A single blood test adjusted for different liver fibrosis targets improves fibrosis staging especially cirrhosis diagnosis
: Additional materialThis material reports p values for comparisons within FibroMeter family tests for population
#1 (1012 patients) in Table A1, for population #2 (641patients) in Table A2 or for combined populations #1 to #4 (3809 patients) in Table A3; and for comparisons between FibroMeter family tests with Hepascore and Zeng score for combined populations #2 to #4 (2797
patients) in Table A4 or with Fibrotest for combined populations #2 and #3 (1461 patients) in Table A5 or with VCTE for combined populations #2 to #4 (1746 patients) in Table A6.
Tables A7 to A15 report data on other blood tests outside the FibroMeter family, some of them reporting extended data compared to FibroMeter family tests already presented in Supplemental material.
Source: http://okina.univ-angers.fr/publications/ua15610
Table A1a. Primary objective for Multi-FibroMeters. Comparison of AUROCs for significant fibrosis of all test pairs of the FibroMeter family in the CHC derivation population #1 (1012 patients, Table 3) by Delong test.
FM2G CM2G MFM2 FM3G CM3G MFM3G
FibroMeterV2G - <0.0001 0.5757 0.4632 <0.0001 0.7970 CirrhoMeterV2G - <0.0001 <0.0001 0.3211 <0.0001
Multi-FibroMeterV2G - 0.3395 <0.0001 0.2829
FibroMeterV3G - <0.0001 0.7762
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G:
FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi-FibroMeterV3G. Significant differences are shown in bold. Main objective is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of multi- FibroMeter vs FibroMeter.
Table A1b. Comparison of AUROCs for cirrhosis of all test pairs of the FibroMeter family in the CHC derivation population #1 (1012 patients, Table 3) by Delong test.
FM2G CM2G MFM2G FM3G CM3G MFM3G
FibroMeterV2G - 0.2316 <0.0001 0.0039 0.6764 0.0296
CirrhoMeterV2G - 0.1088 0.0280 0.0978 0.6587
Multi-FibroMeterV2G - <0.0001 0.0216 0.1321
FibroMeterV3G - 0.0945 <0.0001
CirrhoMeterV3G - 0.1468
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV3G, MFM3G: Multi-FibroMeterV3G
Significant differences are indicated in bold. Primary objective criterion is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter or CirrhoMeter.
Table A1c. Comparison of Obuchowski indices of all test pairs of the FibroMeter family in the CHC derivation population #1 (1012 patients, Table 3) by z test.
FM2G CM2G MFMF2G FM3G CM3G MFMF3G
FibroMeterV2G - 0.0004 0.0022 0.0344 0.0003 0.0892
CirrhoMeterV2G - <0.0001 0.0068 0.6657 <0.0001
Multi-FibroMeterV2G - 0.0004 <0.0001 0.0904
FibroMeterV3G - 0.0018 0.0014
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterv2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV3G, MFM3G: Multi-FibroMeterV3G
Significant differences are indicated in bold. Primary objective criterion is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of Multi-FibroMeter vs FibroMeter.
Table A2a. Comparison of AUROCs for significant fibrosis of all test pairs of the FibroMeter family in the CHC validation population #2 (641patients, Table 4) by Delong test.
FM2G CM2G MFM2 FM3G CM3G MFM3G
FibroMeterV2G - 0.0147 0.7982 0.0096 0.0007 0.3843
CirrhoMeterV2G - 0.0032 0.2918 0.0288 0.0465
Multi-FibroMeterV2G - 0.0298 <0.0001 0.1037
FibroMeterV3G - 0.0103 0.2322
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterv2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV3G, MFM3G: Multi-FibroMeterV3G
Significant differences are indicated in bold. Primary objective criterion is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of Multi-FibroMeter vs FibroMeter.
Table A2b. Comparison of AUROCs for cirrhosis of all test pairs of the FibroMeter family in the CHC validation population #2 (641 patients, Table 4) by Delong test.
FM2G CM2G MFMF2G FM3G CM3G MFMF3G
FibroMeterV2G - 0.7738 0.0154 0.0123 0.2037 0.5536
CirrhoMeterV2G - 0.0135 0.4313 0.0174 0.4153
Multi-FibroMeterV2G - 0.0006 0.0008 0.0629
FibroMeterV3G - 0.8236 0.0201
CirrhoMeterV3G - 0.0199
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi-FibroMeterV3G, FT: Fibrotest, HS:
Hepascore, VCTE: vibration controlled transient elastography (by Fibroscan). Significant differences are shown in bold. Primary objective criterion is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of Multi-FibroMeter vs FibroMeter or CirrhoMeter.
Table A2c. Comparison of Obuchowski indices of all test pairs of the FibroMeter family in the CHC validation population #2 (641 patients, Table 4) by z test.
FM2G CM2G MFMF2G FM3G CM3G MFMF3G
FibroMeterV2G - 0.0032 0.3083 0.0024 <0.0001 0.2731
CirrhoMeterV2G - 0.0005 0.1482 0.0033 0.0214
Multi-FibroMeterV2G - 0.0026 <0.0001 0.0087
FibroMeterV3G - 0.0011 0.2041
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi-FibroMeterV3G, FT: Fibrotest, HS:
Hepascore, VCTE: vibration controlled transient elastography (by Fibroscan). Significant differences are shown in bold. Primary objective criterion is indicated by a green background when reached and a blue background when overreached. Red characters indicate a significant gain of Multi-FibroMeter vs FibroMeter.
Table A3a. Primary objective for Multi-FibroMeters. Comparison of AUROCs for significant fibrosis of all test pairs of the FibroMeter family in the combined populations #1 to #4 (3809 patients, Table 5) by Delong test: p value for bilateral test.
FibroMeterV2G CirrhoMeterV2G Multi-FibroMeterV2G FibroMeterV3G CirrhoMeterV3G Multi-FibroMeterV3G
FibroMeterV2G - <0.0001 0.7308 (0.3657) a <0.0001 <0.0001 0.0012
CirrhoMeterV2G - <0.0001 <0.0001 <0.0001 <0.0001
Multi-FibroMeterV2G - <0.0001 <0.0001 <0.0001
FibroMeterV3G - <0.0001 0.7898 (0.3952) a
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
Significant differences are shown in bold. Primary objective (AUROC Multi-FibroMeter ≥ AUROC FibroMeter) is indicated by a green background when reached.
a p value for unilateral test in brackets. Non-inferiority test was also evaluated: Multi-FibroMeter was not inferior to corresponding FibroMeter with a margin of 0.005 at 5% significance level (Analyse-it Software Ltd.).
Table A3b. Primary objective for Multi-FibroMeters. Comparison of AUROCs for cirrhosis of all test pairs of the FibroMeter family in the combined populations #1 to #4 (3809 patients, Table 5) by Delong test: p value for bilateral test.
FibroMeterV2G CirrhoMeterV2G Multi-FibroMeterV2G FibroMeterV3G CirrhoMeterV3G Multi-FibroMeterV3G
FibroMeterV2G - 0.0002 <0.0001 <0.0001 0.8004 0.0671
CirrhoMeterV2G - 0.0277 (0.0138) a <0.0001 <0.0001 <0.0001
Multi-FibroMeterV2G - <0.0001 <0.0001 <0.0001
FibroMeterV3G - <0.0001 <0.0001
CirrhoMeterV3G - 0.1032 (0.0516) a
Multi-FibroMeterV3G -
Significant differences are shown in bold. Primary objective (AUROC Multi-FibroMeter > AUROC FibroMeter or ≥ AUROC CirrhoMeter) is indicated by a green background when reached and a blue background when overreached.
a p value for unilateral test in brackets. Non-inferiority test was also evaluated: Multi-FibroMeter was not inferior to corresponding CirrhoMeter with a margin of 0.001 (0.015 for V3G) at 5% significance level (Analyse-it Software Ltd.).
Table A3c. Primary objective for Multi-FibroMeters. Comparison of Obuchowski indices of all test pairs of the FibroMeter family in the combined populations #1 to #4 (3809 patients, Table 5) by z test.
FibroMeterV2G CirrhoMeterV2G Multi-FibroMeterV2G FibroMeterV3G CirrhoMeterV3G Multi-FibroMeterV3G
FibroMeterV2G - <0.0001 0.0590 a 0 0 0.0012
CirrhoMeterV2G - <0.0001 0.0720 <0.0001 0.0003
Multi-FibroMeterV2G - <0.0001 0 0
FibroMeterV3G - <0.0001 0.0044
CirrhoMeterV3G - <0.0001
Multi-FibroMeterV3G -
Significant differences are shown in bold. Primary objective (Obuchowski index Multi-FibroMeter > Obuchowski index FibroMeter) is indicated by a green background when reached.
a Borderline significance with superior value of Multi-FibroMeter
Table A3d. Comparison of correctly classified patient rate (%) in classification metric between Multi-FibroMeters as a function of Metavir fibrosis stages in the four combined populations #1 to #4 (3809 patients, Table 6).
Metavir fibrosis stage
F0 F1 F2 F3 F4 All F
Multi-FibroMeterV2G 32.6 91.2 93.3 90.7 84.7 86.0
Multi-FibroMeterV3G 32.6 93.1 95.3 91.0 76.2 86.1
p a 1 <0.001 0.001 0.804 <0.001 0.938
a Paired McNemar test
Significant differences are shown in bold.Colour codes: accuracy (%) <60, 60-70, 70-80, 80-90, >90
Table A3e. Comparison of correctly classified patient rate (%) in classification metric within FibroMeter family as a function of cirrhosis in the combined populations #1 to #4 (3809 patients, Table 6).
F0 to F3 Cirrhosis (F4) p a All F
FibroMeterV2G 81.7 84.7 0.100 82.1
CirrhoMeterV2G 80.6 89.4 <0.001 81.8
Multi-FibroMeterV2G 86.2 84.7 0.347 86.0
Comparison (p b):
All tests <0.001 <0.001 - <0.001
FibroMeterV2G vs CirrhoMeterV2G 0.058 0.002 - 0.568
FibroMeterV2G vs Multi-FibroMeterV2G <0.001 1 - <0.001
CirrhoMeterV2G vs Multi-FibroMeterV2G <0.001 <0.001 - <0.001
FibroMeterV3G 82.0 63.9 <0.001 79.5
CirrhoMeterV3G 81.6 75.6 0.001 80.8
Multi-FibroMeterV3G 87.6 76.2 <0.001 86.1
Comparison (p b):
All tests <0.001 <0.001 - <0.001
FibroMeterV3G vs CirrhoMeterV3G 0.499 <0.001 - 0.031
FibroMeterV3G vs Multi-FibroMeterV3G <0.001 <0.001 - <0.001
CirrhoMeterV3G vs Multi-FibroMeterV3G <0.001 0.743 - <0.001
Comparison V2G vs V3G (p a):
FibroMeter 0.567 <0.001 - <0.001
CirrhoMeter 0.048 <0.001 - 0.034
Multi-FibroMeter <0.001 <0.001 - 0.938
Significant differences are shown in bold. Colour codes: accuracy (%) <60, 60-70, 70-80, 80-85, >85
a 2 test
b Paired Cochran test or McNemar test
Table A4a. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for significant fibrosis of all test pairs in the combined validation populations #2 to #4 (2797 patients, Tables S5 and A11) by Delong test with emphasis on Hepascore and Zeng score.
FM2G CM2G MFM2G FM3G CM3G MFM3G APRI Fib4 HS Zeng FMA2G
FM2G - <0.0001 0.8852 <0.0001 <0.0001 0.0005 <0.0001 <0.0001 <0.0001 <0.0001 0.0001 CM2G - <0.0001 0.0024 <0.0001 0.0003 <0.0001 <0.0001 0.7436 0.3567 0.4188 MFM2G - <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001
FM3G - <0.0001 0.7446 <0.0001 <0.0001 0.0123 0.0005 0.10539
CM3G - <0.0001 <0.0001 <0.0001 0.1965 0.5016 0.0079
MFM3G - <0.0001 <0.0001 0.0115 0.0009 0.0625
APRI - 0.0330 <0.0001 <0.0001 <0.0001
Fib4 - <0.0001 <0.0001 <0.0001
HS - 0.4445 0.2372
Zeng - 0.1132
FMA2G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi- FibroMeterV3G, FT: Fibrotest, HS: Hepascore, ZS: Zeng score, FMA2G: FibroMeterALD2G. Significant differences are shown in bold. Secondary objective (AUROC Multi-FibroMeter > AUROC Hepascore or Zeng score) is indicated by a green background when reached. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to other tests (outside FibroMeter family).
Table A4b. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for cirrhosis of all test pairs in the combined validation populations #2 to #4 (2797 patients, Tables S5 and A11) by Delong test with emphasis on Hepascore and Zeng score.
FM2G CM2G MFM2G FM3G CM3G MFM3G APRI Fib4 HS Zeng FMA2G
FM2G - 0.0003 <0.0001 <0.0001 0.9718 0.3111 <0.0001 <0.0001 0.8557 0.4126 0.0080 CM2G - 0.1146 <0.0001 <0.0001 0.0059 <0.0001 <0.0001 0.0071 0.0021 0.7446 MFM2G - <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 0.0001 <0.0001 0.1564
FM3G - <0.0001 <0.0001 <0.0001 0.0008 0.0093 0.0234 <0.0001
CM3G - 0.2780 <0.0001 <0.0001 0.8830 0.4962 0.0293
MFM3G - <0.0001 <0.0001 0.5065 0.2118 0.1087
APRI - <0.0001 <0.0001 <0.0001 <0.0001
Fib4 - <0.0001 <0.0001 <0.0001
HS - 0.5091 0.0005
Zeng - 0.0007
FMA2G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi- FibroMeterV3G, FT: Fibrotest, HS: Hepascore, ZS: Zeng score, FMA2G: FibroMeterALD2G. Significant differences are shown in bold. Secondary objective (AUROC Multi-FibroMeter > AUROC Hepascore or Zeng score) is indicated by a green background when reached and by a yellow background when not reached and without significant difference. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to other tests (outside FibroMeter family).
A4c. Secondary objective for Multi-FibroMeters. Comparison of Obuchowski indices of all test pairs in the combined validation populations #2 to #4 (2797 patients, Tables S5 and A11) by z test with emphasis on Hepascore and Zeng score.
FM2G CM2G MFM2G FM3G CM3G MFM3G APRI Fib4 HS Zeng FMA2G
FM2G - 0.2450 <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 0.0003 <0.0001 0.0017 CM2G - <0.0001 0.3288 <0.0001 <0.0001 <0.0001 <0.0001 0.7724 0.0181 0.3015 MFM2G - <0.0001 <0.0001 <0.0001 <0.0001 <0.0001 0.0001 <0.0001 0.0002
FM3G - <0.0001 0.0501 <0.0001 <0.0001 0.7187 0.0002 0.8986
CM3G - <0.0001 <0.0001 <0.0001 0.0109 0.9732 0.0002
MFM3G - <0.0001 <0.0001 0.2842 <0.0001 0.4739
APRI - 0.1258 <0.0001 <0.0001 <0.0001
Fib4 - <0.0001 <0.0001 <0.0001
HS - 0.0023 0.5514
Zeng - 0.0014
FMA2G -
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, FM3G: FibroMeterV3G, CM3G: CirrhoMeterV2G, MFM3G: Multi- FibroMeterV3G, FT: Fibrotest, HS: Hepascore, ZS: Zeng score, FMA2G: FibroMeterALD2G. Significant differences are shown in bold. Secondary objective (Obuchowski index Multi-FibroMeter > Obuchowski index Hepascore or Zeng score) is indicated by a green background when reached and by a yellow background when not reached and without significant difference. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to other tests (outside FibroMeter family).
Table A5a. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for significant fibrosis of all test pairs between FibroMeter family tests and Fibrotest in the combined populations #2 and #3 (1461 patients, Table A14) by Delong test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G Fibrotest
FibroMeterV2G - 0.5079 <0.0001 0.0075 <0.0001
Multi-FibroMeterV2G - 0.0400 0.0014 <0.0001
FibroMeterV3G - 0.9239 <0.0001
Multi-FibroMeterV3G - <0.0001
Fibrotest -
Significant differences are shown in bold. Secondary objective (AUROC Multi-FibroMeter > AUROC Fibrotest) is indicated by a green background when reached. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to Fibrotest.
Table A5b. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for cirrhosis of all test pairs between FibroMeter family tests and Fibrotest in the combined populations #2 and #3 (1461 patients, Table A14)) by Delong test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G Fibrotest
FibroMeterV2G - <0.0001 <0.0001 0.3486 0.0046
Multi-FibroMeterV2G - <0.0001 0.0002 <0.0001
FibroMeterV3G - 0.0001 0.3270
Multi-FibroMeterV3G - 0.0034
Fibrotest -
Significant differences are shown in bold. Secondary objective (AUROC Multi-FibroMeter > AUROC Fibrotest) is indicated by a green background when reached. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to Fibrotest.
Table A5c. Secondary objective for Multi-FibroMeters. Comparison of Obuchowski indices of all test pairs between FibroMeter family tests and Fibrotest in the combined populations #2 and #3 (1461 patients, Table A14)) by z test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G Fibrotest
FibroMeterV2G - 0.8580 <0.0001 0.0006 <0.0001
Multi-FibroMeterV2G - 0.0015 <0.0001 <0.0001
FibroMeterV3G - 0.9700 <0.0001
Multi-FibroMeterV3G - 0.0002
Fibrotest -
Significant differences are shown in bold. Secondary objective (Obuchowski index Multi-FibroMeter > Obuchowski index Fibrotest) is indicated by a green background when reached. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to
Fibrotest.
Table A6a. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for significant fibrosis of all test pairs between FibroMeter family tests and VCTE in the combined populations #2 to #4 (1746 patients, Table S9) by Delong test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G VCTE
FibroMeterV2G - 0.7966 <0.0001 0.0020 0.0165
Multi-FibroMeterV2G - 0.0056 <0.0001 0.0188
FibroMeterV3G - 0.6323 0.1555
Multi-FibroMeterV3G - 0.1979
VCTE -
VCTE: vibration controlled transient elastography (by Fibroscan).Significant differences are shown in bold. Secondary objective (AUROC Multi-FibroMeter > AUROC VCTE) is indicated by a green background when reached and by a yellow background when not reached and without significant difference. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to VCTE.
Table A6b. Secondary objective for Multi-FibroMeters. Comparison of AUROCs for cirrhosis of all test pairs between FibroMeter family tests and VCTE in the combined populations #2 to #4 (1746 patients, Table S9) by Delong test: p value for bilateral test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G VCTE
FibroMeterV2G - <0.0001 <0.0001 0.6946 0.0078
Multi-FibroMeterV2G - <0.0001 <0.0001 0.3954 (0.0336) a
FibroMeterV3G - <0.0001 <0.0001
Multi-FibroMeterV3G - 0.0233 (0.4515) a
VCTE -
VCTE: vibration controlled transient elastography (by Fibroscan).Significant differences of Delong test are shown in bold. Secondary objective (AUROC Multi-FibroMeter AUROC VCTE) is indicated by a green background when reached and by a grey background for a significant limitation. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to VCTE.
a Equivalence test in brackets (H0 means non-equivalence with a margin of 0.04 at 5% significance level, Analyse-it Software Ltd.)
Table A6c. Secondary objective for Multi-FibroMeters. Comparison of Obuchowski indices of all test pairs between FibroMeter family tests and VCTE in the combined populations #2 to #4 (1746 patients, Table S9) by z test.
FibroMeterV2G Multi-FibroMeterV2G FibroMeterV3G Multi-FibroMeterV3G VCTE
FibroMeterV2G - 0.6609 <0.0001 0.0001 0.0637
Multi-FibroMeterV2G - <0.0001 <0.0001 0.0455
FibroMeterV3G - 0.7296 0.8052
Multi-FibroMeterV3G - 0.7295
VCTE -
VCTE: vibration controlled transient elastography (by Fibroscan).Significant differences are shown in bold. Secondary objective (Obuchowski index Multi-FibroMeter > Obuchowski index VCTE) is indicated by a green background when reached and by a yellow background when not reached and without significant difference. Red characters indicate a significant gain of multi-FibroMeter vs FibroMeter in the comparison to VCTE.
Table A6d. Comparison of correctly classified patient rate (%) according to classification metric between Multi-FibroMeters, FibroMeters and VCTE in the 3 populations with VCTE (1746 patients, Table S9).
Population #2 CHC validation #3 non-CHC validation #4 Miscellaneous validation Combined #2 to #4 Rate (%) p vs VCTE a Rate (%) p vs VCTE Rate (%) p vs VCTE Rate (%) p vs VCTE
FibroMeterV2G 84.2 0.001 77.1 0.013 75.6 0.234 79.1 0.446
Multi-FibroMeterV2G 88.3 0.762 76.1 0.024 82.1 0.023 83.0 0.004
VCTE 87.7 b - 70.7 - 77.9 - 80.0 -
p c 0.014 - 0.007 - <0.001 - <0.001 -
FibroMeterV3G 81.7 0.001 70.5 1 72.1 0.003 75.7 <0.001
Multi-FibroMeterV3G 88.9 0.475 76.6 0.013 80.5 0.173 82.7 0.013
VCTE 87.7 b - 70.7 - 77.9 - 80.0 -
p c <0.001 - 0.008 - <0.001 - <0.001 -
VCTE: vibration controlled transient elastography. Significant differences are shown in bold. Red characters indicate a significant gain of multi- FibroMeter vs FibroMeter in the comparison with VCTE. Colour codes: accuracy (%) <60, 60-70, 70-80, 80-90, >90
a Paired McNemar test
b Optimism bias
c Paired Cochran test
Tableau A6e. Comparison of correctly classified patient rate (%) in classification metric between Multi-FibroMeters and VCTE as a function of Metavir fibrosis stages in the 3 combined populations #2 to #4 with VCTE (1746 patients, Table S9).
Metavir fibrosis stage
F0 F1 F2 F3 F4 All F
Multi-FibroMeterV2G 25.1 90.9 95.5 88.3 80.3 83.0
p a 0.007 0.080 0.135 0.091 0.024 0.004
VCTE 13.8 87.7 92.9 83.5 88.1 80.0
p a 0.015 0.008 0.088 0.076 <0.001 0.013
Multi-FibroMeterV3G 24.1 92.4 95.8 88.6 72.5 82.7
a Paired McNemar test between each Multi-FibroMeter and VCTE Colour codes: accuracy (%) <60, 60-70, 70-80, 80-90, >90
Comparison between Multi-FibroMeters is reported in a larger population in Table S4.
Table A6f. Comparison of correctly classified patient rate (%) according to classification metric between Multi-FibroMeterV2G and VCTE as a function of Metavir fibrosis stages in each of the three populations #2 to #4 with VCTE (1746 patients, Table S9).
Population Test F0 F1 F2 F3 F4 All F
#2 Multi-FibroMeterV2G 25.0 88.7 96.3 92.4 84.1 88.3
VCTE a 16.7 93.1 95.1 84.7 81.8 87.7
p b 0.727 0.117 0.774 0.078 0.804 0.762
#3 Multi-FibroMeterV2G 13.9 96.0 96.1 91.1 70.8 76.1
VCTE 16.5 86.1 90.9 73.3 83.3 70.7
p b 0.832 0.003 0.219 0.039 0.508 0.024
#4 Multi-FibroMeterV2G 35.9 90.4 94.6 85.6 76.5 82.1
VCTE 10.9 82.6 91.4 85.6 96.3 77.9
p b <0.001 0.027 0.307 1 <0.001 0.023
Combined #2 to #4 Multi-FibroMeterV2G 25.1 90.9 95.5 88.3 80.3 83.0
VCTE 13.8 87.7 92.9 83.5 88.1 80.0
p b 0.007 0.080 0.135 0.091 0.024 0.004
VCTE: vibration controlled transient elastography (by Fibroscan). Significant differences are shown in bold. Colour codes: accuracy (%) <60, 60-70, 70-80, 80-90, >90.
a Optimism bias. b Paired McNemar test
Tableau A6g. Comparison of correctly classified patient rate (%) in classification metric between FibroMeterfamilyand VCTE as a function of fibrosis classes of classification metric in the three combined populations #2 to #4 with VCTE (1746 patients, Table S9).
Fibrosis class
0/1 1/2 2 3 3/4 4 All
FibroMeterV2Ga 92.7 71.9 88.0 84.5 73.6 47.8 79.1
CirrhoMeterV2G 80.4 73.0 88.2 76.9 76.8 83.0 77.9
Multi-FibroMeterV2G 89.4 72.1 87.1 84.1 89.2 73.3 83.0
FibroMeterV3G b 91.5 59.1 85.1 87.0 71.6 - 75.7
CirrhoMeterV3G 78.9 71.5 85.9 79.4 66.9 68.9 76.3
Multi-FibroMeterV3G 86.7 71.6 85.2 84.8 93.3 72.7 82.7
VCTE c 84.7 77.4 87.6 75.9 76.7 64.5 80.0
FM2G: FibroMeterV2G, CM2G: CirrhoMeterV2G, MFM2G: Multi-FibroMeterV2G, VCTE: vibration controlled transient elastography (by Fibroscan).
Test with highest accuracy per class is depicted in bold characters. Colour codes: accuracy (%) <60, 60-70, 70-80, 80-90, >90
a Class 1 (64.2%) is not reported since absent in other tests
b Different classification for two classes: F2/3 (accuracy: 64.5%) and no F4
c Optimism bias in population #2
Table A7. Combined populations included for statistical comparisons of tests.
Population included
Tests available (n) Patients
(n)
Cause of population exclusion Optimism bias in comparison
with FibroMeter family
Test not available in all patients
#1 to #4 11: FibroMeter family, APRI, Fib4, Hepascore, Zeng (= list A)
3809 - None
#1 to #4 6: FibroMeter family 3809 None a None
#2 to #4 11: list A 2797 Population #1 b None
#1 to #3 12: list A + Fibrotest 2416 c - Fibrotest in population #4
#2 and #3 12: list A + Fibrotest 1461 Population #1 b Fibrotest in population #4
#2 to #4 12: list A + VCTE 1746 Population #1 b VCTE in population #1
#2 and #3 13: list A + Fibrotest + VCTE 1017 d - VCTE in population #1
Fibrotest in population #4 VCTE: vibration controlled transient elastography (by Fibroscan)
Bold characters depict patients used for statistical comparison of test performance
a Comparison limited to the FibroMeter family
b Exclusion of population #1 for comparison between the FibroMeter family and other tests
c Combined populations #1 to #3 correspond to the maximum number of patients with Fibrotest but this sample was not used due to optimism bias in the comparison between Fibrotest and FibroMeter family in population #1.
d This subgroup corresponds to the maximum number of patients with the maximum number of tests evaluated; this sample was only used in Figure A3.
Table A8. AUROCs for all classical diagnostic targets and Obuchowski indices for Metavir fibrosis (F) stages of 12 blood tests in the non-CHC validation population #3 (936 patients). Complementary data of Table S1.
AUROC Obuchowski index
F≥1 F≥2 F≥3 F=4 Value Rank
FibroMeterV2G 0.797 0.829 0.849 0.874 0.782 2
CirrhoMeterV2G 0.748 0.792 0.855 0.892 0.759 7
Multi-FibroMeterV2G 0.788 0.823 0.857 0.902 0.782 1
FibroMeterV3G 0.774 0.814 0.827 0.838 0.762 6
CirrhoMeterV3G 0.718 0.770 0.829 0.862 0.735 9
Multi-FibroMeterV3G 0.765 0.807 0.835 0.870 0.763 5
APRI 0.733 0.729 0.710 0.676 0.687 11
Fib4 0.684 0.734 0.767 0.788 0.696 12
Fibrotest 0.731 0.764 0.763 0.809 0.729 10
Hepascore 0.789 0.819 0.849 0.900 0.779 4
Zeng score 0.738 0.789 0.829 0.876 0.746 8
FibroMeterALD2G 0.769 0.817 0.872 0.910 0.780 3
Best result per diagnostic target is indicated in bold.
Color codes: AUROC: <0.7, 0.7-0.8, 0.8-0.9, >0.9; Obuchowski index: <0.6, 0.6-0.7, 0.7-0.8, 0.8-0.9
Table A9. AUROC for cirrhosis and Obuchowski indices of all tests in the CHB (n=152), HIV/CHC (n=444), NAFLD (n=224) and ALD (n=115) validation sub-populations #3 (936 patients). Complementary data of Table S2.
CHB HIV/CHC NAFLD ALD
AUROC
F=4
Obuchowski AUROC F=4
Obuchowski AUROC F=4
Obuchowski AUROC F=4
Obuchowski
FibroMeterV2G 0.918 0.789 0.785 0.760 0.836 0.773 0.903 0.758
CirrhoMeterV2G 0.940 0.768 0.832 0.737 0.857 0.750 0.900 0.772
Multi-FibroMeterV2G 0.952 0.796 0.834 0.769 0.883 0.777 0.888 0.764
FibroMeterV3G 0.909 0.781 0.758 0.749 0.793 0.749 0.819 0.715
CirrhoMeterV3G 0.940 0.761 0.809 0.727 0.808 0.723 0.849 0.738
Multi-FibroMeterV3G 0.946 0.791 0.800 0.756 0.822 0.744 0.837 0.723
APRI 0.810 0.727 0.678 0.712 0.679 0.680 0.527 0.532
Fib4 0.890 0.731 0.743 0.699 0.691 0.691 0.707 0.625
Fibrotest 0.887 0.767 0.793 0.733 0.697 0.670 - -
Hepascore 0.912 0.781 0.819 0.723 0.920 0.780 0.920 0.780
Zeng score 0.921 0.783 0.790 0.711 0.920 0.785 0.871 0.772
VCTE 0.906 0.746 - - 0.951 0.808 - -
FibroMeterNAFLD - - - - 0.819 0.714 - -
NAFLD fibrosis score - - - - 0.775 0.673 - -
FibroMeterALD2G 0.915 0.758 0.830 0.728 0.949 0.803 0.929 a 0.794 a
VCTE: vibration controlled transient elastography (by Fibroscan). Color codes: AUROC: <0.7, 0.7-0.8, 0.8-0.9, >0.9; Obuchowski index: <0.6, 0.6-0.7, 0.7-0.8, 0.8-0.9.
a Optimism bias
Table A10. Diagnostic performance of 11 blood tests in the miscellaneous validation population #4 (1220 patients). Complementary data of Table S3.
AUROC Obuchowski index
F≥1 F≥2 F≥3 F=4 Value Rank
FibroMeterV2G 0.774 0.832 0.836 0.870 0.778 2
CirrhoMeterV2G 0.736 0.805 0.838 0.904 0.762 4
Multi-FibroMeterV2G 0.774 0.839 0.854 0.900 0.789 1
FibroMeterV3G 0.746 0.822 0.825 0.847 0.761 5
CirrhoMeterV3G 0.707 0.796 0.829 0.886 0.747 8
Multi-FibroMeterV3G 0.755 0.827 0.839 0.881 0.774 3
APRI 0.705 0.734 0.756 0.775 0.699 11
Fib4 0.677 0.759 0.807 0.832 0.714 10
Hepascore 0.768 0.783 0.794 0.854 0.751 7
Zeng score 0.704 0.802 0.842 0.876 0.745 9
FibroMeterALD2G 0.746 0.800 0.835 0.891 0.761 6
Best result per diagnostic target is indicated in bold.
Color codes: AUROC: <0.7, 0.7-0.8, 0.8-0.9, >0.9; Obuchowski index: <0.6, 0.6-0.7, 0.7-0.8, 0.8-0.9
Table A11. Diagnostic performance of 11 blood tests a in the combined populations #2 to #4 (2797 patients). Complementary data of Table S5.
AUROC Obuchowski index Classification
F≥1 F≥2 F≥3 F=4 Value Rank Value (%) Rank
FibroMeterV2G 0.790 0.824 0.836 0.868 0.780 2 80.2 3
CirrhoMeterV2G 0.741 0.795 0.836 0.890 0.757 7 79.8 4
Multi-FibroMeterV2G 0.778 0.824°* 0.849 0.897°* 0.783° 1 84.0* 1
FibroMeterV3G 0.767 0.811 0.821 0.842 0.763 5 76.8 6
CirrhoMeterV3G 0.716 0.781 0.820 0.869 0.741 8 78.4 5
Multi-FibroMeterV3G 0.760 0.812°* 0.832 0.874* 0.768°* 3 83.7* 2
APRI 0.720 0.735 0.743 0.750 0.701 11 - -
Fib4 0.689 0.751 0.786 0.811 0.710 10 - -
Hepascore 0.774 0.792 0.811 0.867 0.761 6 - -
Zeng score 0.717 0.787 0.825 0.862 0.741 8 - -
FibroMeterALD2G 0.751 0.800 0.840 0.888 0.764 4 - -
The best result per diagnostic target is indicated in bold. ° depicts a reached ancillary objective criterion (with some exceptions, details in Table A16). * depicts a reached primary objective criterion. Details on p values of pair comparisons are reported in Table 6 for classification and in the Additional materials for scoring (Table A4).Color codes: see Table A8.
a Some blood tests are depicted for ancillary information beyond the ancillary objective (APRI, Fib4, FibroMeterALD2G). Fibrotest results are reported in Table A14.
Table A12. Correlations (Spearman coefficient: rs) of fibrosis tests with Metavir fibrosis (F) stages and area of porto-septal fibrosis in the CHC validation population #2 (641 patients for F, 510 for area) and in validation population #2 to #4 (2797 patients except for Fibrotest: 1461 patients, or Fibroscan: 1746 patients). Complementary data of Table S7.
Population #2 #2 to #4
Metavir F Area of porto-septal fibrosis Both Metavir F
rs Rank rs Rank Overall rank Score (rs) Classification (rs)
FibroMeterV2G 0.619 2 0.534 3 2 0.638 0.626
CirrhoMeterV2G 0.579 6 0.499 6 6 0.606 0.591
Multi-FibroMeterV2G 0.635 1 0.543 2 1 0.650 0.626
FibroMeterV3G 0.593 5 0.512 5 5 0.606 0.595
CirrhoMeterV3G 0.549 10 0.480 7 8 0.574 0.558
Multi-FibroMeterV3G 0.612 3 0.521 4 4 0.619 0.581
APRI 0.507 13 0.452 10 12 0.460 -
Fib4 0.518 12 0.441 12 13 0.505 -
Fibrotest 0.549 9 0.439 13 10 0.530 0.511
Hepascore 0.554 8 0.458 9 8 0.592 -
Zeng score 0.522 11 0.451 11 10 0.580 -
FibroMeterALD2G 0.559 7 0.461 8 7 0.614 0.590
VCTE 0.600 4 0.550 1 2 0.582 0.578
Metavir F - - 0.710 - - - -
VCTE: vibration controlled transient elastography (by Fibroscan), rs: Spearman coefficient
The best result per column among tests is indicated in bold. Color codes: correlation with Metavir F: <0.4, 0.4-0.5, 0.5-0.6, >0.6; correlation with area of portal fibrosis: <0.3, 0.3-0.4, 0.4-0.5, 0.5-0.6, >0.6
Rank: ex-aequo were ranked with other decimals. Overall rank was determined according to the sum of the 2 composite ranks.
Table A13. Dynamic sensitivity and reproducibility of fibrosis measurements (liver lesions or score tests): Progression and agreement (ric) between baseline (W0) and final (W96) measurements. Population of 101 patients. Complementary data of Table S8.
Progression Reproducibility
Mean ± SD a p b ric c
Metavir F 0.1290.783 0.102 0.837
Area of fibrosis (%) 0.2933.016 0.026 0.629
FibroMeterV2G 0.0320.134 0.020 0.905
CirrhoMeterV2G 0.0560.185 0.003 0.898
Multi-FibroMeterV2G 0.0360.112 0.002 0.905
FibroMeterV3G 0.0300.107 0.006 0.927
CirrhoMeterV3G 0.0800.148 <0.001 0.922
Multi-FibroMeterV3G 0.0540.098 <0.001 0.928
APRI 0.3991.049 <0.001 0.667
Fib4 0.9182.010 <0.001 0.616
Fibrotest 0.0160.171 0.338 0.790
Hepascore -0.0020.271 0.941 0.632
Zeng score 0.0040.166 0.827 0.765
FibroMeterALD2G 0.0280.289 0.331 0.714
Significant differences are shown in bold. Color codes: ric: <0.7, 0.7-0.8, 0.8-0.9, >0.9.
a Score progression: value W96 - value W0
b Paired Student t test
c Intra-class correlation coefficient
Table A14. Diagnostic performance of FibroMeter family and Fibrotest in the combined populations #2 and #3 (1461 patients).
AUROC Obuchowski index Classification
F≥1 F≥2 F≥3 F=4 Value Rank Value (%) Rank
FibroMeterV2G 0.810 0.815 0.829 0.849 0.787 1 80.5 3
Multi-FibroMeterV2G 0.791 0.813° 0.840 0.881° 0.787° 1 83.8° 2
FibroMeterV3G 0.793 0.802 0.816 0.828 0.772 3 77.8 4
Multi-FibroMeterV3G 0.774 0.802° 0.823 0.857° 0.772° 3 84.4° 1
Fibrotest 0.756 0.766 0.782 0.817 0.742 5 39.9 a 5
The best result per diagnostic target is indicated in bold. ° depicts a reached ancillary objective criterion (details in Table A16). Details on p values of pair comparisons are reported in the Additionalmaterials (Table A5). Color codes: see Table A8.
a The original method of the classification metric was different from that of other tests; p<0.001 vs each other test.
Table A15. Blood tests: constitutive biomarkers and availability in populations.
Biomarkers Population (with etiology)
Age Sex Wt AST ALT Plt Bil GGT A2M HA Hpt Apo Ur PI Glu Fer Alb #1 CHC
#2 CHC
#3a CHB
#3b HIV
#3c NAFLD
#3d ALD
#4 Mixed All
FibroMeterV2G x x - x - x - - x x - - x x - - - a x x x x x x x
CirrhoMeterV2G x x - x - x - - x x - - x x - - - a x x x x x x x
MFMV2G x x - x x x - - x x - - x x - - - a x x x x x x x
FibroMeterV3G x x - x - x - x x - - - x x - - - a x x x x x x x
CirrhoMeterV3G x x - x - x - x x - - - x x - - - a x x x x x x x
MFMV3G x x - x x x - x x - - - x x - - - a x x x x x x x
APRI - - - x - x - - - - - - - - - - - x x x x x x x
Fib4 x - - x x x - - - - - - - - - - - x x x x x x x
Fibrotest x x - - - - x x x x x - - - x x x x - - -
Hepascore x x - - - - x x x x - - - - - - x x x x x x x
Zeng score x - - - - - - x x x - - - - - - - x x x x x x x
FibroMeterNAFLD x - x x x x - - - - - - - x x - - - - - - - -
NAFLD fibrosis score x - x x x x - - - - - - - - x - x - - - - - - -
FibroMeterALD2G - - - - - - - - x x - - - x - - - x x x x x a x x
Tests included (n) 12 8 2 10 5 10 2 6 10 6 1 1 6 7 2 1 1 12 12 12 12 14 11 11 11
MFM: multi-FibroMeter, Wt: weight (or body mass index in NAFLD fibrosis score), Plt: platelets, Bil: bilirubin, GGT: gamma-glutamyl transpeptidase, A2M: alpha2-macroglogulin, HA: hyaluronic acid, Hpt: haptoglobin, Apo: apoA1, Ur: urea, PI: prothrombin index (%), Glu:
glucose, Fer: ferritin, Alb: albumin
x: available, : available in the CLD etiology used for test development in the pivotal study
a Population used for test construction in the present study implying an optimism bias
Table A16. Summary of all judgement criteria for the Multi-FibroMeter objectives as a function of compared tests in the combined populations of maximum size a.
Judgment criteria Test compared Criteria fulfilled by Multi-FibroMeter
V2G V3G
Primary objective:
AUROC cirrhosis >
FibroMeter
Yes Yes
Obuchowski index > Yes b Yes
AUROC significant F ≥ Yes Yes
Classification metric > Yes Yes
AUROC cirrhosis ≥ CirrhoMeter Yes Yes b
Ancillary objectives:
AUROC cirrhosis >
Fibrotest
Yes Yes
Obuchowski index > Yes Yes
AUROC significant fibrosis > Yes Yes
Classification metric > Yes Yes
AUROC cirrhosis >
Hepascore
Yes No c
Obuchowski index > Yes No c
AUROC significant fibrosis > Yes Yes
AUROC cirrhosis >
Zeng score
Yes No c
Obuchowski index > Yes Yes
AUROC significant fibrosis > Yes Yes
AUROC cirrhosis
VCTE
Yes No d
Obuchowski index > Yes No c
AUROC significant fibrosis > Yes No c
Classification metric > Yes Yes
VCTE: vibration controlled transient elastography (by Fibroscan). Green, blue, yellow and grey backgrounds indicate respectively that the
criterion was reached, overreached, partially reached (superior value without significant difference) or not reached (inferior value with significant
difference). Significant differences are shown in bold. Red characters depict a statistical gain for Multi-FibroMeter for the test compared in comparison with FibroMeter or CirrhoMeter. Details on p values of pair comparisons are reported in the Additional material for scoring.
a Combined populations: #1 to #4 for main objective (3809 patients) and #2 to #4 for ancillary objective (2797 patients except for Fibrotest: 1461 or VCTE: 1746) to avoid optimism bias in comparisons.
Yes and no refer to criterion reached or not with the following precisions:
b Borderline significance
c Non-significant superior value of Multi-FibroMeter
d Significant inferior value of Multi-FibroMeter
Week 0
Week96
Figure A1. Comparison of reproducibility between baseline (week 0) and final (week 96) measurements of two examples of blood test scores among scores with comparable scale listed in Table A13. One had the highest reproducibility (Multi-FibroMeterV3G) and the other one had the lowest reproducibility (Hepascore).
0,74 0,76 0,78 0,8 0,82 0,84 0,86 0,88 0,9 0,92
0,68 0,7 0,72 0,74 0,76 0,78 0,8 0,82
Obuchowskiindex CirrhosisAUROC
Figure A2. Comparison of AUROCs for cirrhosis and Obuchowski indices between 13 tests in population #2 (641 patients). Tests are ranked according to increasing Obuchowski index. This graph shows that AUROCs for cirrhosis and Obuchowski indices are globally proportional with one noteworthy exception: VCTE (Fibroscan); Multi-FibroMeterV2G had the best compromise between the AUROC and the Obuchowski index.
Figure A3. Correct classification rate as a function of Metavir F of tests with available classification metrics in combined populations #2 and #3 (1017 patients). Optimism bias concerns only VCTE in population #2.