| Literature DB >> 31318870 |
Alessandra Trojani1, Ester Pungolino1, Alessandra Dal Molin2, Milena Lodola1, Giuseppe Rossi3, Mariella D'Adda3, Alessandra Perego4, Chiara Elena5, Mauro Turrini6, Lorenza Borin7, Cristina Bucelli8, Simona Malato9, Maria Cristina Carraro10, Francesco Spina11, Maria Luisa Latargia12, Salvatore Artale13, Pierangelo Spedini14, Michela Anghilieri15, Barbara Di Camillo2, Giacomo Baruzzo2, Gabriella De Canal16, Alessandra Iurlo8, Enrica Morra17, Roberto Cairoli1.
Abstract
Chronic myeloid leukemia (CML) is characterized by the constitutive tyrosine kinase activity of the oncoprotein BCR-ABL1 in myeloid progenitor cells that activates multiple signal transduction pathways leading to the leukemic phenotype. The tyrosine-kinase inhibitor (TKI) nilotinib inhibits the tyrosine kinase activity of BCR-ABL1 in CML patients. Despite the success of nilotinib treatment in patients with chronic-phase (CP) CML, a population of Philadelphia-positive (Ph+) quiescent stem cells escapes the drug activity and can lead to drug resistance. The molecular mechanism by which these quiescent cells remain insensitive is poorly understood. The aim of this study was to compare the gene expression profiling (GEP) of bone marrow (BM) CD34+/lin- cells from CP-CML patients at diagnosis and after 12 months of nilotinib treatment by microarray, in order to identify gene expression changes and the dysregulation of pathways due to nilotinib action. We selected BM CD34+/lin- cells from 78 CP-CML patients at diagnosis and after 12 months of first-line nilotinib therapy and microarray analysis was performed. GEP bioinformatic analyses identified 2,959 differently expressed probes and functional clustering determined some significantly enriched pathways between diagnosis and 12 months of nilotinib treatment. Among these pathways, we observed the under expression of 26 genes encoding proteins belonging to the cell cycle after 12 months of nilotinib treatment which led to the up-regulation of chromosome replication, cell proliferation, DNA replication, and DNA damage checkpoint at diagnosis. We demonstrated the under expression of the ATP-binding cassette (ABC) transporters ABCC4, ABCC5, and ABCD3 encoding proteins which pumped drugs out of the cells after 12 months of nilotinib. Moreover, GEP data demonstrated the deregulation of genes involved in the JAK-STAT signaling pathway. The down-regulation of JAK2, IL7, STAM, PIK3CA, PTPN11, RAF1, and SOS1 key genes after 12 months of nilotinib could demonstrate the up-regulation of cell cycle, proliferation and differentiation via MAPK and PI3K-AKT signaling pathways at diagnosis.Entities:
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Year: 2019 PMID: 31318870 PMCID: PMC6638825 DOI: 10.1371/journal.pone.0218444
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Genes with significant differential expression in BM CD34+/lin- cells from 78 CP-CML patients at diagnosis vs. 12 months of nilotinib treatment.
| Gene Symbol | Fold Change | Adjusted p-value | KEGG Pathway |
|---|---|---|---|
| ANAPC1 | 1.23 | 0.01 | CELL CYCLE AND MITOSIS |
| ANAPC4 | 1.20 | 0.01 | CELL CYCLE AND MITOSIS |
| ANAPC7 | 1.16 | 0.04 | CELL CYCLE AND MITOSIS |
| ATM | 1,24 | 0,01 | CELL CYCLE AND MITOSIS |
| BUB1 | 1.16 | 0.04 | CELL CYCLE AND MITOSIS |
| BUB3 | 1.23 | 0.02 | CELL CYCLE AND MITOSIS |
| CCNA2 | 1.29 | 0.01 | CELL CYCLE AND MITOSIS |
| CCNB1 | 1.26 | 0.02 | CELL CYCLE AND MITOSIS |
| CDC27 | 1.27 | 0.01 | CELL CYCLE AND MITOSIS |
| CDC6 | 1.21 | 0.02 | CELL CYCLE AND MITOSIS |
| CDK7 | 1.17 | 0.04 | CELL CYCLE AND MITOSIS |
| DBF4 | 1.19 | 0.02 | CELL CYCLE AND MITOSIS |
| HDAC2 | 1.33 | 0.02 | CELL CYCLE AND MITOSIS |
| MAD2L1 | 1.27 | 0.01 | CELL CYCLE AND MITOSIS |
| MCM3 | 1.19 | 0.02 | CELL CYCLE AND MITOSIS |
| MCM6 | 1.25 | 0.03 | CELL CYCLE AND MITOSIS |
| MDM2 | 1.26 | 0.02 | CELL CYCLE AND MITOSIS |
| ORC2 | 1.31 | 0.01 | CELL CYCLE AND MITOSIS |
| ORC4 | 1.19 | 0.03 | CELL CYCLE AND MITOSIS |
| ORC5 | 1.17 | 0.02 | CELL CYCLE AND MITOSIS |
| PRKDC | 1.27 | 0.01 | CELL CYCLE AND MITOSIS |
| SMC3 | 1.26 | 0.02 | CELL CYCLE AND MITOSIS |
| TTK | 1.24 | 0.02 | CELL CYCLE AND MITOSIS |
| WEE1 | 1.31 | 0.01 | CELL CYCLE AND MITOSIS |
| YWHAE | 1.38 | 0.01 | CELL CYCLE AND MITOSIS |
| YWHAZ | 1.36 | 0.05 | CELL CYCLE AND MITOSIS |
| ABCD3 | 1.19 | 0.03 | ABC TRANSPORTERS |
| ABCC5 | 1.09 | 0.04 | ABC TRANSPORTERS |
| ABCC4 | 1.21 | 0.01 | ABC TRANSPORTERS |
| IL22RA1 | -1.13 | 0.02 | JAK-STAT |
| SOS1 | 1.32 | 0.01 | JAK-STAT |
| PIK3CA | 1.24 | 0.01 | JAK-STAT |
| RAF1 | 1.11 | 0.03 | JAK-STAT |
| IL7 | 1.16 | 0.03 | JAK-STAT |
| JAK2 | 1.21 | 0.02 | JAK-STAT |
| STAM | 1.29 | 0.01 | JAK-STAT |
| PTPN11 | 1.18 | 0.03 | JAK-STAT |
a Official gene symbols.
b Fold changes of gene expression (12 months vs. diagnosis).
c P-value adjusted according to Benjamini-Hochberg false discovery rate.
d KEGG pathway name.
Genes of the Cell cycle and Mitosis pathway with significant differential expression in BM CD34+/lin- cells from 78 CP-CML patients at diagnosis vs.
12 months of nilotinib treatment.
| Gene Symbol | Fold Change | Adjusted p-value |
|---|---|---|
| ANAPC1 | 1.23 | 0.01 |
| ANAPC4 | 1.20 | 0.01 |
| ANAPC7 | 1.16 | 0.04 |
| ATM | 1,24 | 0,01 |
| BUB1 | 1.16 | 0.04 |
| BUB3 | 1.23 | 0.02 |
| CCNA2 | 1.29 | 0.01 |
| CCNB1 | 1.26 | 0.02 |
| CDC27 | 1.27 | 0.01 |
| CDC6 | 1.21 | 0.02 |
| CDK7 | 1.17 | 0.04 |
| DBF4 | 1.19 | 0.02 |
| HDAC2 | 1.33 | 0.02 |
| MAD2L1 | 1.27 | 0.01 |
| MCM3 | 1.19 | 0.02 |
| MCM6 | 1.25 | 0.03 |
| MDM2 | 1.26 | 0.02 |
| ORC2 | 1.31 | 0.01 |
| ORC4 | 1.19 | 0.03 |
| ORC5 | 1.17 | 0.02 |
| PRKDC | 1.27 | 0.01 |
| SMC3 | 1.26 | 0.02 |
| TTK | 1.24 | 0.02 |
| WEE1 | 1.31 | 0.01 |
| YWHAE | 1.38 | 0.01 |
| YWHAZ | 1.36 | 0.05 |
a Official gene symbols.
b Fold changes of gene expression (12 months vs. diagnosis).
c P-value adjusted according to Benjamini-Hochberg false discovery rate.
Fig 1(A) Box plot of expression of genes of the Cell Cycle and Mitosis pathway. Twenty-six genes were significantly differentially expressed in BM CD34+/lin- cells from CP-CML patients at diagnosis vs. 12 months of nilotinib treatment. (B) Box plot of expression of genes of the ATP-binding cassette (ABC) pathway. The comparison between BM CD34+/lin- cells of CP-CML patients at diagnosis and 12 months of nilotinib treatment showed 3 genes significantly differentially expressed. (C) Box plot of expression of genes of the JAK-STAT pathway. Eight genes demonstrated a significant differential expression in BM CD34+/lin- cells from CP-CML patients at diagnosis vs. 12 months of nilotinib treatment.
Genes of the ATP-binding cassette (ABC) pathway with significant differential expression in BM CD34+/lin- cells from 78 CP-CML patients at diagnosis vs. 12 months of nilotinib treatment.
| Gene Symbol | Fold Change | Adjusted p-value |
|---|---|---|
| ABCD3 | 1.19 | 0.03 |
| ABCC5 | 1.09 | 0.04 |
| ABCC4 | 1.21 | 0.01 |
a Official gene symbols.
b Fold changes of gene expression (12 months vs. diagnosis).
c P-value adjusted according to Benjamini-Hochberg false discovery rate.
Genes of the JAK-STAT pathway with significant differential expression in BM CD34+/lin- cells from 78 CP-CML patients at diagnosis vs. 12 months of nilotinib treatment.
| Gene Symbol | Fold Change | Adjusted p-value |
|---|---|---|
| IL22RA1 | -1.13 | 0.02 |
| SOS1 | 1.32 | 0.01 |
| PIK3CA | 1.24 | 0.01 |
| RAF1 | 1.11 | 0.03 |
| IL7 | 1.16 | 0.03 |
| JAK2 | 1.21 | 0.02 |
| STAM | 1.29 | 0.01 |
| PTPN11 | 1.18 | 0.03 |
a Official gene symbols.
b Fold changes of gene expression (12 months vs. diagnosis).
c P-value adjusted according to Benjamini-Hochberg false discovery rate.