scholarly journals Clinically validated machine learning algorithm for detecting residual diseases with multicolor flow cytometry analysis in acute myeloid leukemia and myelodysplastic syndrome

EBioMedicine ◽  
2018 ◽  
Vol 37 ◽  
pp. 91-100 ◽  
Author(s):  
Bor-Sheng Ko ◽  
Yu-Fen Wang ◽  
Jeng-Lin Li ◽  
Chi-Cheng Li ◽  
Pei-Fang Weng ◽  
...  
Blood ◽  
2015 ◽  
Vol 126 (23) ◽  
pp. 3616-3616 ◽  
Author(s):  
Yanqin Yang ◽  
Yubo Zhang ◽  
Jun Zhu ◽  
Catherine E. Lai ◽  
Jingrong Tang ◽  
...  

Abstract There is increasing recognition of the role of inherited germline predisposition for myeloid disorders such as myelodysplastic syndrome (MDS) and acute myeloid leukemia (AML). The additional somatic genetic events required for development of a malignant phenotype are however poorly understood. A 25 year old woman was referred to the NHLBI hematology branch in March 2014 for a seven year history of pancytopenia. Her medical history included recurrent pneumonias, oral ulcers, severe varicella infection and arthralgias. Prior bone marrow examinations at ages 21 and 23 at outside institutions reported normocellular marrow, tri-lineage hematopoiesis and mild dyspoiesis. Cytogenetics were remarkable for trisomy 8 in 80% (aged 21) or 90% (aged 23) of metaphases. Previously unrecognized lymphedema was noted on examination. Peripheral blood counts showed WBC 2.28 K/ul [normal range: 3.98-10.04], HGB 9.9 g/dL [11.2-15.7], PLT: 67 K/ul [173-369], ALC: 0.36 K/ul [1.18-3.74] and AMC: 0.06 [0.24-0.86]. Peripheral blood flow cytometry demonstrated decreased CD3+ CD4+ (T) cells, CD19+ (B) cells and NK cells. HLA-DR15 negative. Bone marrow examination showed trilineage hematopoiesis, 50-60% cellularity, mild erythroid predominance and mildly increased, mildly atypical megakaryocytes. Blasts less than 5%. Bone marrow flow cytometry revealed severely decreased B-cells and monocytes, absent B-cell precursors, absent dendritic cells, inverted CD4:CD8 ratio, and atypical myeloid maturation pattern. Cytogenetics demonstrated stable trisomy 8 in 90% of metaphases. On the basis of this assessment the diagnosis of MDS was confirmed. Sanger sequencing revealed a GATA2 L375S mutation in the second zinc finger of known pathogenic significance. Four months later she developed increased fatigue and easy bruising with worsening thrombocytopenia (PLT: 10K/ul). Bone marrow was dramatically changed; now markedly hypercellular (90-100%) with diffuse sheets of immature cells consistent with blasts having fine chromatin, distinct or prominent nucleoli, and visible cytoplasm. Blasts were positive for CD33, CD56, CD64, CD123, and CD163; and were negative for CD34, CD14, and myeloperoxidase. Cytogenetics showed a new trisomy 20 in 65% of metaphases, in addition to previously seen trisomy 8 in 100%. A diagnosis of acute monoblastic leukemia (M5a subtype) was made. At both clinic visits bone marrow aspirate was collected on an IRB approved research sample acquisition protocol. Whole exome sequencing of 1ug DNA was performed using Agilent SureSelect v5 Exome enrichment Kits on an Illumina HiSeq 2000 with 100-bp paired-end reads (Macrogen, Rockville, MD). Data was mapped to hg19 (BWA) and processed using an in-house pipeline (Samtools/Picard/GATK/VarScan/Annovar). Mean read depth of target regions was 157 and 149. There was high correlation between both samples with the exception of a NRAS:NM_002524:exon3:c.C181A:p.Q61K mutation (57 of 180 reads) seen only in the later sample. Confirmatory ultra-deep sequencing for NRAS was performed using Illumina TruSight Myeloid Sequencing Panel on an Illumina MiSeq. No evidence of the NRAS Q61K mutation was found in the earlier March MDS bone marrow sample even when sequenced to a depth greater than 1750 reads (see figure). The mutation was confirmed in the August AML sample at a variant allele frequency of 35%. If heterozygous this would reflect a clone size of 70%, consistent with data from both cytogenetics (new trisomy 20 in 65% of metaphases) and the 76% blasts documented by bone marrow aspirate smear differential. We report here the rapid progression to AML in a patient with germline GATA2 MDS associated with development of a new trisomy 20 karyotype and a NRAS Q61K mutation. The NRAS mutation was not detectable after the patient achieved a complete remission following induction chemotherapy further supporting this association. This NRAS mutation has been implicated in the pathogenesis of multiple cancers by constitutive activation of proliferative signaling. GATA2 associated MDS is a high-risk pre-leukemic condition with the potential for rapid evolution to AML. This is the first report of acquired somatic mutations in the RAS/RTK signaling pathway in the context of germline GATA2 insufficiency associated with acute leukemic transformation. Figure 1. Figure 1. Disclosures Townsley: Novartis: Research Funding; GSK: Research Funding.


2020 ◽  
Vol 10 (1) ◽  
pp. 20-25
Author(s):  
Nguyen H. Sa ◽  
Trinh T. Thuy ◽  
Tran D. Quan ◽  
Dao D. Thien ◽  
Nguyen T. Tam ◽  
...  

Background and Objective: In Vietnam, “Dai trang hoan ba Giang” (BG), which belongs to herbalist “Ba Giang”, has been one of the famous herbal remedies for ulcerative colitis and diarrhea for over 100 years. However, up to the present, the main BG’s chemical constituents have not been investigated. Therefore, this study aims to investigate the phytochemistry and antiproliferative activity of isolated compounds from BG on Acute Myeloid Leukemia (OCI-AML) cells as well as evaluating its safety by the acute and subchronic toxicological tests. Methods: Compounds from herbmaterial were isolated by using column chromatography. Their structures were determined by combining spectral analysis and comparison with reported data. The concentrations of components were were determined by HPLC/DAD analysis. Anti-proliferative activity in OCI-AML cell line of isolated compounds was carried out by flow cytometry analysis. The acute and subchronic oral toxicity in micewere appraised by observingdaily for clinical manifestations of toxicity while the experiment lasted. Results: In this study, driedpowders of materials were extracted by 70% EtOH to afford an extract (DTBG). Two compounds, including palmatine (1) and berberine (2) were isolated from DTBG. The DTBG inhibited the growth of OCI-AML by a significant increase of caspase-8-independent apoptosis as measured by propidium iodide flow cytometry analysis and caspase-3 activation. In the acute study, DTBG is well tolerated, non-toxic and non-lethal to mice under the present experimental conditions. In thesubchronic study in mice, DTBG did not impact on weight gain, blood, liver and kidney function. Conclusion: Overall, the main chemical constituents of DTBG and its effect on proliferation of acute myeloid leukemia cells were reported for the first time. Moreover, the results suggest that, DTBG did not express any significant toxic effect in mice. Hence, the extract can be utilized for pharmaceutical formulations.


2021 ◽  
Vol 14 (4) ◽  
pp. 503-512
Author(s):  
I.V. Galtseva ◽  
Yuliya Olegovna Davydova ◽  
N.M. Kapranov ◽  
K.A. Nikiforova ◽  
E.N. Parovichnikova

Detection and monitoring of minimal residual disease (MRD) are essential components of programmed therapy. They are crucial for the choice of treatment strategy and for prognostic purposes practically in all hematologic diseases. MRD is often detected by multicolor flow cytometry, the method with fairly high specificity and sensitivity. However, to identify MRD in acute myeloid leukemia patients is one of the most challenging tasks flow cytometry specialists are faced with. Cytometric data analysis requires the expert knowledge of immunophenotype of all maturing bone marrow cells. Besides, MRD analysis in acute myeloid leukemia has not been standardized while approaches suggested by different studies vary considerably. The present paper reports the experience of MRD analysis, demonstrates the gating strategy, immunophenotype description of normal non-tumor hematopoietic cells, and presents some examples of MRD assessment. Additionally, panels of monoclonal antibodies are provided, along with an evaluation of their advantages and disadvantages.


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