IMMUNE CONTEXTURE ANALYSIS IN POLARIX SUGGESTS RESPONSE TO POLA‐R‐CHP TREATMENT REDUCES TUMOR MICROENVIRONMENT DEPENDENCY
Notice bibliographique
Résumé
Introduction: The lymphoma microenvironment contributes to clinical treatment outcome. Previously, we showed that enrichment in M1 macrophages was associated with improved clinical outcome in patients with diffuse large B-cell lymphoma (DLBCL) treated with rituximab plus cyclophosphamide, doxorubicin, vincristine, and prednisone (R-CHOP; Yan et al., 2020). In the POLARIX study (NCT03274492), polatuzumab vedotin in combination with rituximab, cyclophosphamide, doxorubicin, and prednisone (Pola-R-CHP) demonstrated prolonged progression-free survival (PFS) versus R-CHOP in patients with previously untreated DLBCL (Tilly et al., 2022). Here, we investigate the relationship between the lymphoma microenvironment at baseline and clinical outcomes in patients treated with Pola-R-CHP or R-CHOP in POLARIX. Methods: Global gene expression patterns of baseline tumor biopsies from patients treated with Pola-R-CHP or R-CHOP in POLARIX were generated by RNA-seq. Immune and stromal cell tumor content was estimated using the xCell and QuanTIseq algorithms. Association of the infiltration scores with PFS was evaluated. Hazard ratios (HR) were adjusted for International Prognostic Index score (2 vs. 3–5), age (≤60 vs. >60 years), and cell of origin (activated B cell, germinal center B cell, unclassified, unknown). Results: Gene expression data were generated from 665 patients in POLARIX (Pola-R-CHP, n = 331; R-CHOP, n = 334). M1 macrophage infiltration levels were comparable between treatment arms. Quantity of M1 macrophage infiltration was the primary immune-related positive prognostic factor for PFS in patients treated with R-CHOP. High levels (above median) of M1 macrophages were associated with improved PFS when quantified by either QuanTIseq (HR 0.60, 95% confidence interval [CI]: 0.41–0.88) or xCell (HR 0.57, 95% CI: 0.39–0.84). In contrast, M1 macrophage infiltration did not impact clinical activity of the Pola-R-CHP regimen when quantified by either QuanTIseq (HR 0.90, 95% CI: 0.58–1.38) or xCell (HR 0.95, 95% CI: 0.62–1.46); the treatment benefit in patients with lymphomas with low M1 macrophage levels was similar to that of patients with high M1 macrophage levels (Figure). Enrichment in various immune infiltrates was linked to either improved or poor survival outcomes in the R-CHOP arm; however, PFS appeared to be largely independent of immune infiltration in the Pola-R-CHP arm. The research was funded by: The POLARIX study (NCT03274492) was sponsored by F. Hoffmann-La Roche Ltd and Genentech, Inc. Third-party editorial assistance, under the direction of the authors, was provided by Anna Nagy, BSc, of Ashfield MedComms, an Inizio company, and was funded by F. Hoffmann-La Roche Ltd. Keywords: aggressive B-cell non-Hodgkin lymphoma, targeting the tumor microenvironment Conflicts of interests pertinent to the abstract F. Morschhauser Consultant or advisory role: F. Hoffmann-La Roche Ltd/Genentech, Inc., Gilead Sciences, Celgene, Bristol-Myers Squibb, AbbVie, Epizyme, Servier, AstraZeneca, Novartis, Genmab Honoraria: F. Hoffmann-La Roche Ltd/Genentech, Inc., Chugai, Eisai Other remuneration: F. Hoffmann-La Roche Ltd/Genentech, Inc. (Expert Testimony) K. Hatzi Employment or leadership position: Genentech, Inc. Stock ownership: F. Hoffmann-La Roche Ltd G. Lenz Consultant or advisory role: F. Hoffmann-La Roche Ltd, Gilead Sciences, Janssen, Bristol-Myers Squibb, Novartis, AbbVie, Incyte, Genmab, Constellation, ADC Therapeutics, Karyopharm, Miltenyi, PentixaPharm, Sobi, Immagene, Genase, Hexal/Sandoz, Eli Lilly Research funding: Janssen, Bayer, AstraZeneca, MorphoSys Educational grants: AbbVie, Janssen, F. Hoffmann-La Roche Ltd Other remuneration: F. Hoffmann-La Roche Ltd, Gilead Sciences, Novartis, Takeda, Bristol-Myers Squibb, AbbVie, Incyte, ADC Therapeutics, Sobi, Hexal/Sandoz (Speaker's Bureau); F. Hoffmann-La Roche Ltd (Expert Testimony) A. F. Herrera Consultant or advisory role: Bristol-Myers Squibb, Seattle Genetics, Merck, Genentech, Inc./F. Hoffmann-La Roche Ltd, AstraZeneca/MedImmune, Karyopharm Therapeutics, ADC Therapeutics, Takeda, Regeneron, Genmab, Tubulis GmbH, Pfizer, Adicet Bio, Caribou Biosciences, AbbVie Research funding: Bristol-Myers Squibb, Merck, Genentech, Inc./F. Hoffmann-La Roche Ltd, Kite (a Gilead company), AstraZeneca, Seattle Genetics, Gilead Sciences, ADC Therapeutics Educational grants: Bristol-Myers Squibb C. R. Flowers Consultant or advisory role: Bayer, Gilead Sciences, Spectrum Pharmaceuticals, AbbVie, Celgene, Denovo Biopharma, BeiGene, Karyopharm Therapeutics, Pharmacyclics, Janssen, Genentech, Inc./F. Hoffmann-La Roche Ltd, Epizyme, Genmab, Seattle Genetics, Foresight Diagnostics, Bristol-Myers Squibb/Celgene, Curio Science, AstraZeneca, MorphoSys Stock ownership: Foresight Diagnostics, npower Research funding: Acerta Pharma, Janssen Oncology, Gilead Sciences, Celgene, TG Therapeutics, Genentech, Inc./F. Hoffmann-La Roche Ltd, Pharmacyclics, AbbVie, Millennium, Alimera Sciences, Xencor, 4D Pharma, Adaptimmune, Amgen, Bayer, Cellectis, EMD Serono, Guardant Health, Iovance Biotherapeutics, Kite/Gilead Sciences, MorphoSys, Nektar, Novartis, Pfizer, Sanofi, Takeda, Ziopharm Oncology M. Trněný Consultant or advisory role: Takeda, Bristol-Myers Squibb, Incyte, AbbVie, Amgen, F. Hoffmann-La Roche Ltd, Gilead Sciences, Janssen, MorphoSys, Novartis Honoraria: Janssen, Gilead Sciences, Takeda, Bristol-Myers Squibb, Amgen, AbbVie, F. Hoffmann-La Roche Ltd, MorphoSys, Novartis Educational grants: Gilead Sciences, Takeda, Bristol-Myers Squibb, F. Hoffmann-La Roche Ltd, Janssen, AbbVie J. M. Burke Consultant or advisory role: Adaptive Biotechnologies, AstraZeneca, BeiGene, Epizyme, Kura, Kymera, Morphosys, Nurix, F. Hoffmann-La Roche Ltd/Genentech, Inc., Seattle Genetics, TG Therapeutics, Verastem, X4 Pharmaceuticals Research funding: Novartis Other remuneration: Bristol-Myers Squibb, Seattle Genetics (Speaker’s Bureau) J. Hou Consultant or advisory role: AstraZeneca, AbbVie Research funding: AstraZeneca P. B. Staber Consultant or advisory role: F. Hoffmann-La Roche Ltd, AbbVie, Gilead Sciences, Janssen, AstraZeneca, Takeda, MSD, Bristol-Myers Squibb, Incyte, BeiGene, Eli Lilly Honoraria: F. Hoffmann-La Roche Ltd, AbbVie, Gilead Sciences, Janssen, AstraZeneca, Takeda, MSD, Bristol-Myers Squibb, Incyte, BeiGene, Eli Lilly Research funding: F. Hoffmann-La Roche Ltd Educational grants: F. Hoffmann-La Roche Ltd, AbbVie E. A. Hawkes Consultant or advisory role: Bristol-Meyers Squibb, F. Hoffmann-La Roche Ltd, Gilead Sciences, Antengene, Link, Novartis, BeiGene, MSD Research funding: AstraZeneca, Merck, Bristol-Myers Squibb, F. Hoffmann-La Roche Ltd Educational grants: AstraZeneca Other remuneration: Regeneron, Janssen, Merck, AstraZeneca, F. Hoffmann-La Roche Ltd K. Izutsu Consultant or advisory role: Genmab, BeigGene, Kyowa Kirin, Ono Pharmaceutical, Mitsubishi Tanabe Pharma, Eisai, Zenyaku Kogyo Honoraria: Bristol-Myers Squibb, AstraZeneca, Eisai, Zenyaku Kogyo, Kyowa Kirin, Takeda, Chugai, Novartis, MSD, SymBio, Nihon Shinyaku, AbbVie, Ono Pharmaceutical, Pfizer, Genmab, Eli Lilly, Meiji Seika Pharma, Daiichi Sankyo Research funding: MSD, AstraZeneca, AbbVie, Eisai, Incyte, Novartis, Pfizer, Janssen, Yakult, Kyowa Kirin, Ono Pharmaceutical, Daiichi Sankyo, Chugai, BeiGene, Genmab, LOXO Oncology, Otsuka, Regeneron S. Le Gouill Employment or leadership position: F. Hoffmann-La Roche Ltd D. Belada Consultant or advisory role: F. Hoffmann-La Roche Ltd Research funding: F. Hoffmann-La Roche Ltd Educational grants: F. Hoffmann-La Roche Ltd A. Tucci Consultant or advisory role: Janssen, Gentili, Sanofi Honoraria: Takeda, Kiowa Kyrin, MSD, Incyte M. Yan Employment or leadership position: Hoffmann-La Roche Ltd Stock ownership: Hoffmann-La Roche Ltd W. Harris Employment or leadership position: Genentech, Inc. Stock ownership: F. Hoffmann-La Roche Ltd J. Hirata Employment or leadership position: Genentech, Inc. Stock ownership: F. Hoffmann-La Roche Ltd C. Lee Employment or leadership position: F. Hoffmann-La Roche Ltd Stock ownership: F. Hoffmann-La Roche Ltd Y. Jiang Employment or leadership position: F. Hoffmann-La Roche Ltd/Genentech, Inc. Stock ownership: F. Hoffmann-La Roche Ltd/Genentech, Inc. F. Jardin Consultant or advisory role: F. Hoffmann-La Roche Ltd Honoraria: F. Hoffmann-La Roche Ltd, Celgene, Janssen, AbbVie, Genentech, Inc. Educational grants: F. Hoffmann-La Roche Ltd
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction distillée sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Apprise à partir de 10 348 étiquettes directes de Codex et de 10 348 étiquettes directes de Gemma. Le mode candidate est l'union des têtes enseignantes seuillées; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont ni des étiquettes humaines ni des étiquettes directes de modèles de pointe.
Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,001 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,002 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,001 | 0,000 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,003 | 0,005 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; les deux têtes enseignantes s’accordent sur ce qui est montré ici.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».