Identification of hub genes and molecular mechanisms in infant acute lymphoblastic leukemia with MLL gene rearrangement

被引:6
作者
Zhang, Hao [1 ]
Cheng, Juan [1 ]
Li, Zijian [1 ]
Xi, Yaming [1 ]
机构
[1] Lanzhou Univ, Hosp 1, Dept Hematol, Lanzhou, Gansu, Peoples R China
关键词
Acute lymphoblastic leukemia; Infant; Mixed-lineage leukemia; Gene expression profiles; Differentially expressed genes; CHONDROITIN SULFATE PROTEOGLYCAN; ACUTE MYELOID-LEUKEMIA; HEMATOPOIETIC-CELLS; HUMAN HOMOLOG; EXPRESSION; THERAPY; RISK; NG2; TRANSLOCATIONS; ABNORMALITIES;
D O I
10.7717/peerj.7628
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Infant acute lymphoblastic leukemia (ALL) with the mixed lineage leukemia (MLL) gene rearrangement (MLL-R) is considered a distinct leukemia from childhood or non-MLL-R infant ALL. To detect key genes and elucidate the molecular mechanisms of MLL-R infant ALL, microarray expression data were downloaded from the Gene Expression Omnibus (GEO) database, and differentially expressed genes (DEGs) between MLL-R and non-MLL-R infant ALL were identified. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were carried out. Then, we constructed a protein-protein interaction (PPI) network and identified the hub genes. Finally, drug-gene interactions were mined. A total of 139 cases of MLL-R infant ALL including 77 (55.4%) fusions with AF4, 38 (27.3%) with ENL, 14 (10.1%) with AF9, and 10 (7.2%) other gene fusions were characterized. A total of 236 up-regulated and 84 down-regulated DEGs were identified. The up-regulated DEGs were mainly involved in homophilic cell adhesion, negative regulation of apoptotic process and cellular response to drug GO terms, while down-regulated DEGs were mainly enriched in extracellular matrix organization, protein kinase C signaling and neuron projection extension GO terms. The up-regulated DEGs were enriched in seven KEGG pathways, mainly involving transcriptional regulation and signaling pathways, and down-regulated DEGs were involved in three main KEGG pathways including Alzheimer's disease, TGF-beta signaling pathway, and hematopoietic cell lineage. The PPI network included 297 nodes and 410 edges, with MYC, ALB, CD44, PTPRC and TNF identified as hub genes. Twenty-three drug-gene interactions including four up-regulated hub genes and 24 drugs were constructed by Drug Gene Interaction database (DGIdb). In conclusion, MYC, ALB, CD44, PTPRC and TNF may be potential biomarkers for the diagnosis and therapy of MLL-R infant ALL.
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页数:19
相关论文
共 63 条
[41]   Inhibition of PDE4 phosphodiesterase activity induces growth suppression, apoptosis, glucocorticoid sensitivity, p53, and p21WAF1/CIP1 proteins in human acute lymphoblastic leukemia cells [J].
Ogawa, R ;
Streiff, MB ;
Bugayenko, A ;
Kato, GJ .
BLOOD, 2002, 99 (09) :3390-3397
[42]   A treatment protocol for infants younger than 1 year with acute lymphoblastic leukaemia (Interfant-99): an observational study and a multicentre randomised trial [J].
Pieters, Rob ;
Schrappe, Martin ;
De Lorenzo, Paola ;
Hann, Ian ;
De Rossi, Giulio ;
Felice, Maria ;
Hovi, Liisa ;
LeBlanc, Thierry ;
Szczepanski, Tomasz ;
Ferster, Alice ;
Janka, Gritta ;
Rubnitz, Jeffrey ;
Silverman, Lewis ;
Stary, Jan ;
Campbell, Myriam ;
Li, Chi-Kong ;
Mann, Georg ;
Suppiah, Ram ;
Biondi, Andrea ;
Vora, Ajay ;
Valsecchi, Maria Grazia .
LANCET, 2007, 370 (9583) :240-250
[43]   limma powers differential expression analyses for RNA-sequencing and microarray studies [J].
Ritchie, Matthew E. ;
Phipson, Belinda ;
Wu, Di ;
Hu, Yifang ;
Law, Charity W. ;
Shi, Wei ;
Smyth, Gordon K. .
NUCLEIC ACIDS RESEARCH, 2015, 43 (07) :e47
[44]   MEIS1, PREP1, and PBX4 Are Differentially Expressed in Acute Lymphoblastic Leukemia: Association of MEIS1 Expression with Higher Proliferation and Chemotherapy Resistance [J].
Rosales-Avina, Judith A. ;
Torres-Flores, Jorge ;
Aguilar-Lemarroy, Adriana ;
Gurrola-Diaz, Carmen ;
Hernandez-Flores, Georgina ;
Ortiz-Lazareno, Pablo C. ;
Lerma-Diaz, Jose M. ;
de Celis, Ruth ;
Gonzalez-Ramella, Oscar ;
Barrera-Chaires, Esperanza ;
Bravo-Cuellar, Alejandro ;
Jave-Suarez, Luis F. .
JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH, 2011, 30
[45]  
Schreiner S, 2001, CANCER RES, V61, P6480
[46]   Long-term follow-up of imatinib in pediatric Philadelphia chromosome-positive acute lymphoblastic leukemia: Children's Oncology Group Study AALL0031 [J].
Schultz, K. R. ;
Carroll, A. ;
Heerema, N. A. ;
Bowman, W. P. ;
Aledo, A. ;
Slayton, W. B. ;
Sather, H. ;
Devidas, M. ;
Zheng, H. W. ;
Davies, S. M. ;
Gaynon, P. S. ;
Trigg, M. ;
Rutledge, R. ;
Jorstad, D. ;
Winick, N. ;
Borowitz, M. J. ;
Hunger, S. P. ;
Carroll, W. L. ;
Camitta, B. .
LEUKEMIA, 2014, 28 (07) :1467-1471
[47]   Cytoscape: A software environment for integrated models of biomolecular interaction networks [J].
Shannon, P ;
Markiel, A ;
Ozier, O ;
Baliga, NS ;
Wang, JT ;
Ramage, D ;
Amin, N ;
Schwikowski, B ;
Ideker, T .
GENOME RESEARCH, 2003, 13 (11) :2498-2504
[48]   The human homologue of rat NG2, a chondroitin sulfate proteoglycan, is not expressed on the cell surface of normal hematopoietic cells but is expressed by acute myeloid leukemia blasts from poor-prognosis patients with abnormalities of chromosome band 11q23 [J].
Smith, FO ;
Rauch, C ;
Williams, DE ;
March, CJ ;
Arthur, D ;
Hilden, J ;
Lampkin, BC ;
Buckley, JD ;
Buckley, CV ;
Woods, WG ;
Dinndorf, PA ;
Sorensen, P ;
Kersey, J ;
Hammond, D ;
Bernstein, ID .
BLOOD, 1996, 87 (03) :1123-1133
[49]   The ongoing conundrum of MLL-AF4 driven leukemogenesis [J].
Stam, Ronald W. .
BLOOD, 2013, 121 (19) :3780-3781
[50]   Dexamethasone versus prednisone for induction therapy in childhood acute lymphoblastic leukemia: a systematic review and meta-analysis [J].
Teuffel, O. ;
Kuster, S. P. ;
Hunger, S. P. ;
Conter, V. ;
Hitzler, J. ;
Ethier, M-C ;
Shah, P. S. ;
Beyene, J. ;
Sung, L. .
LEUKEMIA, 2011, 25 (08) :1232-1238