PICO 4 Staging
Effectiveness of non-invasive fibrosis testing in CHC
Emmanuel Tsochatzis Sheila Sherlock Liver Centre
Royal Free Hospital and UCL Institute of Liver and Digestive Health
Global Hepatitis Programme
Guideline development for Hepatitis C virus Screening, Care and Treatment in low- and middle-income countries
WHO/HIV/2014.30
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HTA Project: 09/114/02 - Cost-effectiveness of non- invasive methods for assessment and monitoring of liver fibrosis and cirrhosis in patients with chronic liver
disease
• Royal Free & UCL
M Rodriguez, K Mantzoukis, E Thalassinos, J O’Brien, V Papastergiou K Gurusamy, B Davidson, AK Burroughs
• Brunel University
C Crossan, Louise Longworth
• Cochrane for advice on literature search (A Noel-Storr) & analysis
Disclosures
HTA Funding/Publication Acknowledgement:
This project was funded by the NIHR Health Technology Assessment programme (project number 09/114/02) and will be published in full in Health Technology Assessment journal. See the HTA programme website for further project information.
Department of Health Disclaimer:
The views and opinions expressed therein are those of the authors
and do not necessarily reflect those of the Department of Health.
Diagnostic accuracy tests
Paired diagnostic measures at specific thresholds Sensitivity = TP/(TP+FN)
Specificity = TN/(TN+FP)
Reference standard test
Disease positive Disease Negative
Test positive True positive (TP) False positive (FP)
Test negative False negative (FN) True negative (TN)
Consequences of True Positive (TP), False Positive (FP), False Negative (FN) and True Negative (TN)
• TP: higher priority treatment allocation preventive cirrhosis care and may reduce morbidity and mortality. TPs will have further testing which may increase anxiety, complications and resource use
• FP will likely have further testing and will increase anxiety, complications and resources use
• TN will likely be reassured, but may still be retested every year to detect new cases that develop
• FN will likely progress to hepatic decompensation and will experience increased mortality due to delayed diagnosis
• Strategy: ?Re-testing ?Treatment threshold ?Further testing
Diagnostic accuracy tests
Single diagnostic measure across different test thresholds
ROC AUC
K/F0 K/F1 K/F2 K/F3 K/F4
Indication for Treatment
Screening for HCC Screening for Oesophageal Varices
F: METAVIR S: ISHAK’s K: KLEINER
S0 S1 S2 S3-S4 S5-S6
End-Points of Histological Scoring Systems
Sub-classification of cirrhosis
D’Amico 2006, Arvaniti 2010, Fede 2012 One-year mortality 1-57%
<4% annual mortality >20% annual mortality
Non-invasive fibrosis markers
• Indirect serum tests
• Direct serum tests
• Imaging modalities
Procollagen III N peptide, Type IV collagen, Hyaluronic acid, YKL-40,
Collagenases & inhibitors: MMPs, TIMPs
Direct Markers
Matrix Components &
Enzymes regulating Fibrogenesis & Fibrolysis
Indirect Markers
Markers of Liver Inflammation & Liver
Function
AST, ALT, TP, platelets, γGT, bilirubin, Albumin,
cholesterol, ApoA1, α2 macroglobulin, haptoglobin
Combination of Direct & Indirect tests
Established and Candidate
Biomarkers of Liver Fibrosis
Non invasive markers of fibrosis and liver biopsy
Serum markers are calibrated with direct reference to liver biopsy, therefore replicate both correct and incorrect classification
Only Transient Elastography from currently available tests is independent of liver biopsy
Tsochatzis Hepatology 2011
Quality criteria for liver biopsy and Non-Invasive Tests (NITs)
• Biopsy of adequate length & number of portal tracts
• Serum tests – hemolysis, Gilbert, laboratory
• Imaging modalities – operator, manufacturer recommendations
Serum non-invasive tests
Test Components Cost
APRI
AST, platelets£3/free
FIB4
Age, AST, ALT, platelets£3/free Forns
Age, gGT, cholesterol, platelets£3/free Fibrotest
gGT, haptoglobin, bilirubin, A1apolipopotein, a2-macroglobulin
£43
Elastography
This technology allows liver stiffness measurements which are:
Repeatable and reproducible
Independent of device and operator
Independent of organ movements (breathing, heartbeat,…)
10 valid measurements with a success rate of >60% are
required
Factors that influence liver stiffness
Cholestasis
Amyloidosis
Meal
Congestion
(heart failure, …) Portal pressure
Acute inflammation, flares, elevated transaminases…
Other histological parameters
(inflammation, ballooning, steatosis…)
Fibrosis
(portal, sinusoidal, content…)
Methods of systematic review
• Search strategy defined
– MEDLINE, EMBASE, Science Citation Index
• At least two researchers
– Screened the abstracts
– Assessed quality of studies (QUADAS-2)
– Extracted data
Data extraction
• Index tests = various
• Target condition = various stages of fibrosis
• Reference standard = liver biopsy
• Max interval between LBx and index test 6 months
• True positive, false positive, false negative, true negative
• Bivariate model
– Currently considered one of the best models
– Summary sensitivity and specificity calculated at each threshold
– Metadas macro for SAS
Summary sensitivity and specificity of non-invasive tests to detect liver fibrosis stage Metavir >= F2
Test Studies, n
Patients Se 95% CI Sp 95% CI
APRI_low 47 11696 82 77-86 57 49-65
APRI_high 36 9602 39 32-47 92 89-94
Fibroscan 37 8346 79 74-84 83 77-88
Fibrotest 17 5083 68 57-77 72 67-77
FIB4_low 11 2744 89 79-95 42 25-61
FIB4_high 9 2115 59 43-73 74 56-87
Forns_low 18 4747 88 83-91 40 33-48
Forns_high 15 4132 35 29-41 96 92-98
PLT 10 2849 50 41-59 89 83-93
AST_ALT ratio 7 1665 44 27-63 71 62-78
Indirect Non-Invasive Test comparison for F2
Test 1 Test 2 P Driving force
APRI_low FIB4_low NS APRI_low FT
(Fibrotest)
FT specificity
APRI_low TE
(Transient elastography)
TE specificity
APRI_high FIB4_hig h
APRI se, sp
APRI_high FT APRI Se, sp
APRI_high TE TE Se, sp
Transient Elastography vs. APRI high cut-off for F2
Test Important Outcome
Results per 1000 patients tested (95% CI) Pre-test probability
20% Pre-test probability 80%
Elasto-
graphy APRI Elasto-
graphy APRI
True Positive (TP) 158
(148-168) 78
(64-94) 632
(592-672) 312 (256-376) TP absolute
difference(2) 80 more
(74-84 more) 320 more (296-336 more)
False Positive (FP) 136
(96-184) 64
(48-88) 34
(24-46) 16
(12-22) FP absolute
difference(2)
72 more (48-96 more)
18 more (12-24 more)
False Negative
(FN) 42
(32-52) 122
(106-136) 168
(128-208) 488 (424-544) FN absolute
difference(2) 80 fewer
(54-104 fewer) 320 fewer (296-336 fewer)
True Negative (FN)
664 (616-704)
736 (712-752)
166 (154-176)
184 (178-188) TN absolute
difference(2) 72 fewer
(48-96 fewer) 18 fewer (12-24 fewer)
Transient Elastography vs. APRI low cut-off for F2
Test Important Outcome
Results per 1000 patients tested (95% CI) Pre-test probability
20% Pre-test probability 80%
Elasto-
graphy
APRI Elasto-
graphy
APRI True Positive (TP) 158
(148-168) 164
(154-172) 632
(592-672) 656 (616-688) TP absolute
difference(2) 6 fewer
(4-6 fewer) 24 fewer (16-24 fewer)
False Positive (FP) 136
(96-184) 344
(280-408) 34
(24-46) 86
(70-102) FP absolute
difference(2) 208 fewer
(184-224 fewer) 52 fewer (46-56 fewer)
False Negative (FN)
42 (32-52)
36 (28-46)
168 (128-208)
144 (112-184) FN absolute
difference(2) 6 more
(4-6 more) 24 more (16-24 more)
True Negative
(FN) 664
(616-704) 456
(392-520) 166
(154-176) 114 (98-130) TN absolute
difference(2) 208 more
(184-224 more) 52 more (46-56 more)
Summary of sensitivity and specificity for F4
Test Studies, n Patients Se 95% CI Sp 95% CI
APRI_low
24 7301 0.77 0.73-0.81 0.78 0.74-0.81 APRI_high
19 6930 0.48 0.41-0.56 0.94 0.91-0.95 Fibroscan
36 7923 0.89 0.84-0.92 0.91 0.89-0.93 Fibrotest
8 3724 0.60 0.43-0.76 0.86 0.81-0.91
PLT 13 2861 0.49 0.39-0.59 0.87 0.75-0.94
AST_ALT ratio
10 1984 0.68 0.59-0.76 0.86 0.72-0.94
Indirect Non-Invasive Test comparison for F4
Test 1 Test 2 P Driving force
APRI_low FT APRI_low Se, sp
APRI_low TE TE both
APRI_high FT APRI_high Se, sp
APRI_high TE TE Se
Transient Elastography vs. APRI low cut-off for F4
Test Important Outcome
Results per 1000 patients tested (95% CI) Pre-test probability
5% Pre-test probability 40%
Elasto-
graphy
APRI Elasto-
graphy
APRI True Positive (TP) 45
(42-46) 39
(37-41) 356
(336-368) 308 (292-324) TP absolute
difference(2) 6 more
(1-9 more) 48 more (12-76 more)
False Positive (FP) 86 (67-105)
209 (181-247)
54 (42-66)
132 (114-156) FP absolute
difference(2) 123 fewer
(114-142 fewer) 78 fewer (72-90 fewer)
False Negative (FN)
6 (4-8)
12 (10-14)
44 (32-64)
92 (76-108) FN absolute
difference(2) 6 fewer
(2-10 fewer) 48 fewer (12-76 fewer)
True Negative
(FN) 865
(846-884) 741
(703-770) 546
(534-558) 468 (444-486) TN absolute
difference(2) 124 more
(114-143 more) 78 more (72-90 more)
Transient Elastography vs. APRI high cut-off for F4
Test Important Outcome
Results per 1000 patients tested (95% CI) Pre-test probability
5% Pre-test probability 40%
Elasto-
graphy APRI Elasto-
graphy APRI
True Positive (TP) 45
(42-46) 24
(21-28) 356
(336-368) 192 (164-224) TP absolute
difference(2) 21 more
(14-25 more) 164 more (144-172 more)
False Positive (FP) 86
(67-105) 57
(47-86) 54
(42-66) 36
(30-54) FP absolute
difference(2)
29 more (19-58 more)
18 more (12-36 more)
False Negative
(FN) 6
(4-8) 26
(22-30) 44
(32-64) 208
(176-236) FN absolute
difference(2) 20 fewer
(18-22 fewer) 164 fewer (144-172 fewer)
True Negative (FN)
865 (846-884)
893 (865-903)
546 (534-558)
564 (546-570) TN absolute
difference(2) 28 fewer
(21-57 fewer) 18 fewer (12-36 fewer)