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©The Author(s) 2025.
World J Gastroenterol. Nov 7, 2025; 31(41): 111256
Published online Nov 7, 2025. doi: 10.3748/wjg.v31.i41.111256
Published online Nov 7, 2025. doi: 10.3748/wjg.v31.i41.111256
Table 1 Demographics and clinical characteristics of the derivation and validation cohorts, n (%)
| Variables | Derivation cohort (n = 190) | Validation cohort (n = 87) | P value |
| Year of diagnosis | 2011-2019 | 2020-2021 | - |
| Female gender | 171 (90.0) | 74 (85.1) | 0.232 |
| Age at diagnosis (years) | 51 (45-58) | 53 (47-61) | 0.127 |
| UDCA-naïve | 126 (66.3) | 54 (62.1) | 0.492 |
| Comorbidity | |||
| Sjogren’s syndrome | 8 (4.2) | 5 (5.7) | 0.575 |
| Hashimoto’s thyroiditis | 38 (20.0) | 21 (24.1) | 0.435 |
| Diabetes | 22 (11.6) | 13 (14.9) | 0.434 |
| Hypertension | 34 (17.9) | 20 (23.0) | 0.321 |
| Total bilirubin (mg/dL) | 0.9 (0.6-1.4) | 0.9 (0.6-1.4) | 0.944 |
| Albumin (g/dL) | 4.1 (3.7-4.4) | 4.1 (3.6-4.5) | 0.947 |
| ALT (× ULN) | 1.0 (0.5-1.8) | 0.7 (0.4-1.6) | 0.086 |
| AST (× ULN) | 1.3 (0.8-2.1) | 1.1 (0.7-1.8) | 0.121 |
| ALP (× ULN) | 1.4 (0.8-2.3) | 1.2 (0.7-1.8) | 0.038 |
| GGT (× ULN) | 2.7 (1.1-5.9) | 2.6 (1.1-2.8) | 0.627 |
| IgG (g/L) | 15.2 (12.6-18.6) | 14.7 (12.0-17.9) | 0.396 |
| IgM (g/L) | 3.15 (1.93-4.45) | 2.65 (1.42-4.19) | 0.103 |
| Platelet count (× 109/L) | 187 (121-258) | 190 (127-253) | 0.900 |
| ANA+ | 113 (59.5) | 54 (62.1) | 0.682 |
| AMA/AMA-M2+ | 117 (61.6) | 53 (60.9) | 0.917 |
| Anti-gp210+ | 55 (33.3)1 | 31 (35.6) | 0.714 |
| Anti-sp100+ | 25 (15.2)1 | 11 (12.6) | 0.589 |
| Hyaluronic acid (ng/mL) | 90.0 (66.4-126.1) | 84.1 (49.4-144.4) | 0.759 |
| Serum fibrotic markers | |||
| FIB-4 | 1.97 (1.23-4.30) | 1.98 (1.13-4.61) | 0.889 |
| APRI | 0.73 (0.44-1.44) | 0.69 (0.29-1.33) | 0.373 |
| AAR | 1.07 (0.79-1.44) | 1.10 (0.78-1.47) | 0.750 |
| GPR | 2.09 (0.94-4.24) | 2.07 (0.62-4.49) | 0.846 |
| MRS | 4.16 (3.62-4.80) | 4.25 (3.65-4.96) | 0.455 |
| Ludwig stage | 0.060 | ||
| Stage I | 60 (31.6) | 29 (33.3) | |
| Stage II | 52 (27.4) | 14 (16.1) | |
| Stage III | 19 (10.0) | 17 (19.5) | |
| Stage IV | 59 (31.0) | 27 (31.0) | |
| LSM (kPa) | 10.0 (6.6-18.6) | 10.2 (6.2-24.0) | 0.587 |
| Mix-Max | 2.8-75.0 | 3.2-75.0 | |
| IQR/Median | 0.15 (0.11-0.20) | 0.16 (0.11-0.23) | 0.124 |
| IQR/Median | 0.647 | ||
| Very reliable (≤ 0.1) | 44 (23.2) | 18 (20.7) | |
| Reliable (0.1-0.3) | 146 (76.8) | 69 (79.3) | |
| Poorly reliable (> 0.3) | 0 (0) | 0 (0) | |
| BMI (kg/m2) | 22.9 (20.3-25.2) | 22.6 (20.5-23.4) | 0.239 |
Table 2 Demographics and clinical characteristics at diagnosis of the derivation and validation cohorts according to Ludwig Stage, n (%)
| Derivation cohort | Validation cohort | |||||
| Variables | Early stage (n = 112) | Advanced stage (n = 78) | P value | Early stage (n = 43) | Advanced stage (n = 44) | P value |
| Female | 99 (88.4) | 72 (92.3) | 0.376 | 37 (86.0) | 37 (84.1) | 0.798 |
| Age at diagnosis (years) | 48 (44-55) | 56 (49-61) | < 0.001 | 51 (46-59) | 54 (50-64) | 0.049 |
| UDCA-naïve, | 82 (73.2) | 44 (56.4) | 0.016 | 28(65.1) | 26 (59.1) | 0.563 |
| Comorbidity | ||||||
| Sjogren’s syndrome | 5 (4.5) | 3 (3.8) | 1.000 | 2 (4.7) | 3 (6.8) | 1.000 |
| Hashimoto’s thyroiditis | 21 (18.8) | 17 (21.8) | 0.606 | 10 (23.3) | 11 (25.0) | 0.849 |
| Diabetes | 8 (7.1) | 14 (17.9) | 0.022 | 6 (14.0) | 7 (15.9) | 0.798 |
| Hypertension | 16 (14.3) | 18 (23.1) | 0.120 | 9 (20.9) | 11 (25.0) | 0.652 |
| Total bilirubin (mg/dL) | 0.8 (0.6-1.2) | 1.1 (0.8-2.1) | < 0.001 | 0.7 (0.6-0.9) | 1.3 (0.8-2.4) | < 0.001 |
| Albumin (g/dL) | 4.2 (4.0-4.5) | 3.7 (3.4-4.2) | < 0.001 | 4.4 (4.1-4.7) | 3.8 (3.2-4.0) | < 0.001 |
| ALT (× ULN) | 1.1 (0.6-1.9) | 0.8 (0.5-1.6) | 0.118 | 0.6 (0.4-1.4) | 0.9 (0.5-1.6) | 0.209 |
| AST (× ULN) | 1.2 (0.8-1.9) | 1.4 (0.9-2.9) | 0.035 | 0.7 (0.5-1.5) | 1.5 (0.9-2.5) | < 0.001 |
| ALP (× ULN) | 1.4 (0.8-2.2) | 1.3 (0.8-2.4) | 0.761 | 0.8 (0.6-1.3) | 1.6 (0.9-2.0) | 0.002 |
| GGT (× ULN) | 3.1 (1.4-5.7) | 2.1 (0.9-6.2) | 0.484 | 1.9 (0.7-3.6) | 3.4 (1.7-6.8) | 0.012 |
| IgG (g/L) | 14.5 (12.3-16.9) | 17.2 (13.7-22.2) | < 0.001 | 12.6 (11.3-15.3) | 16.8 (13.9-23.9) | < 0.001 |
| IgM (g/L) | 3.19 (2.07-4.63) | 3.01 (1.66-4.20) | 0.734 | 2.2 (1.3-3.8) | 2.9 (1.7-5.3) | 0.094 |
| Platelet count (× 109/L) | 223 (173-285) | 121 (88-165) | < 0.001 | 242 (195-293) | 130 (93-189) | < 0.001 |
| ANA | 61 (54.5) | 52 (66.7) | 0.092 | 24 (55.8) | 30 (68.2) | 0.235 |
| AMA/AMA-M2 | 68 (60.7) | 49 (62.8) | 0.769 | 23 (53.5) | 30 (68.2) | 0.160 |
| Anti-gp210 | 28 (29.8)1 | 27 (38.0)2 | 0.266 | 12 (27.9) | 19 (43.2) | 0.137 |
| Anti-sp100 | 16 (17.0)1 | 9 (12.7)2 | 0.441 | 4 (9.3) | 7 (15.9) | 0.354 |
| Hyaluronic acid (ng/mL) | 82.6 (62.5-122.1) | 102.5 (78.5-132.1) | 0.095 | 60.4 (31.0-87.4) | 107.3 (77.2-276.6) | 0.008 |
| Serum fibrotic markers | ||||||
| FIB-4 | 1.49 (1.06-2.13) | 4.17 (2.49-6.88) | < 0.001 | 1.20 (0.78-1.81) | 4.27 (2.49-6.80) | < 0.001 |
| APRI | 0.59 (0.33-0.91) | 1.25 (0.69-2.33) | < 0.001 | 0.30 (0.18-0.68) | 1.23 (0.70-2.08) | < 0.001 |
| AAR | 0.91 (0.70-1.15) | 1.29 (1.05-1.91) | < 0.001 | 0.90 (0.70-1.14) | 1.32 (0.89-1.86) | < 0.001 |
| GPR | 1.98 (0.75-3.38) | 2.28 (1.16-5.74) | 0.019 | 1.02 (0.35-2.65) | 3.59 (1.72-6.40) | < 0.001 |
| MRS | 3.82 (3.39-4.24) | 4.81 (4.19-5.55) | < 0.001 | 3.71 (3.44-4.14) | 4.90 (4.38-5.83) | < 0.001 |
| LSM (kPa) | 7.0 (5.7-9.1) | 21.3 (14.1-30.8) | < 0.001 | 6.2 (5.1-7.8) | 23.2 (16.5-43.6) | < 0.001 |
| BMI (kg/m2) | 22.9 (20.3-25.2) | 22.0 (20.3-25.3) | 0.653 | 22.9 (22.6-24.7) | 21.4 (19.5-23.3) | 0.008 |
Table 3 Ludwig stage stratified by risk class prediction of fibrosis using dual cut-offs of liver stiffness measurement in the derivation and validation cohorts, n (%)
| Ludwig stage | Early stage (LSM ≤ 10) | Grey area (10 < LSM ≤ 14.5) | Advanced stage (LSM > 14.5) | Total | |
| Derivation cohort | Ludwig I | 55 (57.3) | 4 (12.9) | 1 (1.6) | 60 (31.6) |
| Ludwig II | 34 (35.4) | 14 (45.2) | 4 (6.3) | 52 (27.4) | |
| Ludwig III | 2 (2.1) | 4 (12.9) | 13 (20.6) | 19 (10.0) | |
| Ludwig IV | 5 (5.2) | 9 (29.0) | 45 (71.4) | 59 (31.1) | |
| Total | 96 | 31 | 63 | 190 | |
| Validation cohort | Ludwig I | 29 (69.0) | 0 (0) | 0 (0) | 29 (33.3) |
| Ludwig II | 8 (19.0) | 4 (44.4) | 2 (5.6) | 14 (16.1) | |
| Ludwig III | 4 (9.5) | 3 (33.3) | 10 (27.8) | 17 (19.5) | |
| Ludwig IV | 1 (2.4) | 2 (22.2) | 24 (66.7) | 27 (31.0) | |
| Total | 42 | 9 | 36 | 87 |
- Citation: Chen JL, Hou YX, Liu Y, Jiang YY, Wang XB. Real-world performance of transient elastography in assessing advanced fibrosis in Chinese patients with primary biliary cholangitis. World J Gastroenterol 2025; 31(41): 111256
- URL: https://www.wjgnet.com/1007-9327/full/v31/i41/111256.htm
- DOI: https://dx.doi.org/10.3748/wjg.v31.i41.111256
