Detection of minimal residual disease in B lymphoblastic leukemia using viSNE.

Detection of minimal residual disease in B lymphoblastic leukemia using viSNE.
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DOI:
10.1002/cyto.b.21252
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发表时间:
2015-09
期刊:
Cytometry. Part B, Clinical cytometry
影响因子:
--
通讯作者:
Pe'er D
Pe'er D
中科院分区:
其他
文献类型:
--
作者:
DiGiuseppe JA;Tadmor MD;Pe'er D

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Minimal residual disease (MRD) following treatment is a robust prognostic marker in B lymphoblastic leukemia. However, the detection of MRD by flow cytometric immunophenotyping is technically challenging, and an automated method to detect MRD is therefore desirable. viSNE, a recently developed computational tool based on the t-Distributed Stochastic Neighbor Embedding (t-SNE) algorithm, has been shown to be capable of detecting synthetic “MRD-like” populations of leukemic cells created in vitro, but whether viSNE can facilitate the immunophenotypic detection of MRD in clinical samples has not been evaluated. We applied viSNE retrospectively to 8-color flow cytometric immunophenotyping data from normal bone marrow samples, and samples from B lymphoblastic leukemia patients with or without suspected MRD on the basis of conventional manual gating. In each of 14 bone marrow specimens containing MRD or suspected MRD, viSNE identified a putative MRD population; an abnormal composite immunophenotype was confirmed for the putative MRD in each case. MRD populations were not identified by viSNE in control bone marrow samples from patients with increased normal B-cell precursors, or in post-treatment samples from B lymphoblastic leukemia patients who did not have detectable MRD by manual gating. viSNE shows promise as an automated method to facilitate immunophenotypic MRD detection in patients treated for B lymphoblastic leukemia.
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