1Gastrointestinal Pathology Study Group of the Korean Society of Pathologists, Korea
2Department of Pathology, Seoul National University College of Medicine, Seoul, Korea
3Department of Pathology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
4Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
5Department of Pathology, Inje University Seoul Paik Hospital, Seoul, Korea
6Department of Pathology, Yonsei University Wonju College of Medicine, Wonju, Korea
7Department of Pathology, Inha University Hospital, Incheon, Korea
8Department of Pathology, Jeonbuk National University Medical School, Jeonju, Korea
9Department of Pathology, Dong-A University College of Medicine, Busan, Korea
10Department of Pathology, Anatomic Pathology Reference Lab., Seegene Medical Foundation, Seoul, Korea
11Department of Pathology, Daegu Catholic University School of Medicine, Daegu, Korea
12Department of Pathology, Chungnam National University Hospital, Chungnam National University School of Medicine, Daejeon, Korea
13Department of Pathology, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea
14Department of Pathology, Soon Chun Hyang University Seoul Hospital, Seoul, Korea
© 2020 The Korean Society of Pathologists/The Korean Society for Cytopathology
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Author contributions
Conceptualization: SYJ.
Data curation: ESJ.
Formal analysis: KL, ESJ.
Funding acquisition: ESJ, SYJ.
Investigation: KL, ESJ.
Methodology: KL, ESJ, EY, SYJ.
Project administration: SYJ.
Resources: KL, ESJ, EY, YKK, MYC, JMK, WSM, JSJ, CKP, JBP, DYK, JHS, SYJ.
Software: KL.
Supervision: SYJ.
Validation: KL, SYJ.
Visualization: KL.
Writing—original draft: KL.
Writing—review & editing: KL, SYJ.
Conflicts of Interest
The authors declare that they have no potential conflicts of interest.
Funding
This study was supported by the Academic Research Fund from the Korean Society of Pathologists.
Criteria | Parameter | Score | Model No. | NASH | Borderline | Not-NASH | |
---|---|---|---|---|---|---|---|
Non-weighted method | |||||||
Essential requirement | Steatosis > 5%, any location | Mo. 1 | Major ≥ 1, any minor | No major & minor ≥ 2 | No major & minor ≤ 1 | ||
Major factors | (1) Any fibrosis except 1C | Mo. 2 | Major ≥ 2, any minor | Major 1 & minor ≤ 1 | No major & minor ≤ 1 | ||
(2) Any ballooning change | Major ≥ 1 & minor ≥ 2 | ||||||
Minor factors | (1) Lobular inflammation ≥ 2/200 × | Mo. 3 | Major ≥ 2, any minor | Major 1 & minor ≤ 1 | No major & minor ≤ 1 | ||
(2) Many microgranuloma | Major ≥ 1 & minor ≥ 2 | No major & minor ≥ 2 | |||||
(3) Many glycogenated nuclei | Mo. 4 | Major ≥ 2, any minor | Major 1 & minor ≤ 2 | No major & minor ≤ 2 | |||
Major ≥ 1 & minor 3 | No major & minor 3 | ||||||
Mo. 5 | Major 2, any minor | Major 1, any minor | No major & minor ≤ 2 | ||||
No major & minor 3 | |||||||
Mo. 6 | Major 2, any minor | Major 1, any minor | No major, any minor | ||||
Weighted method 1 | |||||||
Essential requirement | Steatosis > 5%, any location | - | - | - | - | ||
Major factors | (1) Fibrosis except 1C stage | 0: None | Mo. 7 | = Sum of major score [0–4] | |||
1: 1A | 2 | 1 | 0 | ||||
2: 1B, 2, 3, 4 | Mo. 8 | = 2 × Sum of major score + minor [0–11] | |||||
(2) Ballooning change | 0: None | 6-11 | 4-5 | 0-3 | |||
1: Few | - | - | - | - | |||
2: Many | - | - | - | - | |||
Minor factors | (1) Lobular inflammation | 0: 0–1/200 × | - | - | - | - | |
1: 2 ≥/200 × | - | - | - | - | |||
(2) Microgranuloma | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
(3) Glycogenated nuclei | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
Weighted method 2 | |||||||
Essential requirement | Steatosis > 5%, any location | 1: 5%–33% | Mo. 9 | = Sum of all scores [0–88] | |||
2: 34%–66% | 20–88 | 19–4 | 0–3 | ||||
3: > 67% | NAS | = Steatosis + lobular inflammation+ballooning change [0–8] | |||||
Major factors | (1) Fibrosis stage | 0: None | 5–8 | 3–4 | 0–2 | ||
9: Stage 1A | - | - | - | - | |||
10: Stage 1B & 1C | - | - | - | - | |||
11: Stage 3 | - | - | - | - | |||
12: Stage 4 | - | - | - | - | |||
(2) Ballooning change | 0: None | - | - | - | - | ||
9 [1]a: Few | - | - | - | - | |||
10 [2]a: Many | - | - | - | - | |||
Minor factors | (1) Lobular inflammation | 0: 0/200 × | - | - | - | - | |
1: < 2/200 × | - | - | - | - | |||
2: 2–4 foci/200 × | - | - | - | - | |||
3: > 4 foci/200 × | - | - | - | - | |||
(2) Microgranuloma | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
(3) Glycogenated nuclei | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - |
Free-marginal kappa (95% CI) | Overall agreement rates (%) | |
---|---|---|
Pre-consensus | ||
Total (n = 31) | 0.25 (0.14 to 0.36) | 50.08 |
NASH (n = 22) | 0.35 (0.23 to 0.48) | 56.93 |
Not-NASH (n = 5) | 0.00 (–0.04 to 0.05) | 33.59 |
Post-consensus | ||
Total (n = 31) | 0.33 (0.22 to 0.44) | 55.38 |
NASH (n = 22) | 0.41 (0.27 to 0.55) | 60.72 |
Not-NASH (n = 5) | 0.24 (0.16 to 0.33) | 49.49 |
Histological parameter | Frequency of tests |
p-value of chi-square test |
p-value of logistic regression analysis |
||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
NASH (n = 228) | Borderline (n = 78) | Not-NASH (n = 97) | p-value | NASH vs. not-NASH | NASH vs. borderline | Borderline vs. not-NASH | NASH vs. not-NASH | NASH vs. borderline | Borderline vs. not-NASH | ||
Steatosis grade | |||||||||||
3: > 66% | 49 | 14 | 24 | .094 | .038 | .272 | .487 | .374 | .444 | .059 | |
2: 34%–66% | 96 | 26 | 25 | ||||||||
1: 5–33% | 72 | 34 | 40 | ||||||||
0: < 5% | 11 | 4 | 8 | ||||||||
Steatosis location | |||||||||||
1: Zone 1 | 0 | 0 | 0 | .096 | .027 | .078 | .287 | .155 | NA | NA | |
2: Zone 3 | 44 | 17 | 32 | ||||||||
3: Azonal | 111 | 39 | 41 | ||||||||
4: Panacinar | 73 | 20 | 24 | ||||||||
Microvesicular fatty change | |||||||||||
Absent | 134 | 52 | 63 | .354 | .297 | .218 | .812 | .024 | .353 | .755 | |
Present | 94 | 26 | 34 | ||||||||
Fibrosis | |||||||||||
None | 2 | 13 | 51 | < .001 | < .001 | < .001 | < .001 | < .001 | < .001 | < .001 | |
1A: Mild, zone 3, perisinusoidal | 67 | 36 | 25 | ||||||||
1B: Moderate, zone 3, perisinusoidal | 54 | 6 | 1 | ||||||||
1C: Portal/periportal | 2 | 3 | 5 | ||||||||
2: Perisinusoidal and portal/periportal | 64 | 16 | 4 | ||||||||
3: Bridging fibrosis | 39 | 4 | 11 | ||||||||
4: Cirrhosis | |||||||||||
Lobular inflammation | |||||||||||
0: 0/200 × | 0 | 2 | 5 | < .001 | < .001 | < .001 | .640 | < .001 | < .001 | .493 | |
1: 1/200 × | 53 | 53 | 68 | ||||||||
2: 2-4/200 × | 95 | 14 | 12 | ||||||||
3: 5/200 × | 80 | 9 | 12 | ||||||||
Microgranuloma | |||||||||||
0: Absent | 75 | 30 | 54 | .001 | < .001 | .002 | .302 | < .001 | .007 | .005 | |
1: Present | 153 | 48 | 43 | ||||||||
Lipogranuloma | |||||||||||
0: Absent | 195 | 67 | 78 | .467 | .025 | .936 | .339 | .133 | .943 | .407 | |
1: Present | 33 | 11 | 19 | ||||||||
Portal inflammation | |||||||||||
0: None to minimal | 143 | 64 | 85 | < .001 | < .001 | .002 | .302 | < .001 | .007 | .336 | |
1: Greater than minimal | 85 | 14 | 12 | ||||||||
Ballooning change | |||||||||||
0: None | 14 | 17 | 66 | < .001 | < .001 | < .001 | < .001 | < .001 | < .001 | <.001 | |
1: Few | 17 | 31 | 30 | ||||||||
2: Many | 157 | 58 | 13 | ||||||||
Acidophilic body | |||||||||||
0: None to rare | 199 | 69 | 91 | .220 | .082 | .785 | .209 | .410 | .723 | .380 | |
1: Many | 29 | 9 | 6 | ||||||||
Mallory body | |||||||||||
0: None to rare | 159 | 74 | 89 | < .001 | < .001 | < .001 | .417 | .007 | < .001 | .271 | |
1: Many | 69 | 4 | 8 | ||||||||
Glycogenated nuclei | |||||||||||
0: None to rare | 100 | 45 | 68 | < .001 | < .001 | .035 | .088 | < .001 | .033 | .130 | |
1: Many | 128 | 33 | 29 |
Criteria | Parameter | Score | Model No. | NASH | Borderline | Not-NASH | |
---|---|---|---|---|---|---|---|
Non-weighted method | |||||||
Essential requirement | Steatosis > 5%, any location | Mo. 1 | Major ≥ 1, any minor | No major & minor ≥ 2 | No major & minor ≤ 1 | ||
Major factors | (1) Any fibrosis except 1C | Mo. 2 | Major ≥ 2, any minor | Major 1 & minor ≤ 1 | No major & minor ≤ 1 | ||
(2) Any ballooning change | Major ≥ 1 & minor ≥ 2 | ||||||
Minor factors | (1) Lobular inflammation ≥ 2/200 × | Mo. 3 | Major ≥ 2, any minor | Major 1 & minor ≤ 1 | No major & minor ≤ 1 | ||
(2) Many microgranuloma | Major ≥ 1 & minor ≥ 2 | No major & minor ≥ 2 | |||||
(3) Many glycogenated nuclei | Mo. 4 | Major ≥ 2, any minor | Major 1 & minor ≤ 2 | No major & minor ≤ 2 | |||
Major ≥ 1 & minor 3 | No major & minor 3 | ||||||
Mo. 5 | Major 2, any minor | Major 1, any minor | No major & minor ≤ 2 | ||||
No major & minor 3 | |||||||
Mo. 6 | Major 2, any minor | Major 1, any minor | No major, any minor | ||||
Weighted method 1 | |||||||
Essential requirement | Steatosis > 5%, any location | - | - | - | - | ||
Major factors | (1) Fibrosis except 1C stage | 0: None | Mo. 7 | = Sum of major score [0–4] | |||
1: 1A | 2 | 1 | 0 | ||||
2: 1B, 2, 3, 4 | Mo. 8 | = 2 × Sum of major score + minor [0–11] | |||||
(2) Ballooning change | 0: None | 6-11 | 4-5 | 0-3 | |||
1: Few | - | - | - | - | |||
2: Many | - | - | - | - | |||
Minor factors | (1) Lobular inflammation | 0: 0–1/200 × | - | - | - | - | |
1: 2 ≥/200 × | - | - | - | - | |||
(2) Microgranuloma | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
(3) Glycogenated nuclei | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
Weighted method 2 | |||||||
Essential requirement | Steatosis > 5%, any location | 1: 5%–33% | Mo. 9 | = Sum of all scores [0–88] | |||
2: 34%–66% | 20–88 | 19–4 | 0–3 | ||||
3: > 67% | NAS | = Steatosis + lobular inflammation+ballooning change [0–8] | |||||
Major factors | (1) Fibrosis stage | 0: None | 5–8 | 3–4 | 0–2 | ||
9: Stage 1A | - | - | - | - | |||
10: Stage 1B & 1C | - | - | - | - | |||
11: Stage 3 | - | - | - | - | |||
12: Stage 4 | - | - | - | - | |||
(2) Ballooning change | 0: None | - | - | - | - | ||
9 [1] |
- | - | - | - | |||
10 [2] |
- | - | - | - | |||
Minor factors | (1) Lobular inflammation | 0: 0/200 × | - | - | - | - | |
1: < 2/200 × | - | - | - | - | |||
2: 2–4 foci/200 × | - | - | - | - | |||
3: > 4 foci/200 × | - | - | - | - | |||
(2) Microgranuloma | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - | |||
(3) Glycogenated nuclei | 0: None to rare | - | - | - | - | ||
1: Many | - | - | - | - |
Sensitivity | Specificity | Borderline rate | False-positive rate | False-negative rate | Free-marginal kappa rate (95% CI) | Overall agreement rate | AUC (ROC) | |
---|---|---|---|---|---|---|---|---|
Model 1 | 0.92 | 0.43 | 0.02 | 0.11 | 0.43 | 0.69 (0.55–0.82) | 79.24 | 0.71 |
Model 2 | 0.90 | 0.43 | 0.12 | 0.07 | 0.31 | 0.62 (0.46–0.77) | 74.48 | 0.81 |
Model 3 | 0.92 | 0.51 | 0.11 | 0.07 | 0.51 | 0.59 (0.45–0.74) | 72.95 | 0.81 |
Model 4 | 0.93 | 0.51 | 0.17 | 0.06 | 0.51 | 0.54 (0.38–0.69) | 69.23 | 0.84 |
Model 5 | 0.91 | 0.51 | 0.19 | 0.05 | 0.51 | 0.52 (0.37–0.67) | 68.20 | 0.85 |
Model 6 | 0.90 | 0.51 | 0.01 | 0.04 | 0.44 | 0.52 (0.37–0.66) | 67.70 | 0.85 |
Model 7 | 1.00 | 0.09 | 0.12 | 0.06 | 0.47 | 0.61 (0.45–0.77) | 74.19 | 0.85 |
Model 8 | 0.90 | 0.68 | 0.13 | 0.03 | 0.57 | 0.56 (0.40–0.71) | 70.55 | 0.88 |
Model 9 | 0.92 | 0.40 | 0.21 | 0.05 | 0.00 | 0.60 (0.46–0.74) | 73.33 | 0.86 |
NAS | 0.75 | 0.49 | 0.30 | 0.04 | 0.41 | 0.40 (0.28–0.51) | 59.84 | 0.83 |
CI, confidence interval; NASH, non-alcoholic steatohepatitis.
NASH, non-alcoholic steatohepatitis; NA, not applicable.
NASH, non-alcoholic steatohepatitis. Score for NAFLD Activity Score (NAS).
CI, confidence interval; AUC (ROC), area under receiver operating characteristic curve; NAS, NAFLD Activity Score.