Discovery and Validation of Cell-Surface Protein Mesothelin (MSLN) As a Novel Therapeutic Target in AML: Results from the COG/NCI Target AML Initiative
Notice bibliographique
Résumé
Abstract In efforts to discover genes uniquely expressed in childhood AML, we performed transcriptomesequencing (RNA-Seq) in pediatric AML and contrasted the expression signature to that in normal marrow hematopoiesis. This effort led to the discovery of over 200 genes that lack expression in normal hematopoietic cells, but are variably expressed in pediatric AML cells. Mesothelin(MSLN) was discovered to be one of the most highly expressed genes in a subset of childhood AML cases (p<10-15).Mesothelin is a cell-surface protein that is expressed onmesothelial cells ofserosal lining. MSLN is over-expressed on a variety of solid tumors, including lung, pancreatic, and ovarian cancers, and is associated with increased malignant transformation, cellular proliferation, and tumor aggressiveness. Given its cell surface expression, MSLN has emerged as an attractive target for immunotherapeutic interventions in solid tumors in adults. In this study, RNA obtained from diagnostic bone marrow specimens from childhood AML (N=434) and normal marrow (N=20) was subjected to wholetranscriptomesequencing and MSLN expression was quantified and normalized and reported as reads perkilobaseof exon per million reads mapped (RPKM). Similar data was obtained from adult TCGA AML database. Quantitative RT-PCR (qRT-PCR) and multidimensional flowcytometry(MDF) was used for confirmation of the transcript and cell surface protein expression. TARGET AML methylation data was used for correlation with transcript expression. Of the 434 specimens analyzed, MSLN mRNA expression was variably expressed (RPKM range 0-618.8), with expression detected in 119 patients (27%). Confirmatory studies by qRT-PCR on specimens with and without MSLN expression (N=137) showed correlation between RNA-Seqand PCR data. Cell surface MSLN expression was assessed by MDF using a PE-conjugated MSLN antibody (PE-mesoAb) and verified expression of MSLN protein on the leukemic cell surface in every case with MSLN transcript expression (Figure 1A). Evaluation of CD34+/CD38- hematopoietic progenitor cells by PE-mesoAbdemonstrated lack of MSLN expression by MDF. Evaluation of matched diagnostic and relapse specimens from MSLN-expressing patients (n=27) confirmed that MSLN expression was largely stable (R2=0.87), thus substantiating its expression in the major AML clone. Comparison of MSLN expression in pediatric vs. adult AML demonstrated a higher prevalence in pediatric AML (TARGET: 27% vs. TCGA: 11%)(Figure 1B). Evaluation of the clinical and biologic features in MSLN expressing (MSLN+) and non-MSLN expressing (MSLN-) pediatric patients revealed that MSLN expression was rarely observed in patients with normal karyotype (p<0.001) or with the most common somatic mutations of FLT3/ITD, NPM1, CEBPA (p<0.001 in all cases). However, MSLN expression was significantly higher in patients with inv(16), t(8;21) and MLL translocations (p<0.001, p<0.001, and p=0.02 respectively; Figure 1C). Given that a majority of patients with core binding factor (CBF) AML were MSLN+, we evaluated the clinical implications of MSLN expression in this favorable risk cohort. Among CBF patients, MLSN+ patients (n=95) had a relapse risk of 51% vs. 32% in the MSLN- (n=62) cohort (p=0.03; Figure 1D), with a corresponding disease free survival of 46% vs. 64% respectively (p=0.03). We further inquired about the mechanism by which MSLN expression might be regulated. Whole genome sequencing data failed to identify any genomic alterations in MSLN that could result in high expression. Therefore, we interrogated the possibility of epigenetic regulation of MSLN expression. Integration of the expression and methylation profiling cases with matching RNA-Seqand methylation data (N=246) demonstrated thathypomethylationof the MSLN promoter significantly correlated with high MSLN expression, implicating epigenetic regulation in the expression of MSLN in AML. Mesothelin, a therapeutic target in solid tumors, is highly expressed in biologically distinct subsets of childhood AML. High expression on leukemic blasts and lack of expression in normal hematopoiesis makes this antigen an ideal target for therapeutic intervention in AML. As a cell surface protein, this antigen avails itself for immune targeting by antibody drug conjugates, CAR-T cells, and T cell receptor mediated targeting. Figure 1 Mesothelin expression in childhood AML. Figure 1. Mesothelin expression in childhood AML. Disclosures Loken: Hematologics: Employment, Equity Ownership. Pardo:Hematologics, Inc: Employment.
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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 | 0,001 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,001 | 0,000 |
| Science ouverte | 0,000 | 0,001 |
| Intégrité de la recherche | 0,001 | 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 ».