steatosis grade 1 (n)

170 (21.795%)

62.0 (17.714%)

108 (25.116%)

 

  Steatosis grade 2 (n)

35 (4.487%)

9.0 (2.571%)

26 (6.047%)

 

  Steatosis grade 3 (n)

1 (0.128%)

0.0 (0.0%)

1 (0.233%)

 

Steatosis grade ≥ 1

206.0 (26.41%)

71.0 (20.286%)

135.0 (31.395%)

0.001

Steatosis grade ≥ 2

36.0 (4.615%)

9.0 (2.571%)

27.0 (6.279%)

0.022

 Lack of pathology assesment (n)

45 (5.769%)

19 (5.429%)

26 (6.046%)

0.721

Surgery characteristics

 Time of surgery (min)

442.713 (92.854)

425.297 (87.949)

456.888 (94.418)

 < 0.001

 Time under anesthesia (min)

538.888 (97.864)

519.56 (92.679)

554.621 (99.251)

 < 0.001

 Recipient warm ischemic time (min)

46.45 (12.035)

45.919 (12.183)

46.883 (11.909)

0.088

 Cold ischemic time (h)

6.255 (1.358)

6.226 (1.393)

6.278 (1.329)

0.476

 Surgical technique

   

0.304

  Piggyback (n)

713 (91.41%)

317 (90.571%)

396 (92.093%)

 

  Split liver (n)

36 (4.615%)

15 (4.286%)

21 (4.884%)

 

  Standard (n)

31 (3.974%)

18 (5.143%)

13 (3.023%)

 

Intraoperative fluid and transfusion

 Crystalloid (ml)

2618.423 (2240.489)

2775.575 (2366.817)

2490.944 (2126.798)

0.094

 Colloid (ml)

124.26 (427.879)

153.448 (424.742)

100.583 (429.443)

0.006

 Albumin (ml)

218.295 (116.74)

222.629 (111.083)

214.779 (121.15)

0.483

 Transfusion

  RBC (ml)

1500.39 (1318.45)

1279.989 (1333.507)

1679.177 (1280.024)

 < 0.001

  Plasma (ml)

1862.806 (1613.71)

1725.862 (1376.393)

1973.893 (1777.029)

0.063

  Cryoprecipitate (U)

30.276 (15.83)

27.359 (14.9)

32.653 (16.182)

 < 0.001

 EBL (ml)

2051.489 (2027.519)

1679.857 (1890.832)

2354.685 (2086.165)

 < 0.001

 Urine output (ml·kg−1·h−1)

3.104 (2.146)

3.708 (2.219)

2.613 (1.954)

 < 0.001

 Ascites removal (ml)

959.665 (1889.757)

947.011 (1997.938)

969.93 (1799.531)

0.196

Intraoperative medication

 rFVIIa (mg)

0.346 (1.127)

0.211 (1.03)

0.455 (1.19)

 < 0.001

 Prothrombin complex concentrate (IU)

587.692 (433.693)

554.857 (434.497)

614.419 (431.7)

0.043

 Fibrinogen (g)

0.404 (1.293)

0.342 (0.735)

0.453 (1.609)

0.567

 Terlipressin (mg)

0.322 (0.551)

0.195 (0.447)

0.426 (0.604)

 < 0.001

 Norepinephrine, bolus (mg)

0.008 (0.022)

0.006 (0.018)

0.009 (0.024)

0.353

 Epinephrine, bolus (mg)

0.028 (0.299)

0.011 (0.161)

0.042 (0.376)

0.785

 Dopamine, bolus (mg)

12.0 (1.538%)

4.0 (1.143%)

8.0 (1.86%)

0.874

 Bicarbonate (ml)

127.006 (234.266)

89.429 (221.225)

157.593 (240.316)

 < 0.001

 Use of norepinephrine, continuous (n)

649.0 (83.205%)

301.0 (86.0%)

348.0 (80.93%)

0.074

 Use of epinephrine, continuous (n)

553.0 (70.897%)

250.0 (71.429%)

303.0 (70.465%)

0.829

 Use of dopamine, continuous (n)

245.0 (31.41%)

106.0 (30.286%)

139.0 (32.326%)

0.594

 Use of aramine (n)

34.0 (4.359%)

7.0 (2.0%)

27.0(6.279%)

0.006

Intraoperative incident

 Cardiac arrest (n)

21.0 (2.692%)

3.0 (0.857%)

18.0(4.186%)

0.008

 Acidosis (n)

322.0 (41.282%)

133.0 (38.0%)

189.0 (43.953%)

0.108

 Hypotension (n)

649.0 (83.205%)

298.0 (85.143%)

351.0 (81.628%)

0.226

  1. BMI, body mass index; LOS, length of stay; MELD, model for end stage liver disease. CRRT, continuous renal replacement therapy; ARDS, acute respiratory distress syndrome;ICU, intensive care unit; HCT, hematocrit; PLT, platelets; WBC, white blood cell; ALT, alanine transaminase; AST, aspartate transaminase; TBIL, total bilirubin; DBIL, direct bilirubin; IBIL, indirect bilirubin; ALB, albumin; SCr, serum creatinine; BUN, blood urea nitrogen; PT, prothrombin time; APTT, activated partial thromboplastin time; FIB, fibrinogen; INR, international normalized ratio; eGFR, estimated glomerular filtration rate; DBD, donation after brain death; DCD, donation after circulatory death; DBCD, donation after brain death followed by circulatory death; GA, general anesthesia; RBC, red blood cell; EBL, estimated blood loss; rFVIIa, recombinant activated factor VII