| Literature DB >> 29799476 |
Idil Arsik1, Jennifer K Frediani2, Damon Frezza3, Wen Chen4, Turgay Ayer5, Pinar Keskinocak6, Ran Jin7, Juna V Konomi8, Sarah E Barlow9, Stavra A Xanthakos10, Joel E Lavine11, Miriam B Vos12.
Abstract
BACKGROUND: Validated noninvasive biomarkers to assess treatment response in pediatric nonalcoholic fatty liver disease (NAFLD) are lacking. We aimed to validate alanine aminotransferase (ALT), a monitoring biomarker for change in liver histology.Entities:
Keywords: ALT; NASH; fibrosis; pediatrics
Year: 2018 PMID: 29799476 PMCID: PMC6025615 DOI: 10.3390/children5060064
Source DB: PubMed Journal: Children (Basel) ISSN: 2227-9067
Histologic assessment definitions.
| Improvement | Progression | Stable | |
|---|---|---|---|
| Fibrosis | Any decrease in stage | Any increase in stage | No change in fibrosis score when comparing baseline to 96 weeks |
| NAS | At least two-point decrease in NAS | Any increase or decrease by 1 in NAS | N/A |
| NASH | Resolution of steatohepatitis or borderline NASH to none | Change from none to NASH or borderline NASH | No change or change between NASH and borderline NASH when comparing baseline to 96 weeks |
| NASH + Fibrosis | NASH score of 0 and a decrease or no change in fibrosis | NASH score of 1 or higher and increase or no change in fibrosis | N/A |
NALFD: nonalcoholic fatty liver disease; NAS: NAFLD Activity Score; NASH: nonalcoholic steatohepatitis.
Figure 1Mean ALT concentrations were higher among stable and progressing groups than among improving participants, when measured by the NASH assessment. Mean ALT concentrations had similar initial trajectories when measured by the fibrosis score, with the improvement group dropping approximately 45%. Mean ALT is shown at each time point for participants that showed progression (lightest gray), improvement (dark gray) and that stayed stable from baseline to 96 weeks (black) for NASH assessments (A) and for fibrosis (B). ALT: alanine aminotransferase; NASH: nonalcoholic steatohepatitis.
Figure 2Changes in ALT concentrations from baseline were similar in stable patients compared to those with progressed disease when measured by the fibrosis and NASH assessment, though with the fibrosis score participants were more variable. The percent change in ALT from baseline is shown at each time point for participants that showed progression (lightest gray), improvement (dark gray) and that stayed stable from baseline to 96 weeks (black) was added for NASH assessments (A) and fibrosis (B). ALT (alanine aminotransferase); NASH (nonalcoholic steatohepatitis).
Mean baseline demographics.
| Fibrosis | NAS | NASH | NASH + Fibrosis | |||||
|---|---|---|---|---|---|---|---|---|
| Improve ( | Progress ( | Improve ( | Progress ( | Improve ( | Progress ( | Improve ( | Progress ( | |
|
| 13 (2.2) | 13 (3) | 13 (2) | 13 (3) | 12.9 (±2.0) | 13 (3) | 12.6 (1.7) | 13 (3) |
|
| 46 (81%) | 60 (85%) | 56 (82%) | 62 (81%) | 42 (84%) | 66 (82%) | 34 (87%) | 59 (81%) |
|
| 36 (63%) | 46 (65%) | 46 (68%) | 47 (61%) | 34 (68%) | 49 (61%) | 26 (67%) | 47 (64%) |
|
| 2.7 (0.6) | 2.7 (0.7) | 2.6 (0.7) | 2.8 (0.6) | 2.7 (0.7) | 2.8 (0.7) | 2.6 (0.7) | 2.7 (0.6) |
|
| 132 (75) | 138 (70) | 144 (84) | 122 (62) | 126 (72) | 139 (71) | 128 (79) | 147 (71) |
|
| 25 (44%) | 39 (55%) | 14 (21%) | 58 (75%) | 17 (34%) | 48 (59%) | 14 (36%) | 38 (52%) |
|
| ||||||||
|
| 0 (0%) | 18 (25%) | 14 (21%) | 19 (25%) | 10 (20.0%) | 15 19%) | 0 (0%) | 12 (16%) |
|
| 30 (53%) | 34 (48%) | 24 (35%) | 40 (52%) | 26 (52.0%) | 33 (41%) | 25 (64%) | 31 (43%) |
|
| 15 (26%) | 10 (14%) | 17 (25%) | 9 (12%) | 8 (16.0%) | 17 (21%) | 8 (21%) | 16 (22%) |
|
| 12 (21%) | 9 (13%) | 13 (19%) | 8 (10%) | 6 (12.0%) | 15 (19%) | 6 (15%) | 14 (19%) |
|
| ||||||||
|
| 1 (1.8%) | 4 (6%) | 1 (2%) | 7 (9%) | 0 (0.0%) | 4 (5%) | 0 (0%) | 2 (3%) |
|
| 10 (18%) | 8 (11%) | 7 (10%) | 16 (21%) | 9 (18%) | 10 (12%) | 7 (18%) | 7 (10%) |
|
| 12 (21%) | 22 (31%) | 15 (22%) | 24 (31%) | 13 (26%) | 21 (26%) | 10 (26%) | 17 (23%) |
|
| 19 (33%) | 12 (17%) | 16 (24%) | 16 (21%) | 10 (20%) | 21 (26%) | 10 (26%) | 19 (26%) |
|
| 12 (21%) | 12 (17%) | 16 (24%) | 10 (13%) | 14 (28%) | 12 (15%) | 10 (26%) | 14 (19%) |
|
| 3 (5%) | 12 (17%) | 12 (18%) | 4 (5%) | 4 (8%) | 12 (15%) | 2 (5%) | 13 (18%) |
|
| 0 (0%) | 1 (1%) | 1 (2%) | 0 (0%) | 0 (0%) | 1 (1%) | 0 (0%) | 1 (1%) |
|
| 5 (9%) | 11 (16%) | 7 (10%) | 20 (26%) | 0 (0%) | 14 (17%) | 0 (0%) | 0 (0%) |
SD: standard deviation; BMI: body mass index.
Classification trees.
| Histologic Assessment | Classification Tree Using Mean ALT Only | Classification Tree Using All Variables * |
|---|---|---|
| Fibrosis | Mean ALT < 77.1 → Improvement | Mean ALT < 77.1 → Improvement |
| NAS | Mean ALT < 68.6 → Improvement | Percent Change < −68.4% → Improvement |
| NASH | Mean ALT < 61.7 → Improvement | ALT at week 96 < 56.5 → Improvement |
| NASH + Fibrosis | Mean ALT < 65.2 → Improvement | ALT at week 96 < 56.5 → Improvement |
* Age, gender, ethnicity, ALT cluster, ALT at baseline and at 96 weeks, % change in ALT from baseline, coefficient of variation of ALT, mean ALT.
Classification and Regression Trees (CART), Model Performance with 5-fold cross validation across 20 replications—average (standard deviation).
| Fibrosis | NAS | NASH | NASH + Fibrosis | |
|---|---|---|---|---|
|
| ||||
| ROC | 60.59 (13.31) | 57.4 (10.1) | 73.70 (14.25) | 74.59 (14.22) |
| Sensitivity | 55.65 (13.70) | 52.3 (20.1) | 65.79 (14.10) | 66.21 (18.38) |
| Specificity | 73.82 (10.77) | 62.9 (17.9) | 86.78 (11.87) | 86.91 (11.98) |
|
| ||||
| ROC | 58.56 (11.1) | 63.0 (17.7) | 81.84 (11.0) | 77.78 (11.22) |
| Sensitivity | 56.50 (15.12) | 56.0 (17.5) | 80.52 (15.27) | 71.76 (21.59) |
| Specificity | 64.63 (14.81) | 74.7 (16.3) | 82.99 (11.55) | 80.81 (12.72) |
* Mean ALT as predictor; ** age, gender, ethnicity, ALT cluster, ALT at baseline and at 96 weeks, % change in ALT from baseline, coefficient of variation of ALT, mean ALT.