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RT4 (REAL TIME TAILORED THERAPY) study was designed as a national, multicenter proof of concept aiming to demonstrate the technical and operational capacity of the French Connect network and the Positron Emission Tomography (PET) review network to ensure, within a coordinated framework, real time MINIMAL RESIDUAL DISEASE (MRD) monitoring through ctDNA analysis and centralized review of PET imaging.
Monitoring measurable residual disease (MRD) through the analysis of circulating tumor DNA (ctDNA) in plasma is rapidly emerging as one of the major recent advances in the management of lymphomas. Over the past years, several studies have shown that ctDNA enables a dynamic and highly sensitive assessment of treatment response, surpassing the limitations of conventional approaches based on imaging only.
Importantly, these advances do not replace or diminish the role of PET imaging. On the contrary, metabolic imaging and molecular monitoring are increasingly seen as complementary tools. When used together, PET imaging and ctDNA kinetic analysis may dynamically refine risk stratification and enable truly individualized adaptive treatment strategies. However, this synergy between MRD and PET can only influence clinical practice or trial design if results are available throughout patient management within a timeframe compatible with therapeutic decision making.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| All participants will receive standard of care treatment only, according to local practice. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| blood test | Other | Three blood tests will be performed (one before treatment, one at mid treatment, and one at the end of treatment) for ctDNA analysis. |
|
| Measure | Description | Time Frame |
|---|---|---|
| The primary endpoint is the proportion of participants for whom MRD results are delivered within these timelines at the predefined interim treatment response assessment. | The primary objective of the study is to assess the feasibility of providing investigators with MRD results for participants with previously untreated aggressive B cell lymphomas at the time of the predefined interim response assessment, within strict timelines:
| at interim timepoint, after Cycle 4 (each cycle is 14 or 21 days) |
| Measure | Description | Time Frame |
|---|---|---|
| Survival | Event Free Survival (EFS) by histology subtype | at 1 year |
| Progression/relapse | Duration of response (DoR) as defined by Lugano 2014 criteria |
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Inclusion criteria
Participants must meet all of the following criteria to be included in the study:
Participant who understands and voluntarily signs an informed consent form prior to any study-specific assessment or procedure.
Age 18 or older at the time of signing the Informed Consent Form (ICF)
Histologically confirmed diagnosis, according to the WHO 2022 classification, of any of the following lymphomas:
Aggressive B-cell lymphoma, including:
Diffuse large B-cell lymphoma, unspecified (DLBCL not specified)
High-grade B-cell lymphoma (LBHG), including:
Primary B-cell lymphoma of the mediastinum (PMBL)
Transformed indolent B-cell lymphoma, including:
Presence of a measurable disease on pre-therapeutic PET imaging, defined as at least one two-dimensional measurable nodal lesion, defined as > 1.5 cm in its largest dimension (and FDG-greedy lesion), or at least one two-dimensional measurable extranodal lesion, defined as > 1.0 cm in its largest dimension (and FDG-hungry lesion).
Requiring standard first-line systemic treatment with curative intent
Person covered by a social security scheme
Person able to understand and speak French. Exclusion criteria
Participants who meet any of the criteria below will not be eligible for inclusion / should be excluded from the study:
Systemic anticancer treatment of current lymphoma prior to inclusion in the study. All participants must be previously untreated for current lymphoma.
Note: Short-term corticosteroid therapy (e.g., for symptom control or as part of diagnostic workup) is allowed prior to inclusion and is not an exclusion criterion.
Lymphomas associated with an immuno-privileged site (e.g., primary central nervous system lymphoma, primary testicular lymphoma, primary vitreoretinal lymphoma).
Absence of mandatory blood sampling for the analysis of circulating tumor DNA (ctDNA) during screening (pre-therapeutic sampling).
Absence of 18F-FDG PET examination performed within 2 months ≤ the date of signing the consent (mandatory pre-therapeutic PET imaging).
Pregnant, intending to be pregnant, or breastfeeding woman of childbearing potential
Any significant medical condition, laboratory abnormality, or psychiatric illness that may interfere with participation in this clinical study (in the opinion of the investigator)
Person deprived of liberty by judicial or administrative decision
Person hospitalized without their consent
Adult under legal protection
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Participants with aggressive B cell lymphoma
| Name | Role | Phone | Extension | |
|---|---|---|---|---|
| Project Management Project Management | Contact | +33 (0) 4 27 01 27 22 | RT4@lysarc.org |
| Name | Affiliation | Role |
|---|---|---|
| Vincent CAMUS, Dr | CENTRE HENRI BECQUEREL - Service Hématologie | Principal Investigator |
| Cédric ROSSI, Pr | CHU DIJON BOURGOGNE - Service Hématologie Clinique | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| CHU D'AMIENS - HOPITAL SUD - Service Hématologie Clinique et Thérapie Cellulaire | Amiens | 80054 | France |
| PubMed Identifier | Type | Citation | Retractions |
|---|---|---|---|
| 19544140 | Background | Meignan M, Gallamini A, Meignan M, Gallamini A, Haioun C. Report on the First International Workshop on Interim-PET-Scan in Lymphoma. Leuk Lymphoma. 2009 Aug;50(8):1257-60. doi: 10.1080/10428190903040048. | |
| 25113753 | Background | Cheson BD, Fisher RI, Barrington SF, Cavalli F, Schwartz LH, Zucca E, Lister TA; Alliance, Australasian Leukaemia and Lymphoma Group; Eastern Cooperative Oncology Group; European Mantle Cell Lymphoma Consortium; Italian Lymphoma Foundation; European Organisation for Research; Treatment of Cancer/Dutch Hemato-Oncology Group; Grupo Espanol de Medula Osea; German High-Grade Lymphoma Study Group; German Hodgkin's Study Group; Japanese Lymphorra Study Group; Lymphoma Study Association; NCIC Clinical Trials Group; Nordic Lymphoma Study Group; Southwest Oncology Group; United Kingdom National Cancer Research Institute. Recommendations for initial evaluation, staging, and response assessment of Hodgkin and non-Hodgkin lymphoma: the Lugano classification. J Clin Oncol. 2014 Sep 20;32(27):3059-68. doi: 10.1200/JCO.2013.54.8800. |
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ctDNA
| at 1 year |
| Evaluate the prognostic value of ctDNA/radiomics PET at mid-treatment and end-of-treatment | PFS according to ctDNA MRD status at the interim assessment and at the end of treatment assessment (positive vs negative), according to the interim PET response (response per Lugano 2014 and other radiomic parameters), and according to their combination (ctDNA + PET). | at 1 year |
| To document and classify the reasons for unsuccessful PET acquisition, analysis or reporting | Number of participants with delayed results, and reasons associated. | at interim timepoint, after Cycle 4 (each cycle is 14 or 21 days) |
| Survival | Progression-free survival (PFS) by histology subtype | 1year |
| Survival | Overall Survival (OS) by histology subtype | 1year |
| Evaluate the prognostic value of ctDNA/radiomics PET at mid-treatment and end-of-treatment | EFS according to ctDNA MRD status at the interim assessment and at the end of treatment assessment (positive vs negative), according to the interim PET response (response per Lugano 2014 and other radiomic parameters), and according to their combination (ctDNA + PET). | at 1 year |
| Evaluate the prognostic value of ctDNA/radiomics PET at mid-treatment and end-of-treatment | OS according to ctDNA MRD status at the interim assessment and at the end of treatment assessment (positive vs negative), according to the interim PET response (response per Lugano 2014 and other radiomic parameters), and according to their combination (ctDNA + PET). | at 1 year |
| Number of participants with concordant results (positive PET and ctDNA or negative PET and ctDNA) and number of participants with discordant results (positive PET and negative ctDNA or negative PET and positive ctDNA). | Concordance rate between metabolic PET response and ctDNA result | Each timepoint (pre-treatment, interim timepoint, end of treatment) |
| To document and classify the reasons for unsuccessful ctDNA sampling, processing or result reporting. | Number of participants with delayed results, and reasons associated. | at interim timepoint, after Cycle 4 (each cycle is 14 or 21 days) |
| To assess the proportion of informative cfDNA samples for phased variant monitoring | Proportion of samples with at least twenty phased variants detectable at baseline | Baseline |
| Describe the timelines for the delivery of the results of the centralized PET review. | Proportions of participants for whom results are delivered within the predefined time frame in the protocol (time between the date of image acquisition or collection and the date of transmission to the investigator ≤ target time), at baseline (before interim evaluation) and at the end of treatment (≤ 5 weeks) with a 95% confidence interval. The observed delays (in calendar days) will also be described by their distribution (median, interquartile range, minimum-maximum) | Two timepoints (Baseline, end of treatment) |
| Describe the timelines for the delivery of the results of ctDNA results. | Proportions of participants for whom results are delivered within the predefined time frame in the protocol (time between the date of blood collection and the date of transmission to the investigator ≤ target time), at baseline (before interim evaluation) and at the end of treatment (≤ 5 weeks), estimated globally and by RT4 platform with a 95% confidence interval. The observed delays (in calendar days) will also be described by their distribution (median, interquartile range, minimum-maximum), overall and by platform | Two timepoints (Baseline, end of treatment) |
| CHU D'ANGERS - Service des Maladies du Sang | Angers | 49033 | France |
|
| CH D'AVIGNON - HOPITAL HENRI DUFFAUT - Service d'Onco-Hématologie | Avignon | 84000 | France |
|
| CHU JEAN MINJOZ - Service Hématologie | Besançon | 25030 | France |
|
| CHU ESTAING - Service Thérapie Cellulaire et Hématologie Clinique | Clermont-Ferrand | 63003 | France |
|
| HOPITAL HENRI MONDOR - Unité Hémopathies Lymphoïdes | Créteil | 94010 | France |
|
| CHU DIJON BOURGOGNE - Service Hématologie Clinique | Dijon | 21000 | France |
|
| CHD DE VENDEE - Service Hématologie | La Roche-sur-Yon | 85925 | France |
|
| CHU DE GRENOBLE - Service Hématologie | La Tronche | 38700 | France |
|
| CH DE VERSAILLES - HOPITAL ANDRE MIGNOT - Service Hématologie Adolescents et Jeunes Adultes | Le Chesnay | 78157 | France |
|
| HOPITAL SAINT VINCENT-DE-PAUL - Service Hématologie Clinique | Lille | 59020 | France |
|
| CHU DE LILLE - HOPITAL CLAUDE HURIEZ - Service des Maladies du Sang | Lille | 59037 | France |
|
| CENTRE LEON BERARD - Service Hématologie | Lyon | 69373 | France |
|
| CHU DE MONTPELLIER - Département d'Hématologie Clinique | Montpellier | 34295 | France |
|
| CHU DE NANTES - Service Hématologie | Nantes | 44093 | France |
|
| CHU ORLEANS - Service Oncologie Médicale | Orléans | 45067 | France |
|
| HOPITAL COCHIN - Hématologie clinique | Paris | 75014 | France |
|
| HOPITAL SAINT-LOUIS - Service Hématologie Adolescents et Jeunes Adultes | Paris | 75475 | France |
|
| HOPITAL DE LA PITIE SALPETRIERE - Service Hématologie Clinique | Paris | 75651 | France |
|
| HOPITAL NECKER - Service Hématologie Adultes | Paris | 75743 | France |
|
| CHU DE BORDEAUX - HOPITAL HAUT-LEVEQUE - CENTRE FRANCOIS MAGENDIE - Service d'Hématologie et Thérapie Cellulaire | Pessac | 33604 | France |
|
| CHU LYON-SUD - Hématologie Clinique | Pierre-Bénite | 69495 | France |
|
| CHU DE POITIERS - HOPITAL DE LA MILETRIE - Service d'Oncologie Hématologique et Thérapie Cellulaire | Poitiers | 86021 | France |
|
| CHU DE REIMS - HOPITAL ROBERT DEBRE - Service Hématologie | Reims | 51092 | France |
|
| CHU PONTCHAILLOU - Hématologie Clinique | Rennes | 35033 | France |
|
| CENTRE HENRI BECQUEREL - Service Hématologie | Rouen | 76038 | France |
|
| INSTITUT CURIE - SITE SAINT-CLOUD - Service Hématologie | Saint-Cloud | 92210 | France |
|
| IUCT ONCOPOLE - Service Hématologie | Toulouse | 31059 | France |
|
| CHRU NANCY - HÔPITAL BRABOIS - Service Hématologie | Vandœuvre-lès-Nancy | 54511 | France |
|
| GUSTAVE ROUSSY CANCER CAMPUS GRAND PARIS - Département Médecine Oncologique | Villejuif | 94085 | France |
|
| 41385760 | Background | Wang S, Nijland M, Strobbe L, Oosterveld M, Boersma R, Koene H, Klerk C, de Jongh E, Koster A, Pruijt H, van der Poel M, van Werkhoven E, Zanders H, Dinmohamed A, Pegtel M, Meek S, Stowell SL, Warinske H, Alizadeh AA, Kurtz DM, Chamuleau MED. Prospective Validation of Circulating Tumor DNA Measurable Residual Disease After First-Line Therapy in Large B-Cell Lymphoma. J Clin Oncol. 2026 Feb 10;44(5):400-409. doi: 10.1200/JCO-25-01712. Epub 2025 Dec 12. |
| 41428995 | Background | Krupka JA, Moutsopoulos I, Cutmore NH, Trethewey CS, Dayimu A, Goodhew R, Kaji F, Raso-Barnett L, Cheow H, Elzubeir L, Smith J, Kamil A, Barbara RR, Price J, Elston K, Kolodziejczyk A, Tarantino S, Mariscotti F, Barry P, Frost S, Demiris N, Thomas MG, Hassane D, Munugalavadla V, Nagumantry SK, Karanth MJ, Ahearne M, Shah N, Fox CP, Anand S, Hodson DJ. Phased Variant-Supported Circulating Tumor DNA as a Prognostic Biomarker After First-Line Treatment in Large B-Cell Lymphoma: Findings From the DIRECT Study. J Clin Oncol. 2026 Feb 10;44(5):410-420. doi: 10.1200/JCO-25-01587. Epub 2025 Dec 22. |
| 34294911 | Background | Kurtz DM, Soo J, Co Ting Keh L, Alig S, Chabon JJ, Sworder BJ, Schultz A, Jin MC, Scherer F, Garofalo A, Macaulay CW, Hamilton EG, Chen B, Olsen M, Schroers-Martin JG, Craig AFM, Moding EJ, Esfahani MS, Liu CL, Duhrsen U, Huttmann A, Casasnovas RO, Westin JR, Roschewski M, Wilson WH, Gaidano G, Rossi D, Diehn M, Alizadeh AA. Enhanced detection of minimal residual disease by targeted sequencing of phased variants in circulating tumor DNA. Nat Biotechnol. 2021 Dec;39(12):1537-1547. doi: 10.1038/s41587-021-00981-w. Epub 2021 Jul 22. |
| 30125215 | Background | Kurtz DM, Scherer F, Jin MC, Soo J, Craig AFM, Esfahani MS, Chabon JJ, Stehr H, Liu CL, Tibshirani R, Maeda LS, Gupta NK, Khodadoust MS, Advani RH, Levy R, Newman AM, Duhrsen U, Huttmann A, Meignan M, Casasnovas RO, Westin JR, Roschewski M, Wilson WH, Gaidano G, Rossi D, Diehn M, Alizadeh AA. Circulating Tumor DNA Measurements As Early Outcome Predictors in Diffuse Large B-Cell Lymphoma. J Clin Oncol. 2018 Oct 1;36(28):2845-2853. doi: 10.1200/JCO.2018.78.5246. Epub 2018 Aug 20. |
| ID | Term |
|---|---|
| D018365 | Neoplasm, Residual |
| ID | Term |
|---|---|
| D009385 | Neoplastic Processes |
| D009369 | Neoplasms |
| D010335 | Pathologic Processes |
| D013568 | Pathological Conditions, Signs and Symptoms |
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| ID | Term |
|---|---|
| D006403 | Hematologic Tests |
| ID | Term |
|---|---|
| D019411 | Clinical Laboratory Techniques |
| D019937 | Diagnostic Techniques and Procedures |
| D003933 | Diagnosis |
| D008919 | Investigative Techniques |
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