Feasibility of Adjusting Risk Group and Risk Group-Based Therapy during Induction in the Treatment of B-Cell Acute Lymphoblastic Leukemia: Results from DFCI ALL Consortium Protocol 16-001
Notice bibliographique
Résumé
Background: Advances in treatment of childhood acute lymphoblastic leukemia (ALL) have been made by incorporating leukemia biology into treatment stratification. Historically, biology-based treatment adjustments have been made after completion of the first 4-week treatment phase (Induction). A novel feature of DFCI 16-001 was early incorporation of leukemia biology results, by day 11 of Induction, to adjust treatment within the Induction phase in a risk-stratified manner. We assessed the feasibility of modifying therapy based on biology within the first 2 weeks of Induction. Methods: Patients (pts) aged 1 to < 22 years with newly diagnosed ALL were eligible for DFCI 16-001. Pts with B-ALL were assigned a Provisional (Prov) Risk Group, Low Risk (LR) or High Risk (HR), at diagnosis. Prov LR was defined as age <15 years, WBC <50,000/µL, and not CNS-3; these pts began a 3-drug induction (no anthracycline). Prov HR included all other pts; they received a 4-drug induction with doxorubicin (DOX) given on days 4 and 5. Centrally reviewed FISH/cytogenetics and testing for IKZF1 deletion (using NGS assay) from diagnostic marrow established Initial Risk Group by Induction day 11 (+/-3 days). Pts were assigned to Initial Very High Risk (VHR) Group if any of the following were present: IKZF1 deletion, KMT2A-rearrangement (KMT2A-r), low hypodiploidy (≤40 chromosomes), or TCF3::HLF fusion. Pts with iAMP21 or BCR::ABL1 were assigned to Initial HR. Pts were considered Indeterminate Initial Risk if results were insufficient by day 11 to establish Initial Risk Group. Prov LR pts assigned to Initial HR or VHR had DOX added on days 11 and 12 (delayed DOX), converting from a 3-to 4-drug induction. All Indeterminate Risk pts who had not received DOX days 4 and 5 (Prov LR pts) also had DOX added on days 11 and 12. Results: Between 3/2017-9/2022, 471 eligible pts with B-ALL enrolled. Of these, 347 were classified as Prov LR and 124 Prov HR. By day 11, 281 (81%) of the Prov LR pts were assigned to Initial LR (continued 3-drug induction), 14 (4%) changed to Initial HR (11 iAMP21, 3 BCR::ABL1), and 44 (13%) to VHR (38 IKZF1 deletion, 5 hypodiploidy, 1 KMT2A-r); of the Prov HR pts, 85 (69%) were assigned to Initial HR, and 34 (27%) to Initial VHR (25 IKZF1 deletion, 7 KMT2A-r, 2 hypodiploidy). At day 11, 13 pts (3%) were Indeterminate, 8 Prov LR pts (all received delayed DOX: 7 ultimately Initial LR, 1 VHR for IKZ1F1 deletion), and 5 Prov HR pts (already received DOX days 4/5: 3 Initial HR and 2 VHR, 1 for IKZF1 deletion and 1 hypodiploidy). Reasons for Indeterminate were inconclusive/delayed FISH (3 pts), delayed karyotype (4 pts), and delayed IKZF1 determination (6 pts). Five pts had Initial Risk Group revised to VHR later in Induction (3 Prov LR who did not receive DOX, and 2 Prov HR pts) based on findings of IKZF1 deletion not identified on initial testing. Thus, 281 (60%) pts received a 3-drug induction, 124 (26%) received a 4-drug induction with DOX days 4/5; 58 (12%) changed from a 3 to 4-drug induction with delayed DOX due to adverse biology and 8 (<2%) for Indeterminate Risk. There were no deaths in Induction. Among the 463 pts who achieved complete remission (excluding 8 pts with M2/M3 marrow at end-induction) there was no significant difference in the percentage of pts with delayed count recovery at day 32 between Prov LR pts who received delayed DOX compared with Prov HR pts receiving DOX on days 4/5 (27.4 vs. 24.6%, p=0.68). Among those with delayed count recovery at day 32, median days to recovery did not differ between those receiving delayed DOX and those receiving DOX on days 4/5 (7 days, range 7-19 days, vs. 7 days range 4-41 days, p=0.42). Conclusion: Adjusting treatment intensity within Induction using early incorporation of leukemia biology results was feasible. By day 11, 97% of pts had interpretable biology results and all Indeterminate Risk pts were ultimately assigned Initial Risk Group based on biology testing. Adverse biology resulting in treatment change was identified in 17% of Prov LR pts (13% of NCI-SR pts). Only 3 pts (<1%) received a 3-drug induction in the setting of adverse biology identified after day 11. Administering delayed DOX (days 11 and 12) in pts with adverse or Indeterminate biology initially receiving a 3-drug induction was not associated with a higher rate of delayed count recovery or longer delay compared with DOX administration days 4 and 5. Further efforts should explore the impact of risk-stratified early intensification of Induction therapy.
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 machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,039 | 0,028 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,001 | 0,001 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,001 | 0,001 |
| Science ouverte | 0,003 | 0,002 |
| Intégrité de la recherche | 0,001 | 0,001 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,008 | 0,002 |
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; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».