Literature DB >> 30806759

Classification and regression tree-based prediction of 6-mercaptopurine-induced leucopenia grades in children with acute lymphoblastic leukemia.

Shaik Mohammad Naushad1, Patchava Dorababu2, Yedluri Rupasree3, Addepalli Pavani3, Digumarti Raghunadharao4, Tajamul Hussain5,6, Salman A Alrokayan6,7, Vijay Kumar Kutala8.   

Abstract

PURPOSE: The rationale of the current study was to develop 6-mercaptopurine (6-MP)-mediated hematological toxicity prediction model for acute lymphoblastic leukemia (ALL) therapeutic management.
METHODS: A total of 96 children with ALL undergoing therapy with MCP-841 protocol were screened for all the ten exons of TPMT, exon 2, exon 3 and intron 2 of ITPA using bidirectional sequencing. This dataset was used to construct prediction models of leucopenia grade by constructing classification and regression trees (CART) followed by smart pruning.
RESULTS: The developed CART model indicated TPMT*12 and TPMT*3C as the key determinants of toxicity. TPMT int3, int4 and int7 polymorphisms exert toxicity when co-segregated with one mutated allele of TPMT*12 or TPMT*3C or ITPA exon 3. The developed CART model exhibited 93.6% accuracy in predicting the toxicity. The area under the receiver operating characteristic curve was 0.9649.
CONCLUSIONS: TPMT *3C and TPMT*12 are the key determinants of 6-MP-mediated hematological toxicity while other variants of TPMT (int3, int4 and int7) and ITPA ex2 interact synergistically with TPMT*3C or TPMT*12 variant alleles to enhance the toxicity. TPMT and ITPA variants cumulatively are excellent predictors of 6-MP-mediated toxicity.

Entities:  

Keywords:  6-Mercaptopurine; Acute lymphoblastic leukemia; Glutamate carboxypeptidase II; Leucopenia grade; Machine learning; Thiopurine methyl transferase

Mesh:

Substances:

Year:  2019        PMID: 30806759     DOI: 10.1007/s00280-019-03803-8

Source DB:  PubMed          Journal:  Cancer Chemother Pharmacol        ISSN: 0344-5704            Impact factor:   3.333


  3 in total

1.  Nomogram predicting leukopenia in osteosarcoma after high-dose methotrexate chemotherapy.

Authors:  Haixiao Wu; Guijun Xu; Zhijun Li; Yao Xu; Yile Lin; Vladimir P Chekhonin; Karl Peltzer; Jun Wang; Shu Li; Huiyang Li; Jin Zhang; Yuan Xue; Wenjuan Ma; Xin Wang; Chao Zhang
Journal:  Aging (Albany NY)       Date:  2022-05-31       Impact factor: 5.955

2.  Association between malnutrition and leucopenia in patients with osteosarcoma.

Authors:  Haixiao Wu; Shu Li; Yile Lin; Jun Wang; Vladimir P Chekhonin; Karl Peltzer; Vladimir P Baklaushev; Kirellos Said Abbas; Jin Zhang; Huiyang Li; Chao Zhang
Journal:  Front Nutr       Date:  2022-07-28

3.  Clinical efficacy and safety of 6-thioguanine in the treatment of childhood acute lymphoblastic leukemia: A protocol for systematic review and meta-analysis.

Authors:  Liang Chen; Huai-Xiu Yan; Xiao-Wei Liu; Wen-Xin Chen
Journal:  Medicine (Baltimore)       Date:  2020-05       Impact factor: 1.817

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.