Evidence map›Paper›PMID 40992574›Full record

ArticleJournal of hepatology2026

Strategies to address non-proportional hazards between survival curves - Lessons from phase III trials in hepatocellular carcinoma.

Ezequiel Mauro, Tiago de Castro, Marcus Zeitlhoefler, Allan Hackshaw, MinJae Lee, Tim Meyer, Amit G Singal, Josep M Llovet

Abstract read
In one paragraph

Article in Journal of hepatology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
  3. Article
  4. Article
  5. Article
  6. Article
  7. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Ezequiel MauroLiver Cancer Translational Research Group - Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Liver Unit-Hospital Clínic, Universitat de Barcelona, Barcelona, Catalonia, Spain.
Tiago de CastroMount Sinai Liver Cancer Program, Division of Liver Diseases, Department of Medicine, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Marcus ZeitlhoeflerMount Sinai Liver Cancer Program, Division of Liver Diseases, Department of Medicine, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Allan HackshawRoyal Free Hospital and UCL Cancer Institute, University College London, London, UK.
MinJae LeePeter O'Donnell Jr. School of Public Health - Harold C. Simmons Comprehensive Cancer Center, University of Texas Southwestern, Dallas, TX, USA.
Tim MeyerRoyal Free Hospital and UCL Cancer Institute, University College London, London, UK.
Amit G SingalDepartment of Internal Medicine, UT Southwestern Medical Center, Dallas, TX, USA.
Josep M LlovetLiver Cancer Translational Research Group - Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Liver Unit-Hospital Clínic, Universitat de Barcelona, Barcelona, Catalonia, Spain; Mount Sinai Liver Cancer Program, Division of Liver Diseases, Department of Medicine, Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Institució Catalana de Recerca i Estudis Avançats, Barcelona, Catalonia, Spain. Electronic address: jmllovet@clinic.cat.

Funding

The Role of KLF6 in Hepatic FibrosisR01DK056621 · NIDDK · MOUNT SINAI SCHOOL OF MEDICINE OF NYU · PI FRIEDMAN, SCOTT L. · 2000 to 2019
$6.2M
Hepatic stellate cells in NASH fibrosis and HCCR01DK128289 · NIDDK · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI SCOTT L. FRIEDMAN · 2021 to 2026
$2.6M
Determinants of immunotherapy response in NASH-Hepatocellular carcinomaR01CA273932 · NCI · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI JOSEP M LLOVET · 2023 to 2026
$2.0M
NCI NIH HHS R01 CA273932NIDDK NIH HHS R01 DK056621NIDDK NIH HHS R01 DK128289
6 · The paper itself

Abstract

BACKGROUND &

aimsNon-proportional hazards (NPH) can lead to discrepancies between interim (IA) and final analyses (FA) in randomized controlled trials (RCTs) of hepatocellular carcinoma (HCC). We assessed the impact of NPH in pivotal HCC trials and proposed strategies for more robust analyses.

methodsPhase III pivotal HCC RCTs (2008-2024) were reviewed. Proportional hazards were tested using the Grambsch-Therneau method. For trials with NPH, we proposed an optimal IA timing (twice the estimated median of the primary endpoint in the control arm) or a minimum event threshold (≥60%). In NPH scenarios, the MaxCombo test, restricted mean survival time (rRMST), and piecewise hazard ratios were applied.

resultsNPH was present in 4/20 (20%) phase III trials in HCC, all involving immunotherapies, and displayed three patterns: 1) diminishing effects, 2) delayed effects, and 3) crossing hazards. Two RCTs (IMbrave050, LEAP-012) reported positive IA results with diminishing effects. In IMbrave050, discrepancies were observed when comparing IA and FA using MaxCombo analysis (p = 0.02 and p = 0.33, respectively), rRMST at 12 and 36 months (1.11 [p <0.001] and 1.08 [p = 0.08], respectively) and piecewise hazard ratios before vs. after 12 months (0.59 [95% CI 0.43-0.73] vs. 1.12 [95% CI 0.88-1.37]). In LEAP-012, results were consistent across 12 and 24 months (MaxCombo test p <0.001) and rRMST (1.20 [p <0.001) and 1.27 [p <0.001]). HIMALAYA and Checkmate 9DW reported positive results, which were confirmed by MaxCombo test. HIMALAYA showed delayed effects (rRMST at 12 and 36 months: 1.04 [p = 0.13] and 1.15 [p = 0.004]), while CheckMate 9DW displayed crossing hazards (rRMST at 12 and 36 months: 0.95 [p = 0.07] and 1.12 [p = 0.03]).

conclusionNPH contributed to discrepancies between IA and FA in IMbrave050. Robust IA require a minimum follow-up duration or event count before prematurely stopping RCTs in the presence of NPH. IMPACT AND IMPLICATIONS: Non-proportional hazards (NPH) impact phase III randomized controlled trials in hepatocellular carcinoma, particularly in immunotherapy trials, potentially causing discrepancies between the interim and final analyses. In fact, halting trials at the interim analysis can be premature when NPH is present. Thus, we propose a framework to ensure study maturity based on follow-up duration and event accruals to optimize interim analyses in the presence of NPH. Whenever NPH is identified, distinct statistical tools should be used to assess reliable differences between arms (MaxCombo) and to assess the effect size (restricted mean survival time and piecewise hazard ratios) for regulatory decisions and clinical guidance. Implementing these strategies can improve trial design, and better support clinical decision-making.

Indexed as

Carcinoma, HepatocellularClinical Trials, Phase III as TopicLiver NeoplasmsHumansProportional Hazards ModelsRandomized Controlled Trials as Topicclinical trialshepatocellular carcinomaimmunotherapyMaxCombo testnon-proportional hazardspiecewise hazard ratioproportional hazardsrestricted mean survival time

Identifiers

PMID40992574
PMCPMC13188190

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.