Mol. Cells 2016; 39(12): 898-908
Published online December 21, 2016
https://doi.org/10.14348/molcells.2016.0210
© The Korean Society for Molecular and Cellular Biology
Correspondence to : *Correspondence: ssysmc@snu.ac.kr
Despite recent groundbreaking advances in multiple myeloma (MM) treatment, most MM patients ultimately experience relapse, and the relapse biology is not entirely understood. To define altered gene expression in MM relapse, gene expression profiles were examined and compared among 16 MM patients grouped by 12 months progression-free survival (PFS) after autologous stem cell transplantation. To maximize the difference between prognostic groups, patients at each end of the PFS spectrum (the four with the shortest PFS and four with the longest PFS) were chosen for additional analyses. We discovered that integrin-α8 (
Keywords epithelial-mesenchymal transition, gene expression profile, integrin-α8, multiple myeloma relapse
Multiple myeloma (MM) is characterized by a clonal proliferation of malignant plasma (Palumbo and Anderson, 2011). The recent inundation of novel chemotherapeutic agents has led to tremendous advances in the treatment and survival outcomes and extended overall survival in MM patients (Kyle and Rajkumar, 2004). Nevertheless, MM still poses a great clinical challenge as most patients experience a relapse during their disease, but the exact mechanisms of relapse remain obscure (Avet-Loiseau, 2010; Lonial, 2010; Pandit and Vesole, 2001).
Gene expression profiling (GEP) has been used to predict the prognosis of cancer and apply tailored therapy (Potti et al., 2006; Reverter et al., 2010). Several groups have reported GEPs associated with MM progression and tried to develop novel therapeutic targets (Anguiano et al., 2009; Broyl et al., 2010; Kuiper et al., 2012; Harousseau et al., 2004; Zhan et al., 2002). However, less has been done to define novel therapeutic targets due to the complexity of MM relapse, and, to the best of our knowledge, our study is the first to analyze the mechanisms of relapse after high-dose chemotherapy with stem cell rescue. Investigation of altered gene expression related to relapse will provide a better understanding of relapse biology.
Epithelial-mesenchymal transition (EMT) is physiologically involved in embryogenesis, embryo implantation, and organ development, and contributes to cancer progression, metastasis, and tumor recurrence in pathologic circumstances (Kalluri and Weinberg, 2009; Thiery et al., 2009). The acquisition of EMT by cancer cells is associated with stem cell phenotype, cell migration, invasion and metastasis, and it is a well-recognized phenomenon in solid tumor (Guarino, 2007; Guarino et al., 2007). In MM, hypoxic conditions regulate the transcription of EMT related markers, causing MM cells to disseminate and metastasize to the new bone marrow (BM) region (Azab et al., 2012). CXCR4, which is one of the potential therapeutic targets in MM, is crucial for migration and homing of MM cells into BM. EMT has previously been reported to mediate CXCR4 to enhance metastasis in both solid tumors and MM (Alsayed et al., 2007; Azab et al., 2009; 2012; Yagi et al., 2011). MM cells with migration activity continuously egress out of the original location and metastasize into new areas, which ultimately translates into the development of disease heterogeneity, drug resistance, metastasis and relapse of MM (Bianchi et al., 2015; Hideshima et al., 2002; Menu et al., 2006).
The integrin family consists of cell adhesion receptors widely expressed in various types of cancer, including MM. Integrins play a crucial role in tumor initiation, progression, and metastasis by mediating tumor cell proliferation, migration, and invasion (Damiano and Dalton, 2000; Desgrosellier and Cheresh, 2010; Rathinam and Alahari, 2010). In MM, α4β1 (VLA-4) and α5β1 (VLA-5) are recognized as major integrins mediating the interaction between MM cells and BM niches through adhesion, migration and homing (Damiano and Dalton, 2000; Damiano et al., 1999; Sanz-Rodriguez and Teixido, 2001). Integrin-β7 is also important as it enhances adhesive interaction of MM cells with BM, and increases the production of vascular endothelial growth factor (VEGF), resulting in drug resistance (Neri et al., 2011). Overall, the integrin family is regarded as an attractive and promising therapeutic target for MM.
Our study focused on the genetic events of 16 relapsed MM patients after autologous bone marrow transplantation with distinguished gene expression patterns relative to PFS duration. We hypothesized that highly expressed integrin-α8, newly discovered from GEP in early relapsed MM patients, interprets MM cells EMT-like features, causing migration, invasion and drug resistance. Therefore, integrin-α8 could be utilized as a prognostic marker and a therapeutic target.
Melphalan was purchased from Sigma Aldrich (USA) while bortezomib and sunitinib were obtained from Selleckchem.com.
The human MM cell lines, KMS-12-BM, KMS-12-PE, MOLP8, NCI-H929, LP-1 and EJM, were obtained from Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH (Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Germany). The U266 and RPMI-8226 cell lines were kindly provided by Dr. Dong Soon Lee (Seoul National University, College of Medicine, Korea). Those cell lines were cultured in RPMI-1640 supplemented with penicillin (100 U/ml)/streptomycin (100 μg/ml) and 10% FBS (RPMI-8226), 15% FBS (U266) or 20% FBS (KMS-12-BM, KMS-12-PE, MOLP8 and NCI-H929). The LP1 and EJM were maintained in IMDM supplemented with penicillin (100 U/ml)/streptomycin (100μg/ml) and 20% FBS. The cells were incubated at 37°C in a 5% CO2 atmosphere.
Bone marrow aspirates were obtained from 16 MM patients under a protocol approved by the Seoul National University Hospital Institutional Review Board for the use of samples for research. Each total RNA sample was isolated using an RNA Blood Mini Kit (QIAGEN, USA), and the concentration was measured using a ND-1000 Spectrometer (Nano Drop Technologies, Inc., USA).
All 16 MM patients’ BM were run in triplicate. RNA isolated from the 16 MM patients was used for gene expression analysis with the Human-6 Whole-Genome Expression BeadChip (Illumina). Biotin-labeled cRNA was produced using a linear amplification kit (Ambion, USA) with 300 ng of quality-checked total RNA as an input. Chip hybridizations, washing, Cy3-streptavidin staining, and scanning were performed on a BeadArray™ Reader (Illumina) platform using reagents and by following protocols supplied by the manufacturer. The “Detection Score” was used to determine expression. Microarray data are available in the ArrayExpress database (
A heatmap of the differentially expressed genes based on the 12 month PFS was created using Java TreeView 1.1.6r2 version (Department of Genetics, Stanford University School of Medicine, USA:
Total RNA was isolated using TRIzol reagent (Gibco BRL, USA). cDNA was synthesized by reverse-transcription PCR with Superscript III reverse transcriptase (Invitrogen, Carlsbad, CA, USA). Quantitative real-time PCR was conducted using an iCycler iQ detection system (BioRad Laboratories, Inc., USA) with SYBR Green. All data from the samples were normalized to the 18s cDNA levels. The primers used for qRT-PCR are listed in Table 1.
Whole cell lysates were collected using Kinexus protein lysis buffer (containing 20 nM MOPS (pH 7.0), 2 mM EGTA, 5 mM EDTA, 30 mM sodium fluoride, 60 mM β-glycerophosphate (pH 7.2), 20 mM sodium pyrophosphate, 1 mM sodium orthovanadate, 1% Triton X-100, 1 mM PMSF and 1g/mL protein inhibitor cocktail (Hoffmann-La Roche Ltd., Swiss). Cell lysates were separated on 8% to 15% SDS-PAGE, transferred onto nitrocellulose membranes and then probed overnight at 4°C using the following appropriate primary antibodies: integrin-α8 (Santa Cruz Biotechnology), N-cadherin, vimentin, slug, snail (Cell Signaling Technology), phospho-CXCR4 and total CXCR4 (Abcam). Antibody binding was detected using the enhanced chemiluminescence system reagents (Amersham Pharmacia Biotec., USA). GAPDH or α-tubulin (Cell Signaling Technology) was used as a loading control.
Transfection with pCMV3-ITGA8-GFPSpark (Sino Biological Inc., China) or pCMV3 control vector was performed using Lipofectamine RNAiMAX reagent (Invitrogen, USA) according to the manufacturer’s instructions.
LP1 or RPMI-8226 cells (5 × 106 cells/ml), control or ITGA8 overexpressed, were loaded into human fibronectin (Millipore, Germany) or MM patient derived BMSCs coated 96 well plates and incubated for 2–4 h at 37°C. Non-adherent cells were washed out with serum free RPMI 1640 media three times, after which 10 μl of CCK8 (Dojindo, Japan) was added into each well and incubated for 4 h. The adhered cells were detected at 450 nm using a microplate reader (Becton Dickinson Labware, France).
A chemotaxis assay was measured using an 8-μ-pore transwell plate (BioVision, Inc., USA) according to the manufacturer’s protocol. Next, 2–3 × 105 serum starved MM cells (LP1 and RPMI-8226), control or ITAG8 overexpressed, suspended in serum free RPMI1640 media were added to the upper chamber in the presence of medium containing 0 or 30 nM recombinant SDF1α (ProSpec, USA) in the lower chamber. After 24 h of incubation, the cells in the lower chamber were counted using Countess II FL (Thermo Fisher Scientific, USA) or the O.D. value at 450 nm was measured using a Versamax microplate reader (Molecular Devices).
MM cell invasion was measured using an 8-μ-pore transwell plate coated with gel basement membrane solution (BioVision, Inc., USA) according to the manufacturer’s protocols. Next, 2–3 × 105 serum starved MM cells (LP1 and RPMI-8226), control or ITAG8 overexpressed, suspended in serum free RPMI1640 media were added to the upper chamber in the presence of supplemented medium in the lower chamber. After 24–48 h of incubation, the cells in the lower chamber were counted using a Countess II FL (Thermo Fisher Scientific, USA) or the O.D. value was measured at 450 nm.
Cells were seeded in 96 well plates, then exposed to 50 or 100 μM melphalan, or 1 μM bortezomib for 24 h. Next, 10 μl of CCK8 (Dojindo, Japan) was added into each well and the cells were incubated for 2–4 h. The absorbance of each well was detected at 450 nm using a microplate reader (Becton Dickinson Labware, France).
Genetic and expression alterations data were obtained from the cBioPortal cancer genomics platform (
The statistical significance of differences observed between the two groups was analyzed by the Student’s
To define the gene expression aspects in MM relapse, gene expression profiles were analyzed in 16 MM relapsed patients using the Human-6 Whole-Genome Expression BeadChip (Illumina). The whole BM aspirated from MM relapsed patients was used for RNA extraction and we interpreted whole BM as a tumor burden. The range of progression free survival (PFS) duration after autologous stem cell transplantation among the 16 MM patients was 54 to 1795 days, and one of them still did not relapse (Table 2). Patients were divided into two groups on the basis of 12 months PFS for GEP analysis. After filtering based on a P ≤ 0.01, heatmapping with 529 genes revealed markedly different gene expression pattern between the PFS < 12 month group and > 12 month group (Fig. 1A). From the 12 months PFS point, 77 genes upregulated more than two-fold in the < 12 months group were defined and the altered biological pathways were investigated (
To maximize the difference between different prognostic groups, patients at each end of the PFS spectrum (the four with the shortest PFS and the four with the longest PFS) were selected for analyses and each group was defined as an ‘early group’ or ‘late group’ (Table 3). Heatmapping with a total of 1018 genes filtered at P ≤ 0.01, also showed a distinguished expression pattern between two groups (Fig. 1B). The 163 genes that showed expression upregulated by more than two-fold were defined based on comparison to the late group (
The
Integrin-α8 has not been thoroughly investigated in cancer, but it is expressed in mammary tumors undergoing metastasis, where it acts as a tumor cell receptor (Scherberich et al., 2005). Moreover, in many studies not related to cancer, integrin-α8 has been found to be localized on the extracellular domain in mesenchymal cells, such as fibroblast cells, mesangial cells and vascular smooth muscle cells, where it serves as a receptor for fibronectin, vitronectin, and osteopontin (Brandenberger et al., 2001; Denda et al., 1998; Muller et al., 1995). We conducted immunofluorescence staining to determine where integrin-a8 localizes in MM cells. As shown in
To understand the role of integrin-α8 expression in the MM relapse mechanism, we transiently transfected pCMV3-ITGA8-GFPSpark into MM cell lines. To accomplish this, we used RPMI-8226 and LP1 cells, which showed different basal expression of integrin-α8, to investigate whether the biological effects of integrin-α8 would come out the same, regardless of the expression level. The transfection results were confirmed based on the mRNA and protein level of integrin-α8 (Fig. 2A).
It is well known that cancer recurrence occurs due to the cancer stem cells (CSCs) having self-renewal ability, chemo-resistance, potential to metastasize, etc. (Lobo et al., 2007). Some studies have revealed that cancer cells acquire stem cell features and therefore behave like CSCs and contribute to malignancy of the tumor as well as cancer relapse (Blagosklonny, 2006; Mitra et al., 2015). We investigated whether integrin-α8 overexpression induces stemness properties. The mRNA level of stem cell markers including VEGF, HIF-1α, Nanog, and OCT4 was quantified by qRT-PCR, and compared to that of the control. Integrin-α8 overexpression in LP1 and RPMI-8226 cells induced the mRNA expression of the stemness factor (Fig. 2B), indicating that integrin-α8 mediates the stem cell-like features in MM cells.
In solid tumors, a subpopulation of stem cell like-cancer cells regulate EMT phenotype. Similarly, clonogenic MM cells also show a stem cell like-phenotype and consequently acquire EMT like-features (Blagosklonny, 2006; Matsui et al., 2008; Mitra et al., 2015). We demonstrated whether integrin-α8 overexpression can mediate the EMT phenomenon. To accomplish this, we screened the transcriptional level of EMT markers including E-cadherin, N-cadherin, vimentin and twist in overexpressed integrin-α8 LP1 and RPMI-8226 cells (Fig. 2C). It is well known that down-regulation of E-cadherin and upregulation of N-cadherin mediates EMT (Thiery et al., 2009). Our results demonstrate that increasing integrin-α8 expression increased N-cadherin level, as well as that of vimentin and twist, by more than 2 fold compared to the control. However, E-cadherin expression showed no significant changes. Protein levels also showed upregulation of N-cadherin, snail, slug and vimentin in integrin-α8 overexpressed cells (Fig. 2D), whereas there were no differences in E-cadherin protein expression (data not shown). We also checked the transcriptional level of MMP2 and MMP9, critical molecules involved in cancer metastasis (Gialeli et al., 2011), by qRT-PCR; however, MMP2 was not detected in integrin-α8 overexpressed LP1 because of its low expression. Moreover, there was no significant change in MMP9 compared to the control. Integrin-α8 overexpressed 8226 cells showed slight induction in both MMP2 and MMP9, but we found that it did not differ significantly from the control (
The interaction between MM cells and BM niches through invasion, migration, and adhesion is crucial to disease progression through which MM cells acquire proliferation and survival advantages, as well as drug resistance (Bianchi et al., 2015; Damiano et al., 1999; Pagnucco et al., 2004). Regarding the previous results that showed upregulated integrin-α8 induces stemness features and EMT markers, we next investigated the invasive ability of integrin-α8 overexpressed cells. As shown in Fig. 3A, a gain of integrin-α8 expression significantly increased RPMI-8226 and LP1 cell invasion that those cells penetrated the basement membrane coated chamber more actively than the control. These results show that integrin-α8 is one of the key factors of MM relapse biology, and that it functions by mediating the EMT-like features.
Migration activity was also evaluated by a transwell migration assay, which revealed that 0 or 30 nM SDF-1α induced MM cells to migrate. Overexpression of integrin-α8 significantly induced chemotaxis of LP1 and RPMI-8226 cells compared to the control (Fig. 3B). There is growing evidence that the acquisition of EMT-like features accompanied the upregulated CXCR4 expression during MM cell dissemination (Roccaro et al., 2015). The CXCR4/SDF-1α axis plays a major role in chemotaxis in MM cells to BM, and we evaluated CXCR4 expression (Alsayed et al., 2007). As shown in Fig. 3C, the mRNA level of CXCR4 and protein level of pCXCR4 were upregulated in overexpressed integrin-α8 MM cells. These findings indicate that integrin-α8 may regulate CXCR4/SDF-1α signaling, causing MM cells to migrate actively. We next examined the integrin-α8 effect on MM cells adhesion to fibronectin and BMSCs isolated from MM patients. Compared to control, we could not find any significant effect of integrin-α8 in adhesive activity to BM elements (Fig. 3D). Our results are contradictory to the well-known finding that integrin is one of the major molecules involved in regulation of cell adhesion. However, the knockdown conditions of integrin-α8 decreased adhesive interaction on BM (
The alkylating agent, melphalan, and the proteasome inhibitor, bortezomib, are the most widely used treatment agents in MM patients, and failure of these chemotherapeutic strategies leads to MM recurrence. Therefore, we investigated whether integrin-α8 overexpression affected the sensitivity of melphalan and bortezomib. As shown in Fig. 4, integrin-α8 overexpressed LP1, while RPMI 8226 cells showed lower sensitivity in the presence of 50 μM and100 μM of melphalan as well as high doses of bortezomib after 24 h. These results indicate that induction of EMT-like features mediated by integrin-α8 may contribute to drug resistance, which can lead MM disease progression.
It is well known that the crosstalk between integrin and growth factor receptor regulates migration and adhesion of cancer cells, consequently mediating cancer initiation, drug resistance, and metastasis (Eliceiri, 2001). We obtained evidence from cBioPortal cancer genomic platforms that integrin-α8 mRNA upregulation is correlated with 42.2% of
Despite remarkable recent advances in MM treatment, MM remains an incurable disease with unidentified mechanisms of relapse (Kyle and Rajkumar, 2004; Richardson et al., 2005). In this study, to address the unresolved questions regarding MM relapse mechanisms, we focused on identifying the key molecules responsible for controlling adhesion, migration and invasion of MM cells. A recent study showed that MM cells disseminate into peripheral circulation through acquisition of EMT-like features under hypoxic conditions to migrate and invade into a new region of BM. These behaviors are a similar to those observed in solid tumor metastasis, in which MM cells become more malignant to survive, proliferate, escape and become resistant against chemotherapy, eventually leading to MM recurrence (Azab et al., 2012; Muz et al., 2014; Thompson and Haviv, 2011). Similarly, in the present study, GEP revealed that integrin-α8 is constantly highly expressed in MM with early relapse, and that integrin-α8 induces EMT-like features in these patients, which could play a pivotal role in relapse.
For the first part of our study, gene expression of 16 relapsed MM patients undergoing autologous stem cell transplantation was analyzed. Whole BM from relapsed MM patients was used for RNA extraction that we interpreted whole BM as a tumor burden. Furthermore, genes resistant to bone marrow transplantation or chemotherapy may not have any impact on their expression level (Batist et al., 2011; Nooter and Herweijer, 1991), so the acquired date of BM from patients was not considered. Grouping with PFS duration at the point of 12 months or grouping at each end of the PFS spectrum (the four patients with the shortest PFS and the four patients with the longest PFS) were compared and found to have considerably different patterns of gene expression. In both analyses, three genes,
The integrin family plays an important role in mediating MM pathogenesis and drug resistance by promoting adhesion, migration and homing to BM niche (Damiano and Dalton, 2000; Neri et al., 2011; Sanz-Rodriguez et al., 1999). However, integrin-α8, which we newly discovered from GEP of relapsed MM, has never previously been reported in MM. In this study, we investigated whether the induction of integrin-α8 may potentially be involved in early MM relapse by regulating the interaction with the BM niche through adhesion, migration, and invasion. The cBioPortal database revealed the highest frequency of
Since integrin-α8 was shown to be upregulated in MM early relapse, we overexpressed integrin-α8 in LP1 and RPMI-8226 to investigate its functional role. We screened stem cell markers in integrin-α8 overexpressed MM cells and found that integrin-α8 upregulation may mediate the stemness feature of MM cells. There is growing evidence that cancer cells share the signaling of cancer stem cells, which express the markers of normal stem cells, tumor initiation ability, drug resistance, and acquisition of the EMT phenotype. The subpopulation of MM cells was also found to have cancer stem cell properties and play important roles in MM progression and relapse (Lobo et al., 2007; Matsui et al., 2008; Mitra et al., 2015; Muz et al., 2014). Regarding these results, we investigated the EMT phenomenon in which acquired stemness features mediated by integrin-α8 might induce a transcriptional level of EMT markers. Consistent with these results, an invasion assay demonstrated that integrin-α8 overexpression enhanced cell invasive ability. E-cadherin, which is a marker of mesenchymal-epithelial transition (MET), showed a slight reduction or no change of mRNA level in integrin-α8 overexpressed MM cells and the protein level was not detectable.
CXCR4, which is one of the potential therapeutic targets in MM, is essential to migration and homing of MM cells into BM (Alsayed et al., 2007; Azab et al., 2009). Circulating MM cells in patients have been reported to predict poor survival outcomes and to be related to MM bone disease, which is a major symptom of MM (Nowakowski et al., 2005; Ooi and Dunstan, 2009). Our results showed that increased integrin-α8 expression significantly induced migration ability mediated by upregulated CXCR4 mRNA and protein. Unlike previous studies, overexpressed integrin-α8 cells showed no change or little reduction of adhesion to MM patients derived BMSCs or FN when compared to the control. Considering these data, integrin-α8 mediates the acquisition of EMT properties and induction of CXCR4 expression, which eventually promotes MM cells to migrate and invade to new regions of BM rather than adhere and be retained by the BM microenvironment. Previous observations support our finding that the induction of EMT features enhances CXCR4 expression in epithelial tumors, and that acquisition of EMT-like phenotype with the upregulation of CXCR4 expression develops the extra-medullary in MM, resulting in MM cell dissemination and metastasis (Muz et al., 2014; Roccaro et al., 2015).
Failure to respond to chemotherapy leads to spread of cancer, and these two processes of drug resistance development and cancer metastasis are intricately related (Mitra et al., 2015; Singh and Settleman, 2010; Shang et al., 2013). Arumugam et al. showed that EMT mediates induction of Zeb1, an EMT marker, causing drug resistance to gemcitabine, 5-fluorouracil, and cisplatin in pancreatic cancer cells (Arumugam et al., 2009). In wild-type EGFR non-small cell lung cancer (NSCLC) cells, the sensitivities of EGFR inhibition were determined by the degree of EMT. Moreover, the NSCLC cell line, which expresses E-cadherin, a negative regulator of EMT, showed greater response to EGFR inhibition (Nurwidya et al., 2012). In agreement with these previous reports, our results also show that acquisition of the EMT-like phenotype mediated by integrin-a8 lowered the sensitivity of melphalan and bortezomib in MM cells. Thus, targeting EMT may be essential for reverse drug resistance, metastasis, and tumor recurrence.
The crosstalk between integrin and growth factor receptor activates intercellular signaling of cancer cell proliferation, survival, invasion, and migration (Eliceiri, 2001). We investigated whether
In conclusion, we present the first demonstration of highly expressed integrin-α8 inducing EMT-like phenotype in MM cells, which in turn mediates migration, invasion, and drug resistance acquisition. We suggest integrin-α8 as a potential marker of early relapse. Further research should be conducted to establish integrin-α8 as a therapeutic target to reach complete remission of MM.
Sequence of primer
Gene | Forward(5′-3′) | Reverse (5′-3′) |
---|---|---|
ITGA8 | ACATTCTGGTGGACTGTGG | AATCCCTTGTTGTTGCGTTC |
VEGF | CCTTGCTGCTCTACCTCCAC | ATCTGCATGGTGATGTTGGA |
HIF1α | TGATGACCAGCAACTTGAGG | TGGGGCATGGTAAAAGAAAG |
OCT4 | GTACTCCTCGGTCCCTTTCC | CAAAAACCCTGGCACAAACT |
Nanog | ATGCCTCACACGGAGACTG | CTGCGTCACACCATTGCTA |
CDH1 | TGCCCAGAAAATGAAAAAGG | GTGTATGTGGCAATGCGTTC |
CDH2 | CCATCACTCGGCTTAATGGT | GATGATGATGCAGAGCAGGA |
Vimentin | TGCCCTTAAAGGAACCAATG | TCCAGCCAGCTTCCTGTAAGGT |
Twist | GTCCGCAGTCTTACGAGGAG | CCAGCTTGAGGGTCTGAATC |
Slug | CTTTTTCTTGCCCTCACTGC | GCTTCGGAGTGAAGAAATGC |
Snail | ACCCCACATCCTTCTCACTG | TACAAAAACCCACGCAGACA |
CXCR4 | GGTGGTCTATGTTGGCGTCTT | TGGAGTGTGACAGCTTGGAG |
PDGFRA | GAAGCTGTCAACCTGCATGA | CTTCCTTAGCACGGATCAGC |
PDGFRB | GCACTTTTATCCACCCAGGA | GTACTTGGCTCAGCCTCCAG |
The characteristics of 16 MM patients
Relapsed after auto BMT | <12 month (n = 7) | >12 month (n = 9) |
---|---|---|
PFS, days | ||
Average | 182.1 | 663.4 |
Range | 54–343 | 406–1795 |
Age, years | ||
Average | 58.5 | 55.7 |
Range | 54.2–63.9 | 49.4–66.4 |
Sex, n | ||
Male | 5 | 7 |
Female | 2 | 2 |
The characteristics of 8 MM patients
Relapsed after auto BMT | Early group (n = 4) | Late group (n = 4) |
---|---|---|
PFS, days | ||
Average | 101.5 | 924.25 |
Range | 54–169 | 517–1795 |
Age, years | ||
Average | 55.4 | 55.2 |
Range | 45.25–63.94 | 49.36–62.68 |
Sex, n | ||
Male | 2 | 3 |
Female | 2 | 1 |
Mol. Cells 2016; 39(12): 898-908
Published online December 31, 2016 https://doi.org/10.14348/molcells.2016.0210
Copyright © The Korean Society for Molecular and Cellular Biology.
Jiyeon Ryu1, Youngil Koh2, Hyejoo Park1, Dae Yoon Kim1, Dong Chan Kim1, Ja Min Byun2, Hyun Jung Lee3, and Sung-Soo Yoon1,2,*
1Cancer Research Institute, Seoul National University College of Medicine, Seoul 03080, Korea, 2Department of Internal Medicine, Seoul National University Hospital, Seoul 03080, Korea, 3Department of Internal Medicine, Dongguk University Ilsan Hospital, Goyang 10326, Korea
Correspondence to:*Correspondence: ssysmc@snu.ac.kr
Despite recent groundbreaking advances in multiple myeloma (MM) treatment, most MM patients ultimately experience relapse, and the relapse biology is not entirely understood. To define altered gene expression in MM relapse, gene expression profiles were examined and compared among 16 MM patients grouped by 12 months progression-free survival (PFS) after autologous stem cell transplantation. To maximize the difference between prognostic groups, patients at each end of the PFS spectrum (the four with the shortest PFS and four with the longest PFS) were chosen for additional analyses. We discovered that integrin-α8 (
Keywords: epithelial-mesenchymal transition, gene expression profile, integrin-α8, multiple myeloma relapse
Multiple myeloma (MM) is characterized by a clonal proliferation of malignant plasma (Palumbo and Anderson, 2011). The recent inundation of novel chemotherapeutic agents has led to tremendous advances in the treatment and survival outcomes and extended overall survival in MM patients (Kyle and Rajkumar, 2004). Nevertheless, MM still poses a great clinical challenge as most patients experience a relapse during their disease, but the exact mechanisms of relapse remain obscure (Avet-Loiseau, 2010; Lonial, 2010; Pandit and Vesole, 2001).
Gene expression profiling (GEP) has been used to predict the prognosis of cancer and apply tailored therapy (Potti et al., 2006; Reverter et al., 2010). Several groups have reported GEPs associated with MM progression and tried to develop novel therapeutic targets (Anguiano et al., 2009; Broyl et al., 2010; Kuiper et al., 2012; Harousseau et al., 2004; Zhan et al., 2002). However, less has been done to define novel therapeutic targets due to the complexity of MM relapse, and, to the best of our knowledge, our study is the first to analyze the mechanisms of relapse after high-dose chemotherapy with stem cell rescue. Investigation of altered gene expression related to relapse will provide a better understanding of relapse biology.
Epithelial-mesenchymal transition (EMT) is physiologically involved in embryogenesis, embryo implantation, and organ development, and contributes to cancer progression, metastasis, and tumor recurrence in pathologic circumstances (Kalluri and Weinberg, 2009; Thiery et al., 2009). The acquisition of EMT by cancer cells is associated with stem cell phenotype, cell migration, invasion and metastasis, and it is a well-recognized phenomenon in solid tumor (Guarino, 2007; Guarino et al., 2007). In MM, hypoxic conditions regulate the transcription of EMT related markers, causing MM cells to disseminate and metastasize to the new bone marrow (BM) region (Azab et al., 2012). CXCR4, which is one of the potential therapeutic targets in MM, is crucial for migration and homing of MM cells into BM. EMT has previously been reported to mediate CXCR4 to enhance metastasis in both solid tumors and MM (Alsayed et al., 2007; Azab et al., 2009; 2012; Yagi et al., 2011). MM cells with migration activity continuously egress out of the original location and metastasize into new areas, which ultimately translates into the development of disease heterogeneity, drug resistance, metastasis and relapse of MM (Bianchi et al., 2015; Hideshima et al., 2002; Menu et al., 2006).
The integrin family consists of cell adhesion receptors widely expressed in various types of cancer, including MM. Integrins play a crucial role in tumor initiation, progression, and metastasis by mediating tumor cell proliferation, migration, and invasion (Damiano and Dalton, 2000; Desgrosellier and Cheresh, 2010; Rathinam and Alahari, 2010). In MM, α4β1 (VLA-4) and α5β1 (VLA-5) are recognized as major integrins mediating the interaction between MM cells and BM niches through adhesion, migration and homing (Damiano and Dalton, 2000; Damiano et al., 1999; Sanz-Rodriguez and Teixido, 2001). Integrin-β7 is also important as it enhances adhesive interaction of MM cells with BM, and increases the production of vascular endothelial growth factor (VEGF), resulting in drug resistance (Neri et al., 2011). Overall, the integrin family is regarded as an attractive and promising therapeutic target for MM.
Our study focused on the genetic events of 16 relapsed MM patients after autologous bone marrow transplantation with distinguished gene expression patterns relative to PFS duration. We hypothesized that highly expressed integrin-α8, newly discovered from GEP in early relapsed MM patients, interprets MM cells EMT-like features, causing migration, invasion and drug resistance. Therefore, integrin-α8 could be utilized as a prognostic marker and a therapeutic target.
Melphalan was purchased from Sigma Aldrich (USA) while bortezomib and sunitinib were obtained from Selleckchem.com.
The human MM cell lines, KMS-12-BM, KMS-12-PE, MOLP8, NCI-H929, LP-1 and EJM, were obtained from Deutsche Sammlung von Mikroorganismen und Zellkulturen GmbH (Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Germany). The U266 and RPMI-8226 cell lines were kindly provided by Dr. Dong Soon Lee (Seoul National University, College of Medicine, Korea). Those cell lines were cultured in RPMI-1640 supplemented with penicillin (100 U/ml)/streptomycin (100 μg/ml) and 10% FBS (RPMI-8226), 15% FBS (U266) or 20% FBS (KMS-12-BM, KMS-12-PE, MOLP8 and NCI-H929). The LP1 and EJM were maintained in IMDM supplemented with penicillin (100 U/ml)/streptomycin (100μg/ml) and 20% FBS. The cells were incubated at 37°C in a 5% CO2 atmosphere.
Bone marrow aspirates were obtained from 16 MM patients under a protocol approved by the Seoul National University Hospital Institutional Review Board for the use of samples for research. Each total RNA sample was isolated using an RNA Blood Mini Kit (QIAGEN, USA), and the concentration was measured using a ND-1000 Spectrometer (Nano Drop Technologies, Inc., USA).
All 16 MM patients’ BM were run in triplicate. RNA isolated from the 16 MM patients was used for gene expression analysis with the Human-6 Whole-Genome Expression BeadChip (Illumina). Biotin-labeled cRNA was produced using a linear amplification kit (Ambion, USA) with 300 ng of quality-checked total RNA as an input. Chip hybridizations, washing, Cy3-streptavidin staining, and scanning were performed on a BeadArray™ Reader (Illumina) platform using reagents and by following protocols supplied by the manufacturer. The “Detection Score” was used to determine expression. Microarray data are available in the ArrayExpress database (
A heatmap of the differentially expressed genes based on the 12 month PFS was created using Java TreeView 1.1.6r2 version (Department of Genetics, Stanford University School of Medicine, USA:
Total RNA was isolated using TRIzol reagent (Gibco BRL, USA). cDNA was synthesized by reverse-transcription PCR with Superscript III reverse transcriptase (Invitrogen, Carlsbad, CA, USA). Quantitative real-time PCR was conducted using an iCycler iQ detection system (BioRad Laboratories, Inc., USA) with SYBR Green. All data from the samples were normalized to the 18s cDNA levels. The primers used for qRT-PCR are listed in Table 1.
Whole cell lysates were collected using Kinexus protein lysis buffer (containing 20 nM MOPS (pH 7.0), 2 mM EGTA, 5 mM EDTA, 30 mM sodium fluoride, 60 mM β-glycerophosphate (pH 7.2), 20 mM sodium pyrophosphate, 1 mM sodium orthovanadate, 1% Triton X-100, 1 mM PMSF and 1g/mL protein inhibitor cocktail (Hoffmann-La Roche Ltd., Swiss). Cell lysates were separated on 8% to 15% SDS-PAGE, transferred onto nitrocellulose membranes and then probed overnight at 4°C using the following appropriate primary antibodies: integrin-α8 (Santa Cruz Biotechnology), N-cadherin, vimentin, slug, snail (Cell Signaling Technology), phospho-CXCR4 and total CXCR4 (Abcam). Antibody binding was detected using the enhanced chemiluminescence system reagents (Amersham Pharmacia Biotec., USA). GAPDH or α-tubulin (Cell Signaling Technology) was used as a loading control.
Transfection with pCMV3-ITGA8-GFPSpark (Sino Biological Inc., China) or pCMV3 control vector was performed using Lipofectamine RNAiMAX reagent (Invitrogen, USA) according to the manufacturer’s instructions.
LP1 or RPMI-8226 cells (5 × 106 cells/ml), control or ITGA8 overexpressed, were loaded into human fibronectin (Millipore, Germany) or MM patient derived BMSCs coated 96 well plates and incubated for 2–4 h at 37°C. Non-adherent cells were washed out with serum free RPMI 1640 media three times, after which 10 μl of CCK8 (Dojindo, Japan) was added into each well and incubated for 4 h. The adhered cells were detected at 450 nm using a microplate reader (Becton Dickinson Labware, France).
A chemotaxis assay was measured using an 8-μ-pore transwell plate (BioVision, Inc., USA) according to the manufacturer’s protocol. Next, 2–3 × 105 serum starved MM cells (LP1 and RPMI-8226), control or ITAG8 overexpressed, suspended in serum free RPMI1640 media were added to the upper chamber in the presence of medium containing 0 or 30 nM recombinant SDF1α (ProSpec, USA) in the lower chamber. After 24 h of incubation, the cells in the lower chamber were counted using Countess II FL (Thermo Fisher Scientific, USA) or the O.D. value at 450 nm was measured using a Versamax microplate reader (Molecular Devices).
MM cell invasion was measured using an 8-μ-pore transwell plate coated with gel basement membrane solution (BioVision, Inc., USA) according to the manufacturer’s protocols. Next, 2–3 × 105 serum starved MM cells (LP1 and RPMI-8226), control or ITAG8 overexpressed, suspended in serum free RPMI1640 media were added to the upper chamber in the presence of supplemented medium in the lower chamber. After 24–48 h of incubation, the cells in the lower chamber were counted using a Countess II FL (Thermo Fisher Scientific, USA) or the O.D. value was measured at 450 nm.
Cells were seeded in 96 well plates, then exposed to 50 or 100 μM melphalan, or 1 μM bortezomib for 24 h. Next, 10 μl of CCK8 (Dojindo, Japan) was added into each well and the cells were incubated for 2–4 h. The absorbance of each well was detected at 450 nm using a microplate reader (Becton Dickinson Labware, France).
Genetic and expression alterations data were obtained from the cBioPortal cancer genomics platform (
The statistical significance of differences observed between the two groups was analyzed by the Student’s
To define the gene expression aspects in MM relapse, gene expression profiles were analyzed in 16 MM relapsed patients using the Human-6 Whole-Genome Expression BeadChip (Illumina). The whole BM aspirated from MM relapsed patients was used for RNA extraction and we interpreted whole BM as a tumor burden. The range of progression free survival (PFS) duration after autologous stem cell transplantation among the 16 MM patients was 54 to 1795 days, and one of them still did not relapse (Table 2). Patients were divided into two groups on the basis of 12 months PFS for GEP analysis. After filtering based on a P ≤ 0.01, heatmapping with 529 genes revealed markedly different gene expression pattern between the PFS < 12 month group and > 12 month group (Fig. 1A). From the 12 months PFS point, 77 genes upregulated more than two-fold in the < 12 months group were defined and the altered biological pathways were investigated (
To maximize the difference between different prognostic groups, patients at each end of the PFS spectrum (the four with the shortest PFS and the four with the longest PFS) were selected for analyses and each group was defined as an ‘early group’ or ‘late group’ (Table 3). Heatmapping with a total of 1018 genes filtered at P ≤ 0.01, also showed a distinguished expression pattern between two groups (Fig. 1B). The 163 genes that showed expression upregulated by more than two-fold were defined based on comparison to the late group (
The
Integrin-α8 has not been thoroughly investigated in cancer, but it is expressed in mammary tumors undergoing metastasis, where it acts as a tumor cell receptor (Scherberich et al., 2005). Moreover, in many studies not related to cancer, integrin-α8 has been found to be localized on the extracellular domain in mesenchymal cells, such as fibroblast cells, mesangial cells and vascular smooth muscle cells, where it serves as a receptor for fibronectin, vitronectin, and osteopontin (Brandenberger et al., 2001; Denda et al., 1998; Muller et al., 1995). We conducted immunofluorescence staining to determine where integrin-a8 localizes in MM cells. As shown in
To understand the role of integrin-α8 expression in the MM relapse mechanism, we transiently transfected pCMV3-ITGA8-GFPSpark into MM cell lines. To accomplish this, we used RPMI-8226 and LP1 cells, which showed different basal expression of integrin-α8, to investigate whether the biological effects of integrin-α8 would come out the same, regardless of the expression level. The transfection results were confirmed based on the mRNA and protein level of integrin-α8 (Fig. 2A).
It is well known that cancer recurrence occurs due to the cancer stem cells (CSCs) having self-renewal ability, chemo-resistance, potential to metastasize, etc. (Lobo et al., 2007). Some studies have revealed that cancer cells acquire stem cell features and therefore behave like CSCs and contribute to malignancy of the tumor as well as cancer relapse (Blagosklonny, 2006; Mitra et al., 2015). We investigated whether integrin-α8 overexpression induces stemness properties. The mRNA level of stem cell markers including VEGF, HIF-1α, Nanog, and OCT4 was quantified by qRT-PCR, and compared to that of the control. Integrin-α8 overexpression in LP1 and RPMI-8226 cells induced the mRNA expression of the stemness factor (Fig. 2B), indicating that integrin-α8 mediates the stem cell-like features in MM cells.
In solid tumors, a subpopulation of stem cell like-cancer cells regulate EMT phenotype. Similarly, clonogenic MM cells also show a stem cell like-phenotype and consequently acquire EMT like-features (Blagosklonny, 2006; Matsui et al., 2008; Mitra et al., 2015). We demonstrated whether integrin-α8 overexpression can mediate the EMT phenomenon. To accomplish this, we screened the transcriptional level of EMT markers including E-cadherin, N-cadherin, vimentin and twist in overexpressed integrin-α8 LP1 and RPMI-8226 cells (Fig. 2C). It is well known that down-regulation of E-cadherin and upregulation of N-cadherin mediates EMT (Thiery et al., 2009). Our results demonstrate that increasing integrin-α8 expression increased N-cadherin level, as well as that of vimentin and twist, by more than 2 fold compared to the control. However, E-cadherin expression showed no significant changes. Protein levels also showed upregulation of N-cadherin, snail, slug and vimentin in integrin-α8 overexpressed cells (Fig. 2D), whereas there were no differences in E-cadherin protein expression (data not shown). We also checked the transcriptional level of MMP2 and MMP9, critical molecules involved in cancer metastasis (Gialeli et al., 2011), by qRT-PCR; however, MMP2 was not detected in integrin-α8 overexpressed LP1 because of its low expression. Moreover, there was no significant change in MMP9 compared to the control. Integrin-α8 overexpressed 8226 cells showed slight induction in both MMP2 and MMP9, but we found that it did not differ significantly from the control (
The interaction between MM cells and BM niches through invasion, migration, and adhesion is crucial to disease progression through which MM cells acquire proliferation and survival advantages, as well as drug resistance (Bianchi et al., 2015; Damiano et al., 1999; Pagnucco et al., 2004). Regarding the previous results that showed upregulated integrin-α8 induces stemness features and EMT markers, we next investigated the invasive ability of integrin-α8 overexpressed cells. As shown in Fig. 3A, a gain of integrin-α8 expression significantly increased RPMI-8226 and LP1 cell invasion that those cells penetrated the basement membrane coated chamber more actively than the control. These results show that integrin-α8 is one of the key factors of MM relapse biology, and that it functions by mediating the EMT-like features.
Migration activity was also evaluated by a transwell migration assay, which revealed that 0 or 30 nM SDF-1α induced MM cells to migrate. Overexpression of integrin-α8 significantly induced chemotaxis of LP1 and RPMI-8226 cells compared to the control (Fig. 3B). There is growing evidence that the acquisition of EMT-like features accompanied the upregulated CXCR4 expression during MM cell dissemination (Roccaro et al., 2015). The CXCR4/SDF-1α axis plays a major role in chemotaxis in MM cells to BM, and we evaluated CXCR4 expression (Alsayed et al., 2007). As shown in Fig. 3C, the mRNA level of CXCR4 and protein level of pCXCR4 were upregulated in overexpressed integrin-α8 MM cells. These findings indicate that integrin-α8 may regulate CXCR4/SDF-1α signaling, causing MM cells to migrate actively. We next examined the integrin-α8 effect on MM cells adhesion to fibronectin and BMSCs isolated from MM patients. Compared to control, we could not find any significant effect of integrin-α8 in adhesive activity to BM elements (Fig. 3D). Our results are contradictory to the well-known finding that integrin is one of the major molecules involved in regulation of cell adhesion. However, the knockdown conditions of integrin-α8 decreased adhesive interaction on BM (
The alkylating agent, melphalan, and the proteasome inhibitor, bortezomib, are the most widely used treatment agents in MM patients, and failure of these chemotherapeutic strategies leads to MM recurrence. Therefore, we investigated whether integrin-α8 overexpression affected the sensitivity of melphalan and bortezomib. As shown in Fig. 4, integrin-α8 overexpressed LP1, while RPMI 8226 cells showed lower sensitivity in the presence of 50 μM and100 μM of melphalan as well as high doses of bortezomib after 24 h. These results indicate that induction of EMT-like features mediated by integrin-α8 may contribute to drug resistance, which can lead MM disease progression.
It is well known that the crosstalk between integrin and growth factor receptor regulates migration and adhesion of cancer cells, consequently mediating cancer initiation, drug resistance, and metastasis (Eliceiri, 2001). We obtained evidence from cBioPortal cancer genomic platforms that integrin-α8 mRNA upregulation is correlated with 42.2% of
Despite remarkable recent advances in MM treatment, MM remains an incurable disease with unidentified mechanisms of relapse (Kyle and Rajkumar, 2004; Richardson et al., 2005). In this study, to address the unresolved questions regarding MM relapse mechanisms, we focused on identifying the key molecules responsible for controlling adhesion, migration and invasion of MM cells. A recent study showed that MM cells disseminate into peripheral circulation through acquisition of EMT-like features under hypoxic conditions to migrate and invade into a new region of BM. These behaviors are a similar to those observed in solid tumor metastasis, in which MM cells become more malignant to survive, proliferate, escape and become resistant against chemotherapy, eventually leading to MM recurrence (Azab et al., 2012; Muz et al., 2014; Thompson and Haviv, 2011). Similarly, in the present study, GEP revealed that integrin-α8 is constantly highly expressed in MM with early relapse, and that integrin-α8 induces EMT-like features in these patients, which could play a pivotal role in relapse.
For the first part of our study, gene expression of 16 relapsed MM patients undergoing autologous stem cell transplantation was analyzed. Whole BM from relapsed MM patients was used for RNA extraction that we interpreted whole BM as a tumor burden. Furthermore, genes resistant to bone marrow transplantation or chemotherapy may not have any impact on their expression level (Batist et al., 2011; Nooter and Herweijer, 1991), so the acquired date of BM from patients was not considered. Grouping with PFS duration at the point of 12 months or grouping at each end of the PFS spectrum (the four patients with the shortest PFS and the four patients with the longest PFS) were compared and found to have considerably different patterns of gene expression. In both analyses, three genes,
The integrin family plays an important role in mediating MM pathogenesis and drug resistance by promoting adhesion, migration and homing to BM niche (Damiano and Dalton, 2000; Neri et al., 2011; Sanz-Rodriguez et al., 1999). However, integrin-α8, which we newly discovered from GEP of relapsed MM, has never previously been reported in MM. In this study, we investigated whether the induction of integrin-α8 may potentially be involved in early MM relapse by regulating the interaction with the BM niche through adhesion, migration, and invasion. The cBioPortal database revealed the highest frequency of
Since integrin-α8 was shown to be upregulated in MM early relapse, we overexpressed integrin-α8 in LP1 and RPMI-8226 to investigate its functional role. We screened stem cell markers in integrin-α8 overexpressed MM cells and found that integrin-α8 upregulation may mediate the stemness feature of MM cells. There is growing evidence that cancer cells share the signaling of cancer stem cells, which express the markers of normal stem cells, tumor initiation ability, drug resistance, and acquisition of the EMT phenotype. The subpopulation of MM cells was also found to have cancer stem cell properties and play important roles in MM progression and relapse (Lobo et al., 2007; Matsui et al., 2008; Mitra et al., 2015; Muz et al., 2014). Regarding these results, we investigated the EMT phenomenon in which acquired stemness features mediated by integrin-α8 might induce a transcriptional level of EMT markers. Consistent with these results, an invasion assay demonstrated that integrin-α8 overexpression enhanced cell invasive ability. E-cadherin, which is a marker of mesenchymal-epithelial transition (MET), showed a slight reduction or no change of mRNA level in integrin-α8 overexpressed MM cells and the protein level was not detectable.
CXCR4, which is one of the potential therapeutic targets in MM, is essential to migration and homing of MM cells into BM (Alsayed et al., 2007; Azab et al., 2009). Circulating MM cells in patients have been reported to predict poor survival outcomes and to be related to MM bone disease, which is a major symptom of MM (Nowakowski et al., 2005; Ooi and Dunstan, 2009). Our results showed that increased integrin-α8 expression significantly induced migration ability mediated by upregulated CXCR4 mRNA and protein. Unlike previous studies, overexpressed integrin-α8 cells showed no change or little reduction of adhesion to MM patients derived BMSCs or FN when compared to the control. Considering these data, integrin-α8 mediates the acquisition of EMT properties and induction of CXCR4 expression, which eventually promotes MM cells to migrate and invade to new regions of BM rather than adhere and be retained by the BM microenvironment. Previous observations support our finding that the induction of EMT features enhances CXCR4 expression in epithelial tumors, and that acquisition of EMT-like phenotype with the upregulation of CXCR4 expression develops the extra-medullary in MM, resulting in MM cell dissemination and metastasis (Muz et al., 2014; Roccaro et al., 2015).
Failure to respond to chemotherapy leads to spread of cancer, and these two processes of drug resistance development and cancer metastasis are intricately related (Mitra et al., 2015; Singh and Settleman, 2010; Shang et al., 2013). Arumugam et al. showed that EMT mediates induction of Zeb1, an EMT marker, causing drug resistance to gemcitabine, 5-fluorouracil, and cisplatin in pancreatic cancer cells (Arumugam et al., 2009). In wild-type EGFR non-small cell lung cancer (NSCLC) cells, the sensitivities of EGFR inhibition were determined by the degree of EMT. Moreover, the NSCLC cell line, which expresses E-cadherin, a negative regulator of EMT, showed greater response to EGFR inhibition (Nurwidya et al., 2012). In agreement with these previous reports, our results also show that acquisition of the EMT-like phenotype mediated by integrin-a8 lowered the sensitivity of melphalan and bortezomib in MM cells. Thus, targeting EMT may be essential for reverse drug resistance, metastasis, and tumor recurrence.
The crosstalk between integrin and growth factor receptor activates intercellular signaling of cancer cell proliferation, survival, invasion, and migration (Eliceiri, 2001). We investigated whether
In conclusion, we present the first demonstration of highly expressed integrin-α8 inducing EMT-like phenotype in MM cells, which in turn mediates migration, invasion, and drug resistance acquisition. We suggest integrin-α8 as a potential marker of early relapse. Further research should be conducted to establish integrin-α8 as a therapeutic target to reach complete remission of MM.
. Sequence of primer.
Gene | Forward(5′-3′) | Reverse (5′-3′) |
---|---|---|
ITGA8 | ACATTCTGGTGGACTGTGG | AATCCCTTGTTGTTGCGTTC |
VEGF | CCTTGCTGCTCTACCTCCAC | ATCTGCATGGTGATGTTGGA |
HIF1α | TGATGACCAGCAACTTGAGG | TGGGGCATGGTAAAAGAAAG |
OCT4 | GTACTCCTCGGTCCCTTTCC | CAAAAACCCTGGCACAAACT |
Nanog | ATGCCTCACACGGAGACTG | CTGCGTCACACCATTGCTA |
CDH1 | TGCCCAGAAAATGAAAAAGG | GTGTATGTGGCAATGCGTTC |
CDH2 | CCATCACTCGGCTTAATGGT | GATGATGATGCAGAGCAGGA |
Vimentin | TGCCCTTAAAGGAACCAATG | TCCAGCCAGCTTCCTGTAAGGT |
Twist | GTCCGCAGTCTTACGAGGAG | CCAGCTTGAGGGTCTGAATC |
Slug | CTTTTTCTTGCCCTCACTGC | GCTTCGGAGTGAAGAAATGC |
Snail | ACCCCACATCCTTCTCACTG | TACAAAAACCCACGCAGACA |
CXCR4 | GGTGGTCTATGTTGGCGTCTT | TGGAGTGTGACAGCTTGGAG |
PDGFRA | GAAGCTGTCAACCTGCATGA | CTTCCTTAGCACGGATCAGC |
PDGFRB | GCACTTTTATCCACCCAGGA | GTACTTGGCTCAGCCTCCAG |
. The characteristics of 16 MM patients.
Relapsed after auto BMT | <12 month (n = 7) | >12 month (n = 9) |
---|---|---|
PFS, days | ||
Average | 182.1 | 663.4 |
Range | 54–343 | 406–1795 |
Age, years | ||
Average | 58.5 | 55.7 |
Range | 54.2–63.9 | 49.4–66.4 |
Sex, n | ||
Male | 5 | 7 |
Female | 2 | 2 |
. The characteristics of 8 MM patients.
Relapsed after auto BMT | Early group (n = 4) | Late group (n = 4) |
---|---|---|
PFS, days | ||
Average | 101.5 | 924.25 |
Range | 54–169 | 517–1795 |
Age, years | ||
Average | 55.4 | 55.2 |
Range | 45.25–63.94 | 49.36–62.68 |
Sex, n | ||
Male | 2 | 3 |
Female | 2 | 1 |
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