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02 June 2026 : Original article  

Development and Internal Validation of a Web-Based Dynamic Nomogram for Dynamic Risk Stratification of Early Bacterial Infection in Liver Transplant Recipients

Trung Dinh Ngo ACDEF 1, Thu Thi Nguyen BCDE 1, Khanh Nam Le BCEF 1, Anh Hoang Ngoc Nguyen ORCID logo BDEF 2, Trang Thu Do BDEF 3, Huy Xuan Huynh BCE 4, Khanh Van Le BCE 4, Nam Van Do ACDEG 1*

DOI: 10.12659/AOT.952951

Ann Transplant 2026; 31:e952951

Table 1 Comparison of patient characteristics between 2 groups.

VariablesTotal (n=205)Non-infection group (n=160)Infection group (n=45)P value
Female, n (%)34 (16.6)22 (13.8)12 (26.7)0.040
Age, years54 (44–61)53 (44–60)54 (44–61)0.978
Diabetes mellitus, n (%)37 (18)30 (18.8)7 (15.6)0.623
CRRT/TPE, n (%)33 (16.1)19 (11.9)14 (31.1)0.002
MELD, median (IQR)16 (8–29)13 (8–28)25 (15–38)<0.001
WBC, median (IQR), G/L6.4 (4.8–12.6)6 (4.6–8.5)7.3 (5.1–12)0.015
Neu/Lym ratio, median (IQR)3.2 (2.1–5.8)3 (1.8–5.4)4.3 (2.9–9.1)0.002
Indication for LDLT0.010
 Liver cancer, n (%)90 (43.9)79 (49.4)11 (24.4)
 ALF/ACLF, n (%)63 (30.7)43 (26.9)20 (44.4)
 Other, n (%)52 (25.4)38 (23.8)14 (31.1)
Duration of LDLT surgery, median (IQR), minutes412 (380–434)414 (380–435)411 (382–421)0.501
Blood loss volume, median (IQR), mL1500 (1000–2000)1500 (1000–2000)1500 (1250–2050)0.118
Blood transfusion volume, median (IQR), mL2350 (1725–3050)2300 (1700–3000)2700 (2300–3150)0.023
Lactate post-reperfusion, median (IQR), mmol/L4.9 (3.2–6.8)4.8 (3.1–6.7)4.9 (3.2–7.6)0.651
WBC, median (IQR), G/L11 (7.6–15.1)10.9 (7.6–15.5)11.2 (7.4–14.8)0.902
Neu/Lym ratio, median (IQR)12 (8.4–18.3)12.2 (8.4–18)10.6 (8.0–21.1)0.738
Use of vasopressors, n (%)34 (16.6)19 (11.9)15 (33.3)<0.001
Post-transplant blood transfusion within the first week, n (%)120 (58.5)86 (53.8)34 (75.6)0.009
Mechanical ventilation, n (%)46 (22.4)34 (21.3)12 (26.7)0.442
CRRT within the first week, n (%)18 (8.8)12 (7.5)6 (13.3)0.222
Bile leakage, n (%)27 (13.2)12 (7.5)15 (33.3)<0.001
Early AKI, n (%)67 (32.7)43 (26.9)24 (53.3)<0.001
Early allograft dysfunction, n (%)24 (11.7)14 (8.8)10 (22.2)0.013
ICU length of stay, median (IQR), days5 (5–7)5 (5–6)7 (5–11)<0.001
WBC POD111.8 (9.2–14.9)12 (9.3–15.2)10.8 (8.4–14.3)0.249
Neu/Lym ratio POD118.4 (12.1–30.6)18.3 (12.7–30)18.7 (10.9–41.9)0.624
Tacrolimus POD77.1 (6.2–8.1)6.9 (6.0–8.0)7.4 (6.5–8.3)0.072
CRRT – continuous renal replacement therapy; TPE – therapeutic plasma exchange; MELD – Model for End-Stage Liver Disease; WBC – white blood cell count; IQR – interquartile range; LDLT – living donor liver transplantation; ALF – acute liver failure; ACLF – acute-on-chronic liver failure; AKI – acute kidney injury; ICU – Intensive Care Unit; POD – postoperative day; Neu/Lym ratio – neutrophil-to-lymphocyte ratio.

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Annals of Transplantation eISSN: 2329-0358
Annals of Transplantation eISSN: 2329-0358