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Original Research

Silencing CDR1as inhibits colorectal cancer progression through regulating microRNA-7

, , , , , , , & show all
Pages 2045-2056 | Published online: 07 Apr 2017

Abstract

An increasing number of studies have demonstrated that circular RNAs (circRNAs) can regulate gene expression through interacting with microRNAs. In this study, we analyzed the expression of antisense to CDR1as in colorectal cancer (CRC). CDR1as had a higher expression in CRC tissues compared to adjacent, normal mucosa and was positively associated with tumor size, T stage, lymph node metastasis, and poor overall survival (OS). Downregulation of CDR1as suppressed CRC cell proliferation and invasion and increased microRNA-7 (miR-7) expression. Intriguingly, ectopic expression of miR-7 in CRC cells consistently inhibited proliferation and invasion, and the miR-7 inhibitor was able to rescue the function of CDR1as knockdown. Mechanistic studies demonstrated that CDR1as silencing suppressed EGFR and IGF-1R expression, which could be partially blocked by the miR-7 inhibitor. Finally, positive correlations between CDR1as expression and EGFR and IGF-1R expression were observed in CRC samples. Thus, given the importance of CDR1as in blocking miR-7 and positively regulating EGFR and IGF-1R, dysregulated CDR1as expression may play an important role in CRC progression.

Introduction

Colorectal cancer (CRC) is one of the most common malignancies in the world and the third leading cause of cancer-related mortality in both men and women.Citation1 It is estimated that there are 1.36 million new CRC cases and 694,000 CRC-related deaths globally each year.Citation2 In China, CRC is the fifth most commonly diagnosed cancer and also the fifth leading cause of cancer death.Citation3 Although the clinical achievements for the early stage of CRC are remarkable, the 5-year survival rate is only 12.5% for CRC patients with metastases.Citation4 Approximately 20% of CRC patients have metastases at initial diagnosis, and almost 50% of CRC patients will develop metastases.Citation5 Therefore, the investigation of the molecular mechanisms involved in CRC progression remains crucial for developing novel and effective therapies.

Circular RNA (circRNA) is a large class of RNA with covalently joined 3′ and 5′ ends formed by back splice. Although the existence of circRNAs in mammalian cells was indicated more than 3 decades ago,Citation6 they were mistaken as rare existing transcriptional noise.Citation7 Through high-throughput RNA sequencing and bioinformatic analysis, thousands of different circRNAs in animal cells have been identified.Citation8Citation13 Several studies have shown that circRNAs are abundantly expressed and evolutionarily conserved across the eukaryotic tree of life, thus suggesting potential biological functions.Citation10,Citation14

Recent studies have demonstrated that circRNAs are able to function as microRNA (miRNA) sponges, eg, circRNA-Sry acts as a sponge for miR-138 and circRNA-ITCH serves as a sponge for microRNA-7 (miR-7), miR-17, and miR-214.Citation9,Citation10,Citation15 Antisense to the cerebellar degeneration-related protein 1 transcript (CDR1as) harbors ~70 conserved binding sites and acts as a strong sponge for miR-7.Citation9,Citation10 Overexpression of CDR1as can induce developmental defects in embryonic zebrafish midbrain and regulate insulin transcription and secretion in islet cells through blocking miR-7.Citation16 In addition, CDR1as promotes hepatocellular carcinoma cell proliferation and invasion and serves as a risk factor for hepatic microvascular invasion.Citation17,Citation18 However, the expression profile, function, and underlying signaling cascade of CDR1as involved in CRC progression remain unclear.

In the present study, we sought to investigate the role of CDR1as in CRC progression and the underlying mechanisms. We found that the CDR1as/miR-7 axis critically regulates CRC progression.

Materials and methods

Human tissues and cell lines

A total of 40 pairs of human primary CRC tissues and normal mucosa tissues and another 182 consecutive CRC samples were collected at the Zhongshan Hospital of Fudan University between October 2011 and April 2012. Tissue samples were immediately frozen in liquid nitrogen and stored at −80°C. All patients received radical primary tumor resections, and no preoperative adjuvant radiotherapy and/or chemotherapy was administered. For patients with high-risk II stage or III/IV stage disease, postoperative adjuvant chemotherapy was given according to the CRC guidelines of the National Comprehensive Cancer Network. This study was approved by the Clinical Research Ethics Committee of Zhongshan Hospital of Fudan University, and all methods were performed in accordance with the relevant guidelines and regulations. All human samples and clinical data were obtained with written informed consent. Overall survival (OS) was calculated from the day of surgery to the date of CRC-related death or last follow-up.

The human CRC cell lines, HCT-116 and DLD-1, and human normal colonic epithelium cell lines, NCM460 and CCD841CoN, were purchased from the Chinese Academy of Sciences (Shanghai, China). HCT-116 was maintained in McCoy’s 5a and DLD-1 in Roswell Park Memorial Institute (RPMI)-1640 medium. Both of them were supplemented with 10% fetal bovine serum (FBS). NCM460 and CCD841CoN were cultured in Dulbecco’s Modified Eagle’s Medium (DMEM) containing 20% FBS.

RNA extraction and quantitative real-time reverse transcription polymerase chain reaction (RT-PCR)

Total RNA was extracted using RNeasy Mini Kit (QIAGEN, Hilden, Germany). cDNA was synthesized with PrimeScript® RT-PCR Kit (Takara, Kusatsu, Japan). Quantitative RT-PCR (qRT-PCR) was performed using SYBR® Premix Ex Taq™ (Takara) on an ABI 7500 platform (Applied Biosystems, Carlsbad, CA, USA). Beta actin was used as an internal control for mRNA detection. The primer sequences for mRNA detection are listed in .

For miR-7 detection, specific bulge-loop™ miR-7 primers were purchased from RiboBio (Guangzhou, China). U6 small nuclear RNA was used as an internal control for miRNA detection.

Lentivirus and miRNA transfection

The lentivirus targeting human CDR1as was purchased from GeneChem (Shanghai, China). The targeting sequence was designed as follows: 1 sense 5′-TGCACCTGTGTCAAGGTCTTTTCAAGAGAAAGACCTTGACACAGGTGCTTTTTTC-3′ and 2 sense 5′-TGGTCTTCCAGCGACTTCAATTCAAGAGATTGAAGTCGCTGGAAGACCA-3′.

miR-7 mimics and inhibitors were synthesized by RiboBio. The miRNA oligonucleotides were transfected using Lipofectamine® RNAiMAX™ (50 nmol/L; Invitrogen, CA, USA).

Cell viability assay

After 72 h lentivirus infection or 24 h miRNA transfection, HCT-116 (2,500/well) and DLD-1 (3,000/well) cells were planted into 96-well culture plates. Cell viability was measured at 24, 48, 72, 96, and 120 h post seeding, by using the Cell Counting Kit-8 (Dojindo, Kumamoto, Japan) according to the manufacturer’s instructions.

Cell cycle assay

Seventy-two hours after infection, cells were harvested, washed with phosphate-buffered saline (PBS), and fixed in 70% ethanol at 4°C overnight. After fixation, cells were washed with PBS before suspension in RNase A/propidium iodide solutions (100 mg/mL RNase A and 5 μg/mL propidium iodide). Cells were incubated at room temperature for an hour. Stained cells were analyzed by a FACScan flow cytometer (BD Biosciences, Mountain View, CA, USA).

Annexin V/propidium iodide apoptosis assay

Cell apoptosis was assessed by annexin V/propidium iodide (BD Biosciences, San Jose, CA, USA). Cells were harvested, washed with PBS, and resuspended in 1× binding buffer at a concentration of 1×106 cells/mL. A total of 100 μL solution was transferred to a new tube and added with 5 μL of APC Annexin V and 5 μL of propidium iodide. Cells were incubated at room temperature for 15 min in the dark and then analyzed by a FACScan flow cytometer.

Colony-formation assay

HCT-116 (400/well) and DLD-1 (800/well) cells were seeded in six-well plates after 72 h lentivirus infection. The culture medium was changed every 3 days. After incubating for 2 weeks, colonies were fixed with 4% paraformaldehyde for 15 min and stained with 5% Giemsa for 20 min. The colonies containing at least 50 cells were scored.

Cell invasion assay

The cell invasion assay was performed in 24-well transwell chambers pre-coated with Matrigel (Corning, NY, USA). After 72 h lentivirus infection, HCT-116 cells (8×104) and DLD-1 cells (1.2×105) in 200 μL serum-free medium were seeded into the upper chamber, and the lower chamber was filled with 600 μL medium containing 10% FBS. After incubating for 24 h, cells on the inner membrane were removed with a cotton swab. The outer membrane was fixed and stained using the HEMA 3 Manual Staining System (Thermo Fisher Scientific, Waltham, MA, USA). Cell numbers were counted and averaged in five random fields at a magnification of 100×.

Western blot

Whole protein extracts were lysed by radioimmunoprecipitation assay (RIPA) buffer (Thermo Fisher Scientific) according to the manufacturer’s protocol. At that time, 30 μg proteins were run on a10% sodium dodecyl sulfate poly-acrylamide gel electrophoresis (SDS-PAGE) gel at 100 V for 2 h and transferred to a polyvinylidene fluoride membrane at 80 V for 2 h. Membranes were blocked with 5% bovine serum albumin (BSA) in Tris buffered saline with Tween-20 (TBST) at room temperature for 1 h. They were then incubated overnight at 4°C with one of the following primary antibodies: anti-EGFR (1:2,000) and anti-IGF-1R (1:1,000) from Cell Signaling Technology (Danvers, MA, USA) and anti-beta actin (1:1,000) from Santa Cruz Biotechnology (Dallas, Texas, USA). After washing with TBST, membranes were incubated with secondary antibodies for 1 h at room temperature and signals were developed using an enhanced chemiluminescence kit (Pierce, Waltham, MA, USA).

Statistical analysis

Data were presented as mean ± standard deviation. Significant differences between the groups were found using the student’s t-test and the Mann–Whitney U test. The correlation of CDR1as, EGFR, and IGF-1R expression was determined by the Pearson correlation test.

Results

CDR1as is highly expressed in CRC

CDR1as expression was measured in 40 CRC samples and corresponding adjacent, normal tissues by qRT-PCR. Higher CDR1as expression was detected in 29 out of 40 (72.50%) CRC samples (). CDR1as also had a higher expression in CRC cell lines compared to normal colonic epithelium cell lines (). qRT-PCR analysis of additional 182 consecutive CRC samples revealed that high CDR1as expression was correlated with sex (P=0.003), tumor size (P=0.032), primary pT stage 3/4 (P=0.003), and primary pN stage 1/2 (P=0.002; ). Kaplan–Meier analysis indicated that patients with a high CDR1as expression had a significantly poorer OS (hazard ratio [HR] =1.799, 95% confidence interval [CI] = [1.055–3.068], P=0.034) than patients with a low CDR1as expression ().

Figure 1 CDR1as is highly expressed in CRC.

Notes: (A) qRT-PCR analysis of CDR1as expression in 40 paired CRC tissues and adjacent normal tissues. (B) qRT-PCR analysis of CDR1as expression in four colon cancer cell lines and two normal epithelial cell lines. (C) Kaplan–Meier curve of OS with CDR1as in CRC patients. *P<0.05, **P<0.01, and ***P<0.001.
Abbreviations: CRC, colorectal cancer; qRT-PCR, quantitative reverse transcription polymerase chain reaction; OS, overall survival; HR, hazard ratio; CI, confidence interval.
Figure 1 CDR1as is highly expressed in CRC.

Table 1 Correlations between CDRlas expression and clinico-pathological parameters in CRC

CDR1as downregulation inhibits tumor cell proliferation

Two colon cell lines HCT-116 and DLD-1 were infected with lentivirus containing either shRNA targeting CDR1as (shCDR1as) or control-scrambled shRNA (shCON). qRT-PCR analysis showed that both the shRNAs effectively decreased CDR1as mRNA expression. This resulted in decreased cell viability, as measured by a CCK-8 assay (). Cell-cycle analysis further demonstrated that CDR1as knockdown induced a G0/G1 population increase from 58.0% to 76.3% in HCT-116 cells and from 51.1% to 69.2% in DLD-1 cells (). To investigate whether cell apoptosis also contributes to the decrease of cell viability, cell apoptosis was analyzed by flow cytometry. No significant apoptosis increase was observed in HCT-116 cells upon CDR1as knockdown (). Consistently, CDR1as silencing significantly impaired the colony-formation capacity of CRC cells (). Together, these data suggest that CDR1as may play an important role in CRC proliferation.

Figure 2 CDR1as downregulation inhibits tumor cell proliferation.

Notes: (A) qRT-PCR analysis of CDR1as expression and cell viability analysis in shCON and shCDR1as lentivirus-infected HCT-116 and DLD-1 cells. (B) Cell-cycle distributions of HCT-116 and DLD-1 cells infected with shCON or shCDR1as lentivirus for 72 h. (C) CDR1as knockdown did not significantly increase apoptosis rate in colon cancer HCT-116 cells. (D) Colony images and counts of shCON and shCDR1as lentivirus-infected HCT-116 and DLD-1 cells. *P<0.05, **P<0.01 and ***P<0.001.
Abbreviations: qRT-PCR, quantitative reverse transcription polymerase chain reaction; shCON, control-scrambled shRNA; shCDR1as, shRNA targeting CDR1as; OD, optical density.
Figure 2 CDR1as downregulation inhibits tumor cell proliferation.
Figure 2 CDR1as downregulation inhibits tumor cell proliferation.

CDR1as downregulation suppresses tumor cell invasion

Based on the significant association between CDR1as expression and tumor pT and pN stages in CRC samples, the effect of CDR1as on CRC cell invasion was also investigated. Knockdown of CDR1as significantly inhibited cell invasion, as determined by a transwell assay (). Western blot analysis further showed that MMP-9 was decreased upon CDR1as knockdown (). Together, these data suggest that CDR1as also regulates cell invasion in CRC.

Figure 3 CDR1as downregulation suppresses tumor cell invasion.

Notes: (A) Invasion images and counts of colon cancer cells infected with control or shCDR1as lentivirus for 72 h (magnification 100×). (B) Western blot analysis of MMP-9 in HCT-116 and DLD-1 cells infected with control or shCDR1as lentivirus for 72 h. **P<0.01 and ***P<0.001.
Abbreviations: shCON, control-scrambled shRNA; shCDR1as, shRNA targeting CDR1as.
Figure 3 CDR1as downregulation suppresses tumor cell invasion.

CDR1as promotes CRC progression through partially blocking miR-7

Previous studies have demonstrated that CDR1as could function as an miR-7 antagonist with a high binding capacity.Citation9,Citation10 To determine whether miR-7 expression was negatively correlated with CRC progression and CDR1as expression, qRT-PCR analysis of miR-7 from the 182 tumor samples was carried out. miR-7 expression was not significantly correlated with any clinicopathological factors (). In addition, there was no significant correlation between miR-7 and CDR1as expression (Figure S1). However, miR-7 expression was significantly increased in both HCT-116 and DLD-1 cell lines upon CDR1as knockdown (). To further determine whether miR-7 and CDR1as have opposite functions in CRC, HCT-116 and DLD-1 cells were treated with miR-7 mimics by transient transfection. Overexpression of miR-7 led to a significant decrease in cell viability in both HCT-116 and DLD-1 cells (). In addition, miR-7 mimics significantly resulted in a G0/G1 population increase in both the two cell lines and had no effect on cell apoptosis (). This suggests that miR-7 mimics has an opposite function of CDR1as. To further determine whether the function of CDR1as silencing is dependent on miR-7, an miR-7 inhibitor was transiently transfected into both HCT-116 and DLD-1 cells with CDR1as knockdown. The miR-7 inhibitor significantly increased the cell viability and invasion (). Collectively, these results suggest that CDR1as may function through partially blocking miR-7.

Figure 4 CDR1as promotes cell growth and invasion through partially blocking miR-7.

Notes: (A) qRT-PCR analysis of miR-7 expression in shCON and shCDR1as lentivirus-infected HCT-116 and DLD-1 cells for 72 h. (B) Growth curves of miRNA-Ctrl and miR-7 mimics in HCT-116 and DLD-1 cells for 5 days. (C) Cell-cycle distributions of HCT-116 and DLD-1 cells transfected with miRNA-Ctrl or miR-7 mimics for 48 h. (D) miR-7 mimics did not significantly increase apoptosis rate in colon cancer HCT-116 cells. (E) Growth curves of shCON, shCDR1as, and shCDR1as plus the miR-7 inhibitor in HCT-116 and DLD-1 cells. (F) Invasion images and counts of HCT-116 and DLD-1 cells treated by shCON, shCDR1as, and shCDR1as plus the miR-7 inhibitor. *P<0.05 and **P<0.01.
Abbreviations: miR-7, microRNA-7; qRT-PCR, quantitative reverse transcription polymerase chain reaction; shCON, control-scrambled shRNA; shCDR1as, shRNA targeting CDR1as; miRNA, microRNA; Ctrl, control; OD, optical density.
Figure 4 CDR1as promotes cell growth and invasion through partially blocking miR-7.
Figure 4 CDR1as promotes cell growth and invasion through partially blocking miR-7.

CDR1as positively regulates EGFR and IGF-1R expression in CRC

To further determine which miR-7 targets were involved in the growth and invasion promoting effect of CDR1as in CRC, a panel of growth and invasion-related miR-7 targets was chosen for qRT-PCR analysis. Only EGFR and IGF-1R were downregulated in CDR1as knockdown HCT-116 cells (). Western blot analysis further confirmed that EGFR and IGF-1R were decreased in CDR1as knockdown HCT-116 cells (). To further test whether EGFR and IGF-1R were directly regulated by CDR1as/miR-7 axis, CDR1as knockdown HCT-116 cells were transfected with the miR-7 inhibitor. Western blot analysis demonstrated that the miR-7 inhibitor partially rescued CDR1as silencing-induced EGFR and IGF-1R downregulation (). Furthermore, qRT-PCR analysis of the first 40 CRC samples also demonstrated a positive correlation between CDR1as expression and EGFR and IGF-1R expressions (). Together, these results suggest that EGFR and IGF-1R were direct targets of CDR1as/miR-7 in CRC.

Figure 5 CDR1as positively regulates EGFR and IGF-1R in CRC.

Notes: (A) qRT-PCR analysis of miR-7-targeted genes in HCT-116 cells infected with shCON and shCDR1as lentivirus for 72 h. (B) Western blot analysis of EGFR and IGF-1R following shCON and shCDR1as lentivirus infection for 72 h in HCT-116 cells. (C) Western blot analysis of EGFR and IGF-1R in HCT-116 cells treated by shCON, shCDR1as, and shCDR1as plus the miR-7 inhibitor for 72 h. (D) EGFR and IGF-1R mRNA levels were positively correlated with CDR1as expression in CRC tumor samples. **P<0.01.
Abbreviations: CRC, colorectal cancer; qRT-PCR, quantitative reverse transcription polymerase chain reaction; miR-7, microRNA-7; shCON, control-scrambled shRNA; shCDR1as, shRNA targeting CDR1as.
Figure 5 CDR1as positively regulates EGFR and IGF-1R in CRC.

Discussion

In this study, CDR1as was found to be highly expressed in 40 sample pairs, containing CRC tumor samples and normal mucosa. Further analysis in additional 182 consecutive CRC patients revealed that a higher CDR1as expression was correlated with worse OS. Knockdown of CDR1as increased miR-7 expression, suppressed CRC cell proliferation and invasion, and inhibited EGFR and IGF-1R expression. Moreover, the miR-7 inhibitor partially blocked the role of CDR1as knockdown. This indicated that CDR1as/miR-7 axis was associated with CRC progression.

Recent studies showed that CDR1as was a strong sponge for miR-7 in the embryonic zebrafish and islet cells.Citation10,Citation16 As for the function of CDR1as in cancer, it has been reported to be upregulated in HCC samples and knockdown of CDR1as inhibited HCC progression.Citation17 CDR1as was further found to be one of the independent factors of hepatic macroscopic vascular invasion (MVI). CDR1as expression in HCC tissues was positively correlated with hepatic MVI, alpha-fetoprotein levels, and younger age.Citation18 However, the expression and role of CDR1as in CRC are still unknown. In this study, we found that CDR1as had a higher expression in CRC tumor samples than in adjacent normal mucosa, and a high CDR1as expression was correlated with poor OS. Our results further demonstrated that the function of CDR1as in CRC is partially dependent on miR-7. Although knockdown of CDR1as increased miR-7 expression in HCT-116 and DLD-1 cells, we did not see a significant adverse correlation between CDR1as and miR-7 in CRC tumor samples. This might be ascribed to the characteristic of CDR1as serving as an miR-7 sponge. CDR1as may bind and sequester miR-7, yet does not regulate miR-7 expression. When CDR1as is degraded, miR-7 may be released in cytoplasm, making it detectable.Citation17,Citation19 In addition, miR-7 expression could also be regulated on both transcriptional and post-transcriptional levels. As for transcriptional regulation, HoxD10 can interact with the miR-7 chromatin and positively regulate miR-7 expression, resulting in a tumor suppressive phenotype.Citation20 For post-transcriptional regulation, miR-7-1 biogenesis in non-brain cells was inhibited by HuR and MSI2 through forming a HuR/MSI2/pri-miR-7-1 complex, resulting in the stabilization of the pri-miR-7-1 structure.Citation21 In addition, the miR-7 inhibitor partially blocking the function of CDR1as knockdown indicated that CDR1as may regulate CRC progression through other mechanisms. Some functions of circRNAs have been proposed, besides acting as miRNA sponges, including interactions with binding proteins and transcriptional and post-transcriptional regulations.Citation13,Citation22

To understand the biological role of CDR1as, the regulatory network of miR-7 needs to be considered. MiR-7 suppressed several oncogenic signaling pathways through directly targeting EGFR, IGF-1R, and PAK1, indicating a tumor-suppressive role for miR-7.Citation20,Citation23Citation25 Ectopic expression of miR-7 suppressed CRC cell proliferation and caused cell-cycle arrest in the G1 phase through targeting YY1.Citation26 MiR-7 was further reported to have a low expression in CRC samples, and miR-7 upregulation inhibited CRC cell invasion by regulating its direct target PAX6.Citation27 MiR-7 was also reported to regulate cetuximab sensitivity, and a low expression of miR-7 was an independent and significant prognostic factor for survival.Citation28 Our study also revealed an inhibitory role of miR-7 in CRC, which is similar to CDR1as knockdown. Furthermore, we identified that EGFR and IGF-1R are direct targets of CDR1as/miR-7 axis, indicating that EGFR and IGF-1R may participate in the oncogenic function of CDR1as/miR-7 axis.

Both EGFR and IGF-1R were extensively studied in tumors. EGFR was reported to mediate multiple cellular functions, including proliferation, apoptosis, migration, differentiation, and dedifferentiation.Citation29 In addition, the anti-EGFR antibody cetuximab had greatly increased the survival of patients with RAS wild-type metastatic CRC.Citation30 IGF-1R is overexpressed in CRC tumor samples and promotes tumor growth, angiogenesis, and metastasis.Citation31Citation33 In addition, activation of IGF-1R is linked to anti-EGFR therapy resistance and poor prognosis in CRC.Citation34 Our study showed that CDR1as expression was positively associated with EGFR and IGF-1R expression in CRC tumor samples, further suggesting that CDR1as/miR-7 axis may promote CRC progression through regulating EGFR and IGF-1R.

Conclusion

This study demonstrated that CDR1as overexpression is associated with poor survival of CRC patients and that knockdown of CDR1as suppresses CRC cell proliferation and invasion through upregulating miR-7. In addition, we found that EGFR and IGF-1R are direct targets of CDR1as/miR-7 axis and both EGFR and IGF-1R expression are positively associated with CDR1as expression in CRC samples. Based on these observations, we suggest that aberrant CDR1as/miR-7 axis may serve as a promising molecular target for designing novel therapies to control CRC progression.

Acknowledgments

This work was supported by the National Natural Science Foundation of China (81272390, 81372315, and 81402341). The work was also supported in part by the Shanghai Science and Technology Committee Project (13JC1401601). We thank Pingping Xu, Qi Lin, and Dexiang Zhu from the Zhongshan Hospital of Fudan University for collecting the clinical data. We also thank Elizabeth Ashley Ballard from the Wake Forest Baptist Medical Center for the revision of this manuscript.

Supplementary materials

Figure S1 CDRlas expression is not correlated with miR-7.\

Note: Pearson correlation analysis of CDRlas and miR-7 expression in 182 CRC tumor samples.

Abbreviations: miR-7, microRNA-7; CRC, colorectal cancer.

Figure S1 CDRlas expression is not correlated with miR-7.\Note: Pearson correlation analysis of CDRlas and miR-7 expression in 182 CRC tumor samples.Abbreviations: miR-7, microRNA-7; CRC, colorectal cancer.

Table S1 Specific real-time qPCR primers

Table S2 Correlations between miR-7 expression and clinicopathological parameters in CRC

Disclosure

The authors report no conflicts of interest in this work.

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