| Literature DB >> 28640288 |
Ka-Shing Cheung1, Wai-Kay Seto1,2, James Fung1,2, Ching-Lung Lai1,2, Man-Fung Yuen1,2.
Abstract
OBJECTIVES: We aimed to validate the prognostic models for primary biliary cholangitis (PBC) in Chinese patients receiving ursodeoxycholic acid (UCDA), and to compare their performances in predicting the long-term survival.Entities:
Year: 2017 PMID: 28640288 PMCID: PMC5518946 DOI: 10.1038/ctg.2017.23
Source DB: PubMed Journal: Clin Transl Gastroenterol ISSN: 2155-384X Impact factor: 4.488
Figure 1Flowchart illustrating case search and identification. HBV, hepatitis B virus; PBC, primary biliary cholangitis; UCDA, ursodeoxycholic acid.
Baseline characteristics of the study cohort (n=144)
| Age (years) | 57.8 (48.7–71.5) | 59.7 (45.3–71.0) | 57.6 (49.0–72.1) | 0.678 |
| Female sex, | 127 (88.2%) | 24 (80.0%) | 103 (90.4%) | 0.118 |
| Duration of follow-up (years) | 7.0 (3.6–10.6) | 7.4 (4.5–11.8) | 7.0 (3.3–10.4) | 0.376 |
| Ursodeoxycholic acid (mg) | 750 (750–750) | 750 (750–750) | 750 (750–750) | 0.491 |
| Suboptimal treatment response (Paris I criteria) | 52 (36.1%) | 21 (70.0%) | 31 (27.2%) | <0.001 |
| Diabetes, | 29 (20.1%) | 6 (20.0%) | 23 (20.2%) | 0.983 |
| Smoking, | 13 (9.5%) | 4 (14.3%) | 9 (8.3%) | 0.303 |
| Alcohol, | 17 (13.7%) | 2 (6.9%) | 15 (13.4%) | 0.525 |
| Cirrhosis, | 41 (28.5%) | 21 (70.0%) | 20 (17.5%) | <0.001 |
| Histological stages 3 and 4, | 23 (44.2%) | 12 (75.0%) | 11 (30.6%) | 0.006 |
| Platelet (x109/l) | 216 (152–262) | 135 (90–202) | 234 (182–269) | <0.001 |
| Creatinine (μmol/l) | 69 (60–82) | 75 (62–87) | 68 (60–81) | 0.210 |
| Albumin (g/l) | 40 (36–42) | 35 (31–40) | 40 (38–43) | <0.001 |
| Bilirubin (μmol/l) | 14 (10–26) | 30 (19–55) | 13 (9–22) | <0.001 |
| ALP (U/l) | 284 (196–484) | 332 (224–486) | 267 (194–483) | 0.376 |
| ALT (U/l) | 74 (54–130) | 88 (54–139) | 73 (54–126) | 0.540 |
| AST (U/l) | 68 (51–115) | 89 (62–125) | 65 (40–108) | 0.079 |
| GGT (U/l) | 517 (256–771) | 619 (457–776) | 436 (219–765) | 0.134 |
| PT (s) | 11.3 (10.5–11.7) | 11.7 (11.4–12.8) | 11.1 (10.5–11.5) | <0.001 |
| AMA positivity | 119 (82.6%) | 22 (73.3%) | 97 (85.1%) | 0.130 |
| Globulin (mg/dl) | 41 (37–46) | 44 (38–50) | 41 (37–45) | 0.161 |
| IgM (mg/dl) | 363 (250–502) | 462 (289–593) | 356 (240–444) | 0.044 |
| Mayo risk score | 4.7 (3.8–5.5) | 5.5 (4.8–6.6) | 4.4 (3.7–5.2) | <0.001 |
| MELD score | 6 (6–8) | 7 (6–9) | 6 (6–6) | 0.005 |
| CPS | 5 (5–6) | 6 (5–8) | 5 (5–6) | <0.001 |
| CP class B/C | 29 (20.1%) | 12 (40.0%) | 17 (14.9%) | <0.001 |
ALP, alkaline phosphatase; ALT, alanine aminotransferase; AMA, anti-mitochondrial antibody; AST, aspartate aminotransferase; CPS, Child–Pugh score; GGT, γ-glutamyl transferase; IgM, immunoglobulin M; INR, international normalized ratio; MELD, model for end-stage liver disease; PT, prothrombin time.
Adverse events were defined as liver transplantation or liver-related death.
All continuous variables are expressed in median (interquartile range).
Missing data: smoking (7), alcohol (3), platelet (10), creatinine (1), albumin (2), bilirubin (2), ALT (2), AST (2), GGT (2), globulin (6), and IgM (20).
Sixty-two patients had liver biopsies performed with reports available for review in 52.
Number of patients with suboptimal treatment response according to different criteria
| Rotterdam criteria | 61 (42.4%) |
| Barcelona criteria | 48 (33.3%) |
| Paris I criteria | 52 (36.1%) |
| Toronto criteria | 50 (38.8%) |
Fifteen patients had missing data on the ALP level at 2 years after treatment.
Number and proportions of patients with suboptimal treatment response according to different criteria among various age strata
| Rotterdam criteria | 4 (57.1%) | 11 (31.4%) | 11 (30.6%) | 11 (44.0%) | 24 (58.5%) | 0.063 |
| Barcelona criteria | 2 (28.6%) | 7 (20%) | 11 (30.6%) | 14 (56.0%) | 14 (34.1%) | 0.070 |
| Paris I criteria | 4 (57.1%) | 14 (40%) | 13 (36.1%) | 8 (32.0%) | 13 (31.7%) | 0.719 |
| Toronto criteria | 6 (85.7%) | 19 (57.6%) | 11 (35.5%) | 6 (27.3%) | 8 (22.2%) | 0.002 |
Two patients had missing data on the ALP level at 2 years after treatment.
Five patients had missing data on the ALP level at 2 years after treatment.
Three patients had missing data on the ALP level at 2 years after treatment.
Five patients had missing data on the ALP level at 2 years after treatment.
HRs and 95% CIs for the association between variables and adverse events (liver-related death or liver transplantation)
| Age (years) | 1.02 | 1.00–1.05 | 0.079 | 1.05 | 1.02–1.08 | |
| Male | 3.26 | 1.28–8.33 | 0.81 | 0.25–2.61 | 0.721 | |
| Smoking | 2.23 | 0.76–6.59 | 0.146 | |||
| Alcohol | 0.73 | 0.17–3.12 | 0.674 | |||
| Diabetes mellitus | 0.78 | 0.31–1.92 | 0.583 | |||
| Cirrhosis | 9.64 | 4.23–22.00 | 8.53 | 2.80–25.96 | ||
| Platelet (x109/l) | 0.99 | 0.986–0.997 | 1.00 | 0.99–1.01 | 0.755 | |
| Creatinine (μmol/l) | 1.01 | 0.98–1.03 | 0.600 | |||
| Albumin (g/l) | 0.83 | 0.77–0.89 | 0.95 | 0.85–1.08 | 0.452 | |
| Bilirubin (μmol/l) | 1.02 | 1.01–1.03 | ||||
| ALP (U/l) | 1.00 | 0.997–1.001 | 0.291 | |||
| ALT (U/l) | 1.00 | 0.992–1.002 | 0.245 | |||
| AST (U/l) | 1.00 | 0.995–1.005 | 0.863 | |||
| GGT (U/l) | 1.00 | 0.999–1.001 | 0.697 | |||
| PT (s) | 1.31 | 1.05–1.63 | 1.04 | 0.74–1.45 | 0.829 | |
| AMA positivity | 0.70 | 0.31–1.60 | 0.400 | |||
| Globulin (mg/dl) | 1.06 | 1.01–1.11 | 1.04 | 0.97–1.12 | 0.298 | |
| IgM (mg/dl) | 1.001 | 1.000–1.002 | 1.00 | 0.999–1.001 | 0.281 | |
| Suboptimal treatment response (Paris I criteria) | 4.55 | 2.01–10.28 | 3.21 | 1.24–8.33 | ||
ALP, alkaline phosphatase; ALT, alanine aminotransferase; AMA, anti-mitochondrial antibody; AST, aspartate aminotransferase; 95% CI, 95% confidence interval; GGT, γ-glutamyl transferase; HR, hazard ratio; IgM, immunoglobulin M; INR, international normalized ratio; PT, prothrombin time.
P values <0.05 are highlighted in bold.
In the multivariate analyses, bilirubin was not included as this variable was already included in the Paris I criteria.
HRs and 95% CIs for the association between suboptimal treatment response (as defined by various prognostic models) and adverse events (liver-related death or liver transplantation)
| Rotterdam | 9.07 | 3.44–23.88 | 4.05 | 1.39–11.84 | ||
| Barcelona | 3.75 | 1.72–8.20 | 3.25 | 1.27–8.34 | ||
| Paris I | 4.55 | 2.01–10.28 | 3.21 | 1.24–8.33 | ||
| Toronto | 1.54 | 0.72–3.32 | 0.265 | 1.62 | 0.57–4.57 | 0.362 |
95% CI, 95% confidence interval; HR, hazard ratio.
P values <0.05 are highlighted in bold.
The adjusted HR for suboptimal response was derived by multivariate analysis with other significant variables in Table 2a (age, male sex, cirrhosis, platelet, albumin, bilirubin, prothrombin time, globulin and immunoglobulin M) included. Separate multivariate analysis was performed for each criteria in defining suboptimal response. In the multivariate analyses, bilirubin was not included for the Paris I criteria, whereas both bilirubin and albumin were not included for the Rotterdam criteria, as these variables were already included in the criteria.
Prediction of adverse events (liver-related death or liver transplantation) by suboptimal treatment response in combination with APRI-r1
| Low risk | Reference | — | — | Reference | — | — |
| Intermediate risk | 1.59 | 0.27–9.51 | 0.613 | 1.05 | 0.16–7.07 | 0.956 |
| High risk | 11.80 | 2.76–50.36 | 5.30 | 1.03–27.34 | ||
| Low risk | Reference | — | — | Reference | — | — |
| Intermediate risk | 5.94 | 0.75–47.01 | 0.091 | 2.29 | 0.24–21.82 | 0.473 |
| High risk | 22.33 | 2.91–171.26 | 8.38 | 0.96–73.17 | 0.055 | |
| Low risk | Reference | — | — | Reference | — | — |
| Intermediate risk | 3.96 | 0.77–20.46 | 0.100 | 1.94 | 0.32–11.55 | 0.469 |
| High risk | 10.02 | 2.33–43.10 | 5.48 | 1.09–27.60 | ||
| Low risk | Reference | — | — | Reference | — | — |
| Intermediate risk | 9.58 | 1.20–76.88 | 9.73 | 0.84–112.80 | 0.069 | |
| High risk | 12.60 | 1.66–95.68 | 18.67 | 1.49–234.17 | ||
APRI-r1, AST/platelet ratio index at 1 year; 95% CI, 95% confidence interval; HR, hazard ratio.
P values <0.05 are highlighted in bold.
The adjusted HR for suboptimal response was derived by multivariate analysis with other significant variables in Table 2a (age, male sex, cirrhosis, platelet, albumin, bilirubin, prothrombin time, globulin and immunoglobulin M) included. Separate multivariate analysis was performed for each criteria in defining suboptimal response. In the multivariate analyses, bilirubin was not included for the Paris I criteria, whereas both bilirubin and albumin were not included for the Rotterdam criteria, as these variables were already included in the criteria.
Missing data: 6 (Paris I, Rotterdam and Barcelona criteria in combination with APRI-r1), 20 (Toronto criteria in combination with APRI-r1).
Figure 2Baseline cirrhosis was associated with poorer transplant-free survival. (a) Kaplan–Meier survival plot for overall survival of the whole cohort. (b) Kaplan–Meier survival plot stratified by baseline cirrhosis.
Figure 3Suboptimal treatment response was associated with poorer transplant-free survival. (a) Kaplan–Meier survival plot stratified by treatment response (Rotterdam criteria). (b) Kaplan–Meier survival plot stratified by treatment response (Barcelona criteria). (c) Kaplan–Meier survival plot stratified by treatment response (Paris I criteria).
Figure 4Treatment response criteria in combination with APRI-r1 further stratified risks of transplant-free survival. (a) Kaplan–Meier survival plot stratified by treatment response (Rotterdam criteria) and APRI-r1. (b) Kaplan–Meier survival plot stratified by treatment response (Barcelona criteria) and APRI-r1. (c) Kaplan–Meier survival plot stratified by treatment response (Paris I criteria) and APRI-r1. (d)Kaplan–Meier survival plot stratified by treatment response (Toronto criteria) and APRI-r1. APRI-r1, AST/platelet ratio index at 1-year; low risk (biochemical response with APRI-r1 ≤0.54), intermediate risk (suboptimal biochemical response with APRI-r1 ≤0.54; or biochemical response with APRI-r1 >0.54) and high risk (suboptimal biochemical response with APRI-r1 >0.54).
Predictive performances of prognostic models for adverse events
| AUROC (95% CI) | 0.82 (0.77–0.86) | 0.69 (0.54–0.85) | 0.72 (0.57–0.84) | 0.55 (0.34–0.74) | 0.89 (0.77–0.98) | 0.83 (0.74–0.90) | 0.61 (0.33–0.86) | 0.80 (0.62–0.93) | 0.67 (0.52–0.81) | 0.84 (0.69–0.95) | |
| Sensitivity | 100% | 70.0% | 80.0% | 50.0% | — | — | — | — | — | — | |
| Specificity | 63.5% | 68.8% | 35.4% | 58.9% | — | — | — | — | — | — | |
| PPV | 22.2% | 18.9% | 19.0% | 9.3% | — | — | — | — | — | — | |
| NPV | 100% | 95.7% | 96.9% | 93.5% | — | — | — | — | — | — | |
| AUROC (95% CI) | 0.76 (0.65–0.85) | 0.60 (0.48–0.72) | 0.70 (0.58–0.80) | 0.52 (0.40–0.65) | 0.83 (0.73–0.91) | 0.85 (0.75–0.92) | 0.69 (0.54–0.83) | 0.83 (0.72–0.92) | 0.69 (0.56–0.83) | 0.69 (0.56–0.82) | |
| Sensitivity | 81.8% | 54.5% | 72.7% | 52.6% | — | — | — | — | — | — | |
| Specificity | 70.4% | 66.7% | 66.7% | 51.9% | — | — | — | — | — | — | |
| PPV | 52.9% | 40.0% | 47.1% | 27.8% | — | — | — | — | — | — | |
| NPV | 90.5% | 78.3% | 85.7% | 75.7% | — | — | — | — | — | — | |
| AUROC (95% CI) | 0.80 (0.67–0.92) | 0.68 (0.54–0.82) | 0.67 (0.52–0.80) | 0.51 (0.36–0.66) | 0.79 (0.65–0.91) | 0.85 (0.73–0.95) | 0.40 (0.19–0.62) | 0.77 (0.61–0.92) | 0.71 (0.55–0.84) | 0.70 (0.54–0.85) | |
| Sensitivity | 81.5% | 63.0% | 70.4% | 58.3% | — | — | — | — | — | — | |
| Specificity | 78.9% | 73.7% | 63.2% | 42.1% | — | — | — | — | — | — | |
| PPV | 84.6% | 77.3% | 73.1% | 56.0% | — | — | — | — | — | — | |
| NPV | 75.0% | 58.3% | 60.0% | 44.4% | — | — | — | — | — | — | |
APRI, AST to platelet ratio index at baseline; APRI-r1, APRI at 1 year; AUROC, area under receiver operating curve; CPS, Child–Pugh score; MELD, model for end-stage liver disease; NPV, negative predictive value; PPV, positive predictive value.
Adverse events were defined as liver transplantation or all-cause mortality (GLOBE score) and liver transplantation or liver-related death (other prognostic scores).