| Literature DB >> 34466796 |
Elisabeth Erhardtsen1, Daniel G K Rasmussen1, Peder Frederiksen1, Diana Julie Leeming1, Diane Shevell2, Lise Lotte Gluud3,4, Morten Asser Karsdal1, Guruprasad P Aithal5,6,7, Jörn M Schattenberg8.
Abstract
BACKGROUND & AIMS: Progressive fibrosis has been identified as the major predictor of mortality in patients with non-alcoholic fatty liver disease (NAFLD). Several biomarkers are currently being evaluated for their ability to substitute the liver biopsy as the reference standard. Recent clinical studies in NAFLD/NASH patients support the utility of PRO-C3, a marker of type III collagen formation, as a marker for the degree of fibrosis, disease activity, and effect of treatment. Here we establish the healthy reference range, optimal sample handling conditions for both short- and long-term serum storage, and robustness for the PRO-C3 assay.Entities:
Keywords: ADAM, A Disintegrin and Metalloproteases; ALP, alkaline phosphatase; ALT, alanine aminotransferase; AST, aspartate aminotransferase; AUROC, area under the receiver operating characteristics curve; Biomarkers; Biopsy; Body mass index; CLSI, Clinical and Laboratory Standards Institute; Collagen type III; ELF™ test, Enhanced Liver Fibrosis test; Ethnic groups; FIB-4, fibrosis-4; Fibrosis; Healthy volunteers; Hospitals; Humans; LITMUS, Liver Investigation: Testing Marker Utility in Steatohepatitis (consortium); NAFLD, non-alcoholic fatty liver disease; NAS, NAFLD Activity Score; NASH, non-alcoholic steatohepatitis; NASH-CRN, NASH Clinical Research Network; NIMBLE, Non-Invasive Biomarkers of Metabolic Liver Disease (consortium); NPV, negative predictive value; Non-alcoholic fatty liver disease; PPV, positive predictive value; Reference standards; Reference values; T2DM, type 2 diabetes mellitus
Year: 2021 PMID: 34466796 PMCID: PMC8385245 DOI: 10.1016/j.jhepr.2021.100317
Source DB: PubMed Journal: JHEP Rep ISSN: 2589-5559
Technical validation.
| Test | Conditions tested | Number of Lots Operators Samples | Minimal acceptance criteria | Reference |
|---|---|---|---|---|
| Analyte stability – storage | Samples were stored at -80, 8, and 25°C for up to 14 months. | 1 1 10 | RE% ≤10% from nominal concentration and a weighted deeming slope of 1.0±0 | Guideline on bioanalytical method validation |
| Analyte stability – freeze-thaw | Samples tested for 3 freeze-thaw cycles | 1 1 10 | RE% ≤10% from nominal concentration and a weighted deeming slope of 1.0±0 | Guideline on bioanalytical method validation |
| Reagent stability | Samples tested at 0, 3, 6, 9, 12, and 14 months. Samples stored at -80°C. Timepoint 0 | 1 1 3 internal controls (kit calibrator and 2 controls), and 10 samples | RE% ≤10% from nominal concentration and a weighted deeming slope of 1.0±0 | CLSI EP25 |
| Interference | Endogenous and exogenous substances were tested at low and high concentrations according to recommendations | 1 1 1 low (10–12 ng/ml) and 1 high (20–25 ng/ml) | RE% ≤10% from nominal concentration | CLSI EP7-A2 |
| Precision | Patients samples were used to generate 6 pools of PRO-C3 concentrations covering the measurement range. The study was performed on 2 reagent lots by 2 different operators (operators were swapped between reagent lots every day) along 20 non-consecutive days. | 2 2 6 | For each sample: CV% ≤10% within 1 run | CLSI EP05-A3 |
All validations were performed in serum samples from non-alcoholic fatty liver disease patients. CLSI, Clinical and Laboratory Standards Institute; CV%, coefficient of variation; RE%, percent recovery.
PRO-C3 reference range in healthy volunteers.
| N | Lower limit (ng/ml) [90% CI] | Upper limit (ng/ml) [90% CI] | Median (ng/ml) | Skewness | |
|---|---|---|---|---|---|
| Total healthy | 269 | 6.1 [6.1–6.1] | 14.7 [14.0–15.3] | 8.9 [8.5–9.2] | 0.36∗ |
| Sex | |||||
| Male | 103 | 6.1 [6.1–6.1] | 14.9 [13.6–16.1] | 8.7 [8.4–9.1] | 0.45 |
| Female | 166 | 6.1 [6.1–6.1] | 14.6 [13.9–15.5] | 9.1 [8.5–9.6] | 0.3 |
| Age, years | |||||
| ≤22 | 13 | 6.1 [6.1–6.5] | 20.0 [15.0–25.3] | 10.0 [8.5–13.1] | 0.35 |
| 22–29 | 58 | 6.1 [6.1–6.1] | 14.6 [13.3–16.0] | 9.1 [8.4–9.7] | 0.22 |
| 30–39 | 64 | 6.1 [6.1–6.1] | 13.6 [12.5–14.8] | 8.5 [7.9–9.5] | 0.37 |
| 40–49 | 44 | 6.1 [6.1–6.1] | 14.3 [12.6–16.0] | 8.4 [8.0–9.3] | 0.5 |
| 50–59 | 46 | 6.1 [6.1–6.1] | 15.1 [13.2–16.8] | 8.6 [7.9–9.6] | 0.41 |
| 60–69 | 26 | 6.1 [6.1–6.9] | 16.9 [14.7–19.1] | 10.1 [8.6–11.1] | -0.22 |
| 70+ | 17 | 6.1 [6.1–6.1] | 16.0 [13.2–19.3] | 9.1 [7.3–10.5] | 0.27 |
| BMI stage | |||||
| Normal | 69 | 6.1 [6.1–6.2] | 14.8 [13.6–16.0] | 9.4 [8.5–9.8] | 0.22 |
| Overweight | 101 | 6.1 [6.1–6.1] | 14.1 [13.1–15.2] | 8.5 [8.1–8.9] | 0.39 |
| Obese | 96 | 6.1 [6.1–6.1 | 14.6 [13.6–15.5] | 9.0 [8.4–9.3] | 0.15 |
| Ethnicity | |||||
| Asian | 27 | 6.1 [6.1–6.6] | 14.5 [12.8–16.5] | 9.3 [8.2–10.4] | 0.32 |
| Black | 51 | 6.1 [6.1–6.1] | 16.1 [14.5–17.9] | 9.3 [8.4–10.6] | 0.25 |
| Hispanic | 22 | 6.1 [6.1–6.9] | 15.1 [13.2–16.8] | 9.6 [8.4–10.4] | -0.34 |
| White | 167 | 6.1 [6.1–6.1] | 14.1 [13.3–14.9] | 8.6 [8.1–9.0] | 0.36 |
Stratified according to sex, age strata, obesity, and ethnicity. BMI status was defined as healthy (BMI 18.5–24.9), overweight (BMI 25.0–29.5), and obese (BMI ≥30). Except for the age groups ‘<22’ and ‘70+’ in which the number of patients was too low, the lower and upper limits with 90% CIs were estimated using the robust method (CLSI C28-A3). For the age group ‘≤20’ and ‘>70’ the lower and upper limits were estimated using the robust method, but the 90% CIs for the lower and upper limits were estimated based on the assumption that the data had a log-normal distribution. PRO-C3 levels below the lower limit of quantification were assigned the lowest acceptable concentration. Outliers were detected on log-transformed data using test Tukey’s criterion, and excluded. Skewness estimates are based on the log-transformed data. Significance level: ∗p <0.05.
Fig. 1PRO-C3 levels in healthy volunteers.
PRO-C3 levels were measured in 269 healthy volunteers. PRO-C3 levels were stratified based on (A) sex, (B) age, (C) BMI categories (healthy [BMI 18.5–24.9], overweight [BMI 25.0–29.5], and obese [BMI ≥30]), and (D) race. Data were plotted using the Tukey’s method. The Tukey’s whiskers reflect 1.5 times the IQR (25th to 75th percentile) or the highest or lowest datapoint, whichever is shorter. Differences between sex were determined based on a Mann-Whitney test. Differences between multiple groups were determined using a Kruskal-Wallis test. No significant differences were observed between the investigated groups.
Reference intervals of PRO-C3 in patients with NAFLD or NASH.
| N | Lower limit (ng/ml) [90% CI] | Upper limit (ng/ml) [90% CI] | Median (ng/ml) [90% CI] | Skewness | |
|---|---|---|---|---|---|
| F0/F1 | 56 | 6.1 [6.1–6.4] | 15.0 [13.7–16.2] | 9.5 [8.6–10.2] | 0.019 |
| F2 | 59 | 6.1 [6.1–6.5] | 25.4 [21.2–29.5] | 11.5 [10.7–13.1] | 0.63∗ |
| F3 | 60 | 8.0 [7.1–9.1] | 27.4 [24.1–30.7] | 14.5 [13.5–15.8] | -0.49 |
| F4 | 40 | 6.1 [6.1–7.3] | 54.2 [39.1–69.8] | 16.3 [15.0–20.5] | 0.54 |
| NASH | 134 | 6.3 [6.1–6.9] | 31.2 [27.8–35.0] | 13.8 [12.9–14.9] | 0.47∗ |
| Fibrotic NASH | 119 | 6.5 [6.1–7.2] | 34.4 [30.0–38.9] | 14.6 [13.7–15.9] | 0.56∗ |
Reference intervals were estimated by the robust method according to the recommended approach (CLSI C28-A3). PRO-C3 levels below the lower limit of quantification were assigned the lowest acceptable concentration. NASH was defined as lobular inflammation ≥1, ballooning ≥1, and NAS ≥4. Fibrotic NASH was defined as NASH with fibrosis stage ≥2. Outliers were detected on log-transformed data using test Tukey’s criterion, and excluded. Skewness estimates are based on the log-transformed data. Statistical significance: ∗p <0.05. CLSI, Clinical and Laboratory Standards Institute; NAS, non-alcoholic fatty liver disease activity score; NASH, non-alcoholic steatohepatitis.
Fig. 2Diagnostic ability of PRO-C3.
We investigated the ability of PRO-C3 as a diagnostic screen tool for patients with (A) clinically significant and (B) advanced fibrosis, as well as (C) fibrotic NASH. We defined clinically significant fibrosis as patients having NASH with fibrosis stage ≥F2. Fibrotic NASH was defined as lobular inflammation ≥1, ballooning ≥1, and NAS ≥4, and fibrosis stage ≥F2. Figures were generated using area under the receiver operating characteristics curve analysis. NAS, non-alcoholic fatty liver disease activity score; NASH, non-alcoholic steatohepatitis.
Ability of PRO-C3 to distinguish between relevant subgroups of NAFLD/NASH patients.
| AUC [95% CI] | Cut-off [95% CI] | Sensitivity (%) | Specificity (%) | PPV (%) | NPV (%) | ||
|---|---|---|---|---|---|---|---|
| F ≥2 | 0.83 [0.77–0.88] | 12.6 [12.0–14.8] | 63.0 | 91.2 | 95.4 | 46.0 | <0.0001 |
| F ≥3 | 0.79 [0.73–0.85] | 12.7 [10.9–15.3] | 73.6 | 75.0 | 72.9 | 75.7 | <0.0001 |
| Fibrotic NASH | 0.75 [0.68–0.81] | 12.6 [10.5–15.5] | 67.5 | 72.5 | 74.3 | 65.5 | <0.0001 |
Estimated AUCs and cut-off values for the identification of patients with F ≥2, F ≥3, and fibrotic NASH (NASH with F ≥2) are listed along with sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV). Curves were generated using area under the receiver operating characteristics curve analysis. The 95% CIs for the AUC and cut-offs were estimated by bootstrapping.