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pmid:27903973
Association of a cytarabine chemosensitivity related gene expression signature with survival in cytogenetically normal acute myeloid leukemia.
Han Yan · Lu Wen · Dan Tan · Pan Xie · Feng-Mei Pang · Hong-Hao Zhou · Wei Zhang · Zhao-Qian Liu · Jie Tang · Xi Li · Xiao-Ping Chen
Oncotarget · 2017 doi:10.18632/oncotarget.13650
Paper
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Experiment
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Data
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Analysis
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Execution
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Complete file
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Achievement of complete remission (CR) after chemotherapy is indispensable for a better prognosis. To develop a gene signature predicting overall survival (OS) in CN-AML, we performed data mining procedure based on whole genome expression data of both blood cancer cell lines and AML patients from open access database. A gene expression signature including 42 probes was derived. These probes were significantly associated with both cytarabine half maximal inhibitory concentration values in blood cancer cell lines and OS in CN-AML patients. By using cox regression analysis and linear regression analysis, a chemo-sensitive score calculated algorithm based on mRNA expression levels of the 42 probes was established. The scores were associated with OS in both the training sample (p=5.13 × 10-4, HR=2.040, 95% CI: 1.364-3.051) and the validation sample (p=0.002, HR=2.528, 95% CI: 1.393-4.591) of the GSE12417 dataset from Gene Expression Omnibus. In The Cancer Genome Atlas (TCGA) CN-AML patients, higher scores were found to be associated with both worse OS (p=0.013, HR=2.442, 95% CI: 1.205-4.950) and DFS (p=0.015, HR=2.376, 95% CI: 1.181-4.779). Results of gene ontology (GO) analysis showed that all the significant GO Terms were correlated with cellular component of mitochondrion. In summary, a novel gene set that could predict prognosis of CN-AML was identified presently, which provided a new way to identify genes impacting AML chemo-sensitivity and prognosis.", "claims": [{"id": "claim-method", "statement": "Linear-regression analysis was performed to identify probes correlated with cytarabine IC50 in 96 blood cancer cell lines. Probes with P<0.05 were then selected for analysis in the GSE12417 dataset. Multivariate cox regression analysis (including age) was conducted to confirm whether the probes affect OS of CN-AML patients. 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Blood cancer cell lines", "GSE12417", "Prognostic Index"], ["p value", "t value", "U133AB sample", "U133 Plus sample"], ["p value", "Z value", "p value", "Z value"], ["ULK1", "209333_at", "1.44E-05", "−4.578", "0.045", "−2.004", "0.018", "−2.362", "−0.309"], ["PIGF", "205078_at", "2.54E-05", "4.431", "0.043", "2.020", "0.041", "2.045", "0.193"], ["ABCC5", "209380_s_at", "9.26E-05", "−4.085", "0.011", "−2.541", "0.035", "−2.109", "−0.336"], ["MRPL40", "203152_at", "9.84E-05", "4.069", "0.003", "2.959", "0.018", "2.366", "0.253"], ["DARS2", "218365_s_at", "1.60E-04", "3.934", "0.046", "1.992", "0.011", "2.532", "0.193"], ["ITSN1", "35776_at", "2.27E-04", "−3.835", "0.027", "−2.208", "0.041", "−2.041", "−0.274"], ["ZC3HAV1", "213051_at", "4.09E-04", "−3.665", "0.032", "−2.149", "0.017", "−2.397", "−0.355"], ["NDUFB5", "203621_at", "5.32E-04", "3.588", "0.003", "3.022", "0.004", "2.865", "0.341"], ["SKAP2", "204361_s_at", "7.54E-04", "3.483", "0.025", "2.243", "0.038", "2.072", "0.186"], ["ZNF451", "215012_at", "0.001", "−3.367", "0.038", "−2.070", "0.005", "−2.821", "−0.316"], ["IARS2", "217900_at", "0.002", "3.197", "0.010", "2.562", "0.018", "2.358", "0.212"], ["MPP1", "202974_at", "0.003", "−3.049", "0.018", "−2.367", "0.044", "−2.010", "−0.363"], ["ZNF259P1/ZPR1", "217185_s_at", "0.004", "2.961", "0.003", "3.023", "0.011", "2.541", "0.231"], ["BCL2L1", "212312_at", "0.004", "−2.916", "0.022", "−2.288", "0.042", "−2.032", "−0.309"], ["CHMP4A/TM9SF1", "218572_at", "0.006", "2.836", "0.026", "2.219", "0.047", "1.987", "0.197"], ["GAS2", "205848_at", "0.007", "2.744", "0.029", "2.185", "0.001", "3.403", "0.191"], ["ME2", "210154_at", "0.008", "2.715", "0.021", "2.307", "0.016", "2.412", "0.221"], ["ALCAM", "201951_at", "0.008", "2.710", "0.000", "3.634", "0.000", "5.064", "0.363"], ["DNAJC1", "218409_s_at", "0.009", "2.675", "0.005", "2.791", "0.023", "2.282", "0.259"], ["VDAC1", "212038_s_at", "0.009", "2.673", "0.005", "2.804", "0.018", "2.376", "0.213"], ["SLC25A38", "217961_at", "0.009", "−2.648", "0.011", "−2.540", "0.016", "−2.420", "−0.314"], ["IL6R", "205945_at", "0.010", "2.636", "0.003", "2.986", "0.022", "2.282", "0.260"], ["ME2", "210153_s_at", "0.012", "2.568", "0.018", "2.367", "0.002", "3.053", "0.254"], ["ETFDH", "33494_at", "0.013", "2.527", "0.040", "2.058", "0.043", "2.020", "0.158"], ["TAL1", "206283_s_at", "0.017", "−2.441", "0.036", "−2.092", "0.027", "−2.216", "−0.339"], ["TAL1", "216925_s_at", "0.017", "−2.427", "0.011", "−2.541", "0.032", "−2.147", "−0.381"], ["BMP2K", "219546_at", "0.017", "−2.420", "0.013", "−2.486", "0.033", "−2.137", "−0.308"], ["FH", "203033_x_at", "0.019", "2.379", "0.016", "2.399", "0.033", "2.131", "0.213"], ["SLC14A1", "205856_at", "0.021", "−2.353", "0.037", "−2.091", "0.048", "−1.974", "−0.356"], ["SPATS2", "218324_s_at", "0.021", "2.338", "0.023", "2.268", "0.017", "2.391", "0.272"], ["P4HTM", "222125_s_at", "0.026", "2.269", "0.013", "2.478", "0.029", "2.184", "0.212"], ["PLA2G4A", 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"12", "30.0", "1.54E-07", "1.74E-05"], ["GOTERM_CC_FAT", "GO:0005759 ~ mitochondrial matrix", "7", "17.5", "2.18E-05", "0.002"], ["GOTERM_CC_FAT", "GO:0031980 ~ mitochondrial lumen", "7", "17.5", "2.18E-05", "0.002"], ["GOTERM_CC_FAT", "GO:0005739 ~ mitochondrion", "12", "30.0", "5.36E-05", "0.006"]], "row_count": 5, "column_count": 6, "numeric_cells": 20, "header_rows": 1, "locator": "section[5]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:27903973:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5166dff6e682258e67b60e093f4a0f7fd345bc68b9bfe0f71f28a822bbe2b3f2", "bytes": 778, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#T3", "version": null, "note": "Comparison of chemo-sensitivity score between genotypes of well-known somatic mutations affecting AML outcome", "structure": {"pmcid": "PMC5352074", "section_index": 7, "section_title": "Validation of the association between 42-probe-based chemo-sensitivity score and survival in TCGA CN-AML patients", "row_count": 9, "column_count": 6}, "table": {"label": "Table 3", "caption": "Comparison of chemo-sensitivity score between genotypes of well-known somatic mutations affecting AML outcome", "rows": [["Mutation", "Wild type", "Mutation", "p value"], ["Score (Mean±SD)", "N", "Score (Mean±SD)", "N", ""], ["CEBPA", "0.612±3.561", "48", "−2.557±3.428", "5", "0.063"], ["DNMT3A R882", "−0.109±3.396", "42", "1.926±4.239", "11", "0.099"], ["FLT3-IDT", "−0.185±3.705", "36", "1.369±3.355", "17", "0.148"], ["IDH", "0.780±3.849", "39", "−0.986±2.683", "14", "0.120"], ["NPM1", "−0.022±3.925", "21", "0.533±3.485", "32", "0.592"], ["RUNX1", "0.295±3.740", "49", "0.535±2.373", "4", "0.901"], ["WT1", "0.354±3.762", "48", "−0.076±2.379", "5", "0.804"]], "row_count": 9, "column_count": 6, "numeric_cells": 36, "header_rows": 2, "locator": "section[7]/table-wrap[1]#T3"}}], 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