ArticleThe Lancet. Oncology2018
A gene-expression profiling score for prediction of outcome in patients with follicular lymphoma: a retrospective training and validation analysis in three international cohorts.
Article in The Lancet. Oncology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to trial NCT04587388 (Towards Personalized Medicine for Refractory/Relapsed Follicular Lymphoma Patients), which is not on this map. Cited by 113 papers, 2 of them syntheses that pooled it.
What it found
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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.
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.
Towards Personalized Medicine for Refractory/Relapsed Follicular Lymphoma Patients: the Cantera/Lupiae Registry
Who cites it
113 citing papers in PubMed, 2 syntheses or guidelines pooled it, 218 citations in OpenAlex.
- Guidelines for Diagnosis, Treatment, and Follow-Up of Patients with Follicular Lymphoma-Spanish Lymphoma Group (GELTAMO) 2025.Cancers · 2026Guideline
- Molecular Biomarkers in Prediction of High-Grade Transformation and Outcome in Patients with Follicular Lymphoma: A Comprehensive Systemic Review.International journal of molecular sciences · 2024Pooled it
- Repression of miR-29 via MYC leads to increased CD40 signaling in transformed follicular lymphoma.Leukemia · 2026Trial
- Obinutuzumab maintenance versus observation for patients with newly diagnosed high tumor burden follicular lymphoma who achieved complete metabolic response after obinutuzumab plus bendamustine induction therapy: a multicenter, randomized, phase III study (JCOG2008, MAIN study).Japanese journal of clinical oncology · 2025Trial
- Trial
- Follicular Lymphoma Evaluation Index (FLEX): A new clinical prognostic model that is superior to existing risk scores for predicting progression-free survival and early treatment failure after frontline immunochemotherapy.American journal of hematology · 2020Trial
- Low number of intrafollicular T cells may predict favourable response to rituximab-based immuno-chemotherapy in advanced follicular lymphoma: a secondary analysis of a randomized clinical trial.Journal of cancer research and clinical oncology · 2019Trial
- The utility of prognostic indices, early events, and histological subtypes on predicting outcomes in non-follicular indolent B-cell lymphomas.American journal of hematology · 2019Trial
- Baseline FDG PET/CT SUVmax predicts POD24 and progression-free survival in newly diagnosed follicular lymphoma.Annals of nuclear medicine · 2026Article
- A deep learning PET/CT biomarker for early progression (POD24) and survival stratification in follicular lymphoma: a multicenter study.European journal of nuclear medicine and molecular imaging · 2026Article
- Histologic Transformation in Follicular Lymphoma: Real-World Outcomes with Rituximab vs. Obinutuzumab-Based Combinations.Cancers · 2026Article
- Genome-wide association study of event-free survival in follicular lymphoma patients treated with front-line immunochemotherapy.Blood cancer journal · 2026Article
- Development and validation of a gene expression signature to predict early events in patients with follicular lymphoma.Blood advances · 2025Article
- IRF4 Promotes Immune Evasion and Shapes the Tumor Microenvironment in Follicular Lymphoma.Blood cancer discovery · 2025Article
- Whole-genome sequencing reveals three follicular lymphoma subtypes with distinct cell of origin and patient outcomes.Cell reports. Medicine · 2025Article
- Deep immunophenotypic dissection and clinical impact of T cells in the follicular lymphoma microenvironment.Haematologica · 2025Article
- Article
- Follicular Lymphoma: Current Therapeutic Landscape and Future Prospects.Hematological oncology · 2025Review
- Follicular lymphoma: contemporary clinical management with a focus on recent therapeutic advances.The Korean journal of internal medicine · 2025Review
- Exploratory Study to Evaluate the Impact of Interim PET/CT Assessment in First-Line Follicular Lymphoma.Cancers · 2025Article
53 more citing papers are in PubMed but not listed here.
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Authors and funding
30 authors at 15 institutions in 3 countries.
Funding
Abstract
backgroundPatients with follicular lymphoma have heterogeneous outcomes. Predictor models to distinguish, at diagnosis, between patients at high and low risk of progression are needed. The objective of this study was to use gene-expression profiling data to build and validate a predictive model of outcome for patients treated in the rituximab era.
methodsA training set of fresh-frozen tumour biopsies was prospectively obtained from 160 untreated patients with high-tumour-burden follicular lymphoma enrolled in the phase 3 randomised PRIMA trial, in which rituximab maintenance was evaluated after rituximab plus chemotherapy induction (median follow-up 6·6 years [IQR 6·0-7·0]). RNA of sufficient quality was obtained for 149 of 160 cases, and Affymetrix U133 Plus 2.0 microarrays were used for gene-expression profiling. We did a multivariate Cox regression analysis to identify genes with expression levels associated with progression-free survival independently of maintenance treatment in a subgroup of 134 randomised patients. Expression levels from 95 curated genes were then determined by digital expression profiling (NanoString technology) in 53 formalin-fixed paraffin-embedded samples of the training set to compare the technical reproducibility of expression levels for each gene between technologies. Genes with high correlation (>0·75) were included in an L2-penalised Cox model adjusted on rituximab maintenance to build a predictive score for progression-free survival. The model was validated using NanoString technology to digitally quantify gene expression in 488 formalin-fixed, paraffin-embedded samples from three independent international patient cohorts from the PRIMA trial (n=178; distinct from the training cohort), the University of Iowa/Mayo Clinic Lymphoma SPORE project (n=201), and the Barcelona Hospital Clinic (n=109). All tissue samples consisted of pretreatment diagnostic biopsies and were confirmed as follicular lymphoma grade 1-3a. The patients were all treated with regimens containing rituximab and chemotherapy, possibly followed by either rituximab maintenance or ibritumomab-tiuxetan consolidation. We determined an optimum threshold on the score to predict patients at low risk and high risk of progression. The model, including the multigene score and the threshold, was initially evaluated in the three validation cohorts separately. The sensitivity and specificity of the score for the prediction of the risk of lymphoma progression at 2 years were assessed on the combined validation cohorts.
findingsIn the training cohort, the expression levels of 395 genes were associated with a risk of progression. 23 genes reflecting both B-cell biology and tumour microenvironment with correlation coefficients greater than 0·75 between the two technologies and sample types were retained to build a predictive model that identified a population at an increased risk of progression (p<0·0001). In a multivariate Cox model for progression-free survival adjusted on rituximab maintenance treatment and Follicular Lymphoma International Prognostic Index 1 (FLIPI-1) score, this predictor independently predicted progression (adjusted hazard ratio [aHR] of the high-risk group compared with the low-risk group 3·68, 95% CI 2·19-6·17 [p<0·0001]). The 5-year progression-free survival was 26% (95% CI 16-43) in the high-risk group and 73% (64-83) in the low-risk group. The predictor performances were confirmed in each of the individual validation cohorts (aHR comparing high-risk to low-risk groups 2·57 [95% CI 1·65-4·01] in cohort 1; 2·12 [1·32-3·39] in cohort 2; and 2·11 [1·01-4·41] in cohort 3). In the combined validation cohort, the median progression-free survival was 3·1 years (95% CI 2·4-4·8) in the high-risk group and 10·8 years (10·1-not reached) in the low-risk group (p<0·0001). The risk of lymphoma progression at 2 years was 38% (95% CI 29-46) in the high-risk group and 19% (15-24) in the low-risk group. In a multivariate analysis, the score predicted progression-free survival independently of anti-CD20 maintenance treatment and of the FLIPI score (aHR for the combined cohort 2·30, 95% CI 1·72-3·07).
interpretationWe developed and validated a robust 23-gene expression-based predictor of progression-free survival that is applicable to routinely available formalin-fixed, paraffin-embedded tumour biopsies from patients with follicular lymphoma at time of diagnosis. Applying this score could allow individualised therapy for patients according to their risk category.
fundingRoche, SIRIC Lyric, LYSARC, National Institutes of Health, the Henry J Predolin Foundation, and the Spanish Plan Nacional de Investigacion.
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