Utility of Leukemic Stem Cells Markers in Determining Minimal Residual Disease in Patients with AML
Notice bibliographique
Résumé
Abstract Introduction: Minimal residual disease (MRD) assessments are being increasingly used to define prognosis in patients with acute myeloid leukemia (AML). However, data suggests that a proportion of patients found to be MRD negative experience leukemia relapse. These relapses are thought to be related to the persistence of leukemia stem cells (LSC) that survive chemotherapy. Recent studies have identified a number of LSC antigens that may be useful to follow LSC populations including CLL1, CD123 and CD47. We hypothesized that the use of a routine antibody panel in conjunction with CD123 and CLL1 specific antibodies will allow for more accurate determination of MRD using multiparametric flow cytometry (MPFC) and better identification of patients destined to relapse. Methods: In this single center prospective study we evaluated the diagnostic bone marrow samples of all newly diagnosed patients with AML (excluding APL) for leukemia associated immunophenotypes (LAIP's) using MPFC and a panel of antibodies targeted towards myeloid, lymphoid and LSC markers. LAIP's were scored as a percentage of the bulk blast population which was defined using plots of Side Scatter (SCC) vs. CD45. LSC compartment was defined as CD34+CD38-CD123+ or CD34+CD38-CLL1+. Bone marrow samples from non-leukemic patients were used to identify the background level of CD123 and CLL1 positivity. Samples were considered MRD positive if having >0.1% of a specific LAIP as a function of the bulk blast population. Results: Over the study duration, 88 patients with newly diagnosed AML received intensive chemotherapy (Table1). Complete MRD data (routine and LSC markers) was available for 58 patients had at the end of induction and 31 patients at the end consolidation (EOC). For the 58 patients with end-of-induction (EOI) MRD data the diagnostic sample revealed CD123+ LSC and CLL1+ LSC at a frequency of >0.1% in 30 (51.7%) and 28 (48.3%) patients respectively and at a frequency of Following a single induction chemotherapy cycle 52/58 (89.7%) patients were in complete remission. At the EOI, 26/58 (44.8%) patients were found to be MRD negative using the standard antibody panel. Only 3/30 patients (10%) who had CD123+ LSC and 2/28 patients who had CLL1+ LSC at diagnosis were found to be negative at the EOI. However, 21/24 (87.5%) patients that were negative for CD123+ LSC and 22/24 (85%) patients that were negative for CLL1+ LSC at diagnosis were found to be positive for CD123+ LSC and CLL1+ LSC at the EOI, respectively. At the EOC, 31 patients were assessed for routine and LSC based MRD. Amongst these patients 16 (51.6%) were MRD negative using routine markers, 13 (41.9%) were negative CD123 and only 6 (19.4%) were negative for CLL1. There was no relationship between relapse rates and the MRD status at the EOI or EOC using either standard MRD markers, CD123 or CLL1. Although not statistically significant we observed that only 1 of 6 (16.7%) patients that was negative for CLL1+ LSC at the end of consolidation relapsed in contrast to 11 of 25 (44%) patients that were positive for CLL1+ LSC (p=0.4). After a median follow-up of 11.3 months, the median relapse free survival for patients that were positive for CLL1+ LSC at the EOC was 13.8 months and was not achieved for patients negative for CLL1+ LSC (p=0.4). Similarly, there was no significant difference in the RFS for patients that were MRD positive or negative for routine MRD markers (16.8 vs. 13.8 months, p=0.94) or for CD123 (13.8 vs. 16.8 months, p=0.73). The median overall survival (OS) for the entire cohort was not achieved. There was no significant difference in the OS for patients based upon MRD status at the EOC when using standard MRD markers, CLL1 (Figure 1) or CD123 (Figure 2). Conclusions: This proof-of-concept study suggests that the CLL1+ and CD123+ LSC can be identified at diagnosis at very low levels relative to the bulk blast population. Surprisingly, patients who were negative for CD123+ and CLL1+ LSC at diagnosis were often found to be positive at EOI. This may be related to a reduction in the overall blast population due to chemotherapy, but persistence of the original LSC population. Larger studies are necessary to explore the impact of persistent LSC markers on clinical outcomes. Download : Download high-res image (120KB) Download : Download full-size image Disclosures No relevant conflicts of interest to declare.
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 | 0,001 | 0,002 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,001 | 0,000 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,001 | 0,000 |
| Science ouverte | 0,000 | 0,000 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,001 | 0,000 |
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 ».