Scope: Treatment Effect Heterogeneity methodology - from traditional subgroup assessments to causal inference based on machine learning.
We are: Björn Bornkamp, Mathias Cardner, Chuyu Deng, Paulo Eusebi, Christine Fletcher, Jared Huling, Ilya Lipkovich, Karl Koechert, Nicole Kraemer, Henrik Loft, Brian Millen, Esha Mohammed, Heiko Goette, Huang Xin, Arne Ring, Bohdana Ratitch, Gerd Rosenkranz, Barbara Rosettani, Kostas Sechidis, Amy Spencer, David Svensson, Julien Tanniou, Marius Thomas, and Xu Yuejia,
The SIG lead is David Svensson (david.j.svensson@astrazeneca.com).
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Subgroup analysis is routinely conducted in drug development, in various settings; one key aspect is the regulatory requirement to demonstrate consistency of treatment effect across a pre-defined set of subgroups (e.g., ICHE5, E9, E17). This is performed as a risk-benefit assessment, aiming to identify the right patient population to treat - and, here, that set of subgroups is agreed with regulators prior to the trial conduct. Another key aspect is subgroup selection, where the aim is to estimate the effect in the most promising subpopulation (typically for planning another trial). The latter can either be done with respect to the same fixed set of pre-specified subgroups as mentioned earlier, or in a data driven fashion (e.g., biomarker subgroup detection).
There are well-known inherent statistical difficulties with all the above; with consistency, due to limited data in the subgroups, there is a high risk of false positives (random highs) as well as a low power to detect true differential effects (since trials are seldomly sized for it). In the subgroup selection setting, it is of key importance to provide an honest estimate discounted for the number of subgroups inspected, in order to not overstate the real effect. Even in a consistency assessment setting, there might well be a certain tendency to focus on the most deviating subgroup results, hence possibly introducing a bias although not formally a 'selection' problem.
The PSI Subgroup SIG submitted a White Paper in May 2018 on some of these aspects, containing an overview of the inherent problems, recommendations for the planning stage, a novel permutation based approach for assessing expected deviations under a null assumption, and some simulation based conclusions where various methods were compared. Due to the complexity not all available methods were initially studied (e.g., the Bayesian ones) and further work is being conducted. The aim is to provide an updated document later when these methods have been developed and evaluated.
Scope since 2018: the SIG is not only devoted to questions related to fixed (pre-specified) sets of subgroups, but also to the developments in personalized medicine, where lots of progress has been made in recent years on data-driven subgroup-detection/ML methodologies (causal inference, individual treatment effects and individual treatment regimes). The SIG aims to provide as much guidance and clarity as possible on inherent issues and approaches to the problems encountered in the these areas, and to promote cross industry research collaborations.
Some examples of topics discussed are: permutation-based approaches for assessing expected ranges and for generating NULL data/t1e control; Shrinkage methods of various kinds; Model averaging approaches; Bootstrap bias reduction, novel Graphical methods, general principles to consider in ML Subgroup Detection, ML in dose-response settings, ITR, causal inference.
BELOW: some material (including some presentations) which gives a flavour of the scope of the SIG.
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)
Topics Discussed During Previous Meetings:
- 2018 APRIL: Update re progress of White Paper, remaining work for 2018. Ideas include further work on Bayesian shrinkage, Model averaging, Simulations under NULL when prognostic factors are present, SEAMOS development for non-linear models and Bootstrap Bias reduction.
- 2018 JUNE: David PSI presentation on some aspects of Shrinkage, multi-level hierarchical models, and model averaging. Key aspect: many variations exist, and some unknowns regarding performance.
- 2018 JULY: Simulation of RCT discussed with underlying prognostic predictive continouos variables - dichotomized into subgroup factors - some preliminary illustrations of methods listed under APRIL.
- 2018 SEPT: Further simulations on the performance of BIC model averaging.
- 2018 NOV: Visualisation using novel R package SubrPlots (e.g., UpSet graph), Amy Spencer presenting further work on SEAMOS (modification to increase power). Updates on PSI 2019 Subgroup Section
- 2019 JAN: Discussing content for SIG subgroup session at PSI, presentation by David Svensson on SEAMOS (some simulation results in a non-linear case with prognostic factors).
- 2019 MARCH: Review of novel R CRAN package 'subtee', containing functionality for Bootstrap-based bias-reduction and BIC-Model-Averaging Shrinkage. Some simulation examples were discussed, and it was decided that more such (across broader assumptions) will be the topic for another SIG meeting. Issues regarding hierarchical Bayesian shrinkage when subgroups are overlapping was also discussed, with particular attention to a paper by Varadhan and Wang.
- EFSPI WORKSHOP 20th MARCH 2019 on Recent Developments on Subgroups and Biomarkers (Gothenburg) saw contributions from the SIG (presentations by G. Rosenkranz, and I.Lipkovich & D.Svensson) with the focus on HTE/Individual Treatment Effects, but also general aspects of consistency across subgroups was discussed, including some regulatory contribution.
- MAY 2019: Discussion of resampling principles for creating NULL data (idea: generating a large number of replicates with marginal distribution and correlations as in observed data except that treatment hetereogeneity is taken out); discussings also regarding possibities of a new points-to-consider document for exploratory analyses ('reality check' aspects to consider when assessing a given datamining/subgroup detection analysis).
- JUNE (PSI LONDON 2019): SIG members presented an overview and some recommendations regarding subgroup detection (Necdet Gunsoy, Ilya Lipkovich & David Svensson) at the SIG session (chaired by Aaron Dane).
- AUGUST 2019: Further discussions and planning of compiling a points to consider document that would help upfront when planning/conducting/reviewing an exploratory subgroup analysis (the latter to be interpreted in a broad sense, including data-driven approaches). Discussions regarding the upcoming PSI webex and PSI Subgroup session for Barcelona 2020.
- SEPTEMBER 2019: discussing best practices when performing ML SubId, initiating a long term SIG work in this direction. Common difficulties, common likely errors and how to avoid it.
- NOVEMBER 2019: further work on the above, planning a joint PSI talk in this direction.
- DECEMBER 2019: Further work on the joint presentation & possible SIG white paper.
- JANUARY 2020: on simulations for illustrating issues to avoid/overcome in SubId in the practice
- MARCH 2020: On formal Type 1 Error control in ML - novel ideas
- MAY 2020: Presentation and group discussions of a novel idea for SubId in Dose Response (paper by Marius Thomas, Bjoen Bornkamp, Heidi Seibold).
- JULY 2020: overview of recent ideas in the ITR area; optimizing Treatment for a given patient.
- OCTOBER 2020: ITR analyses in Multi-Treatment trials.
- NOVEMBER 2020: Knock-Offs Variable Importance (Kostas Sechidis)
- JANUARY 2021: Virtual Twins implementation aspects (shared surface, XGboost) and Causal Forest (David Svensson)
- MARCH 2021: Assessment Evaluation of different analytic strategies for estimating optimal treatment regimens for time-to-event outcomes in observational data (Ilya Lipkovich)
- 6th JUNE 2021: Presentation by Oliver Keene on Subgroup Dynamic Borrowing.
- 22th JUNE 2021: SIG SESSION at the PSI Conference (speakers: D. Svensson, D. Lawrance)
- 14th OCTOBER 2021: Discussing simulations regarding SEAMOS vs classical methods, beyond linear models (M. O'Kelly, D. Svensson)
- 17th NOVEMBER 2021: PSI SIG WEBINAR: Modern approaches to subgroup identification. (speakers: Svensson, Lipkovich, Bornkamp, Sechidis, Eusebi).
- 2nd DEC 2021: Discussing role and design of simulations for evaluation of methodologies.
- February 2022: group discussions of some recent papers (Modified covariate methods, value based for survival data)
- March: discussing BART; Bayesian Causal Forest (D. Svensson)
- May: Yuejia presented her Ph.D Thesis re optimal ITR in multi-arm settings
- June, 13: PSI Gothenburg SIG session; speakers David Svensson, Björn Bornkamp and Stefan Franzen.
- September, 26: SIG meeting covering PSI 2022, and a potential 2023 session, and ideas for collaborations.
- October 2022: Daniel Bratton - presentation of new ideas re Shrinkage without exchangeability assumptions
- November 2022: Nicole Kraemer - presentation of a resampling based approach for Consistency assessment
- December 16th 2022: Biomarker SIG Co-Leads visiting Subgroup SIG - connecting/sharing ideas
- JUNE 2023: PSI SIG session (speakers: Paulo Eusebi, Nicole Kraemer, Yuejia Xu; all co-work within the SIG)
![Experimental Nested Shrinkage Approach to Multi-regional data Experimental Nested Shrinkage Approach to Multi-regional data](/images/default-source/default-album/hierbayforest.png?sfvrsn=b298d9db_0)