Utility of targeted gene sequencing to differentiate myeloid malignancies from other cytopenic conditions. Blood Adv 2023 Jul 25;7(14):3749-3759
Date
03/23/2023Pubmed ID
36947201Pubmed Central ID
PMC10368770DOI
10.1182/bloodadvances.2022008578Scopus ID
2-s2.0-85167336251 (requires institutional sign-in at Scopus site) 5 CitationsAbstract
The National Heart, Lung, and Blood Institute-funded National MDS Natural History Study (NCT02775383) is a prospective cohort study enrolling patients with cytopenia with suspected myelodysplastic syndromes (MDS) to evaluate factors associated with disease. Here, we sequenced 53 genes in bone marrow samples harvested from 1298 patients diagnosed with myeloid malignancy, including MDS and non-MDS myeloid malignancy or alternative marrow conditions with cytopenia based on concordance between independent histopathologic reviews (local, centralized, and tertiary to adjudicate disagreements when needed). We developed a novel 2-stage diagnostic classifier based on mutational profiles in 18 of 53 sequenced genes that were sufficient to best predict a diagnosis of myeloid malignancy and among those with a predicted myeloid malignancy, predict whether they had MDS. The classifier achieved a positive predictive value (PPV) of 0.84 and negative predictive value (NPV) of 0.8 with an area under the receiver operating characteristic curve (AUROC) of 0.85 when classifying patients as having myeloid vs no myeloid malignancy based on variant allele frequencies (VAFs) in 17 genes and a PPV of 0.71 and NPV of 0.64 with an AUROC of 0.73 when classifying patients as having MDS vs non-MDS malignancy based on VAFs in 10 genes. We next assessed how this approach could complement histopathology to improve diagnostic accuracy. For 99 of 139 (71%) patients (PPV of 0.83 and NPV of 0.65) with local and centralized histopathologic disagreement in myeloid vs no myeloid malignancy, the classifier-predicted diagnosis agreed with the tertiary pathology review (considered the internal gold standard).
Author List
DeZern AE, Goll JB, Lindsley RC, Bejar R, Wilson SH, Hebert D, Deeg J, Zhang L, Gore S, Al Baghdadi T, Maciejewski J, Liu J, Padron E, Komrojki R, Saber W, Abel G, Kroft SH, Harrington A, Grimes T, Reed H, Fulton RS, DiFronzo NL, Gillis N, Sekeres MA, Walter MJAuthors
Alexandra M. Harrington MD Professor in the Pathology department at Medical College of WisconsinSteven Howard Kroft MD Chair, Professor in the Pathology department at Medical College of Wisconsin
Wael Saber MD, MS Professor in the Medicine department at Medical College of Wisconsin
MESH terms used to index this publication - Major topics in bold
Bone MarrowHumans
Myelodysplastic Syndromes
Myeloproliferative Disorders
Neoplasms
Prospective Studies
Thrombocytopenia