Analysis of Blood and Tissue miR-191, miR-22, and EGFR mRNA as Novel Biomarkers for Breast Cancer Diagnosis

authors:

avatar Arezo Shahi 1 , avatar Naghmeh Bahrami ORCID 2 , ** , avatar Robab Rafiei Tabatabaei 3 , avatar Mehdi Kazempour Dizaji 4 , avatar Hamidreza Jamaati 5 , avatar Abdolreza Mohamadnia ORCID 5 , *

Department of Biology , Faculty of Basic Sciences, North Tehran Branch, Islamic Azad University, Tehran, Iran
Department of Tissue Engineering and Applied Cell Sciences, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
Department of Microbiology , Faculty of Basic Sciences, North Tehran Branch, Islamic Azad University, Tehran, Iran
Department of Biostatistics, Mycobacteriology Research Center, National Research Institute of Tuberculosis and lung Diseases, Masih Daneshvari Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
Chronic Respiratory Diseases Research Center, National Research Institute of Tuberculosis and Lung Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
Corresponding Authors:

how to cite: Shahi A, Bahrami N, Rafiei Tabatabaei R, Kazempour Dizaji M, Jamaati H, et al. Analysis of Blood and Tissue miR-191, miR-22, and EGFR mRNA as Novel Biomarkers for Breast Cancer Diagnosis. Int J Cancer Manag. 2022;15(1):e117612. https://doi.org/10.5812/ijcm.117612.

Abstract

Background:

Breast cancer is the most common cancer in women. Micro RNAs have emerged as a biomarker for the diagnosis and treatment of breast cancer.

Objectives:

The purpose of the present study was to evaluate miR-191, miR-22, and epidermal growth factor receptor (EGFR) mRNA in peripheral blood and tissues of patients with breast cancer.

Methods:

A number of 100 peripheral blood samples (50 patient blood samples and 50 healthy blood samples) were collected. Also, 100 tissue samples were simultaneously collected from affected patients by a specialist including 50 samples from the center of the tumor and 50 samples from the side tissues of tumors. Immediately, RNA extraction and cDNA synthesis were performed and polymerase chain reaction (real-time polymerase chain reaction) was performed.

Results:

The data obtained from the present study showed that the blood and tissue levels of miR-191 and EGFR mRNA were significantly increased in breast cancer samples compared to the group of healthy samples and the blood and tissue levels of miR-22 were significantly decreased in breast cancer samples compared to the group of healthy samples. The miR-191 was increased in patients compared to normal individuals up to 2.3 (blood) and 2.16 (tissue) times, respectively. The miR-22 was decreased in patients compared to normal individuals up to 1.46 (blood) and 1.28 (tissue) times, respectively. Also, EGFR expression was increased in patients compared to normal individuals up to 70.2 (blood) and 24.2 (tissue) times, respectively.

Conclusions:

The present study can play role in determining the prognosis of breast cancer and in obtaining molecular diagnostic biomarkers in peripheral blood and tissues of patients with breast cancer.

1. Background

Breast cancer is the most common cancer in women, accounting for 32% of all women's cancers. It is also the leading cause of cancer deaths in women after lung cancer and accounts for 19% of all cancer-related deaths in women (1).

The cause of breast cancer is unknown. However, epidemiological evidence has addressed the endocrine, environmental, and genetic factors (2).

Menopause can be considered one of the effective factors of breast cancer. It has been shown that early natural menopause and menopause by surgery can decrease the risk of breast cancer (3).

epidermal growth factor (EGF) and its tyrosine kinase receptor family play a role in the transmission of extracellular growth factor messages into the cell, regulating expression, and initiating proliferation. The EGF receptor (EGFR), known as ErbB1 or HER1, is a tyrosine kinase receptor and one of the first known receptors in this family. Three other members of the family have been also identified including ErbB2 (HER2), ErbB3 (HER3), and ErbB4 (HER4) (4).

HER2 plays an important role in cell growth and differentiation. The most important signaling pathway initiated by HER2 involves the establishment of MAPK and PI3K pathways. It is critical for cell survival as a key gene. HER2 gene amplification can lead to tumor malignancy (5).

Micro RNAs (miRNAs) are a family of small non-coding RNAs (21 – 25 nucleotides) that can inhibit mRNA translation. Micro RNAs can act as a biomarker for cancer and as a tumor suppressor or Oncogene through inhibiting the expression of cancer-related target genes. The expression of miRNAs varies in tumor and normal tissues. It also varies in different types of tumors (6, 7).

Many studies have shown the pattern of miRNAs expressed between healthy and diseased samples (8).

The expression of the miR-191 variable is associated with various diseases. Studies have shown that miR-191 is a promising new target for the diagnosis and treatment of cancer (9).

miR-22 has different effects on cancers ie, it not only acts as tumor suppressor miRNA but also as oncogenic miRNA and affects biological behaviors of cancer including proliferation, invasion, and metastasis (10).

Increased miR-22 can decrease Cyclin A2 protein, which affects cell division and protects over-proliferation (11).

2. Objectives

In general, utilizing a panel of miRNAs can increase sensitivity and specificity in the differential diagnosis of breast cancer in its early stages. Therefore, these markers have been investigated in the present study as early and differential markers in peripheral blood and tissues of patients with breast cancer.

3. Methods

3.1. Implementation Procedure

Blood and tissue samples were used in this study. The samples were collected in collaboration with the Cancer Institute of Masih Daneshvari Hospital, Shahid Beheshti University of Medical Sciences. Thus, 50 people with early stage I and II breast cancer were selected by a specialist. Also, 50 healthy individuals voluntarily participated in the study as a control group after completing the consent form. The patients and healthy individuals were considered in the same groups in terms of age and a range between 22 and 70 years old.

Also, 100 tissue samples were simultaneously collected from affected patients after obtaining written consent from them by a specialist and sent to the lab by a nitrogen tank. Among these tissue samples, 50 samples were obtained from the center of the tumor and 50 samples from the side tissues of tumors.

This study was approved by the Ethics Committee of Shahid Beheshti University of Medical Sciences (IR.SBMU.NRITLD.REC.1398.047).

3.2. Preparation of Blood and Tissue and RNA Extraction

After the selection of subjects, 2 mL of peripheral blood was taken through a blood syringe into a tube containing EDTA anticoagulant and immediately entered into the RNA extraction step.

The blood RNA extraction was carried out, using RNA Blood Mini Kit (Qiagen Cat no.52304) in accordance with Kit Protocol. The RNA concentration was measured, using NanoDrop technologies.

The tissue sample stored in a freezer at -80°C was placed on a plate. Then, 25 mg to 50 mg of fresh tissue was removed and 10 mg of it was cut, using a Bisturi scalpel or cutter Place two small pieces of tissue in a 2 mL microtube, and the tissue was pounded and homogenized to destroy the cells.

The tissue RNA was extracted through the standard method, using the RNA Extraction Kit of SINACLON Company in accordance with the manufacturer's instructions for tissue (solid) samples.

3.3. cDNA Synthesis and Conducting Real-Time RT-PCR

Vivantis Kit (Cat no.RTPL12) was used to make the cDNA. The 18srRNA reference gene was also used and a real-time PCR reaction was performed by Kit Sinaclone.

The specifications of primers used for real-time RT-PCR reaction have been presented in Table 1.

Table 1.

Specifications of Primers

ParametersEGFR18s rRNA
Primer FAAATCCTGCATGGCGCCGTGTAACCCGTTGAACCCCATT
Primer length2019
Primer RGGTGGTTCTGGAAGTCCATCCCATCCAATCGGTAGTAGCG
Primer length2020

PCR reaction was performed, using mixes, DNA, and primers with a final volume of 20.

PCR steps: 94°C for 10 minutes, 94°C for 20 seconds, 56°C for 40 seconds, 70°C for 40 seconds (35 cycles), and 70°C for 10 minutes.

For micro RNA, the ZIST ROYESH kit was also used for cDNA synthesis and real-time RT-PCR via Rotor-Gene – QIAGEN device. A housekeeping calibrator is needed to normalize the miRNA expression for each sample. In the present study, U6 was used as a housekeeping calibrator.

Temperature and time conditions are mentioned in the kit method. The results were evaluated based on melting and amplification curves.

In this study, the relative real-time PCR method was used to evaluate the difference in gene expression.

Mean expression levels of miRNAs and EGFR-mRNA were calculated, using the ΔΔCt method.

Parity-related expression was also determined, using the 2-ΔΔCt formula.

3.4. Statistical Analysis

SPSS 20 statistical software was used to analyze the results and calculate the variance, mean, and standard deviation. Paired t-test was used to analyze the differences between individuals of treatment and control groups in terms of the relationship between miRNA expression level and clinicopathological features. The significance level was considered at P ≤ 0.05.

4. Results

The understudy population included 50 healthy subjects and 50 subjects with breast cancer. These two groups were matched in terms of age variables. The groups were compared, using t-test in terms of mean age and no significant difference was observed in the mean age of the two groups. Therefore, it can be concluded that the age factor did not affect the two understudy groups (Table 2).

Table 2.

The Comparison Between the Group of Subjects with Breast Cancer and a Group of Healthy Subjects in Terms of Mean Age

Main GroupAge RangeMean ± SD
subjects with breast cancer (50 individuals)25 - 6547.32 ± 8.48
Healthy subjects (50 individuals) 25 - 6445.78 ± 8.14
P-value0.336

All real-time RT-PCR reactions were performed so that 2 cDNA vials made from subjects with breast cancer and healthy subjects were tested to express the reference gene and understudy biomarkers. The results were interpreted based on the melt curve.

Analyzing the expression of understudy biomarkers:

Peripheral blood EGFR mRNA biomarker was positive in 35 of 50 patients. The rate of this biomarker in the healthy group was 8 out of 50. Also, a positive EGFR mRNA marker was observed in tissue samples of the tumor center in 33 out of 50 patients. This rate was 7 out of 50 in the group of side healthy tissues. Using t-test, a significant difference was shown between the two groups (P < 0.001).

Biomarker miR-22 in peripheral blood was positive for 9 out of 50 patients and 42 out of 50 in healthy individuals. Also, the biomarker miR-22 in center cancer tissue was positive for 6 out of 50 in the patients' group. It was also positive in the side tissues for 38 out of 50 in the healthy group. Using t-test, a significant difference was shown between the two groups (P < 0.001).

Biomarker miR-191 in peripheral blood was positive for 44 out of 50 patients and 10 out of 50 in healthy individuals. Also, the biomarker miR-191 in center cancer tissue was positive for 36 out of 50 in the patients' group. It was also positive in the side tissues for 5 out of 50 in the healthy group. Using the t-test, a significant difference was shown between the two groups (P < 0.001) (Figure 1).

Percent positive of EGFR mRNA, miR-22, miR-191 in peripheral blood and tissue of cancerous and normal samples.
Percent positive of EGFR mRNA, miR-22, miR-191 in peripheral blood and tissue of cancerous and normal samples.

Calculating the difference in the expression level of biomarkers in two groups:

As was mentioned before, the Ct of each sample should be firstly determined. The relative difference of biomarkers expression between the samples of treatment and control groups was measured, using the ΔΔCt method (12-14).

In peripheral blood, the value of ΔΔCt for miR-191, miR-22, and EGFR mRNA biomarkers was -1.20, -0.55, and -1.44, respectively. In tissue cells, the value of ΔΔCt for miR-191, miR-22, and EGFR mRNA biomarkers was -1.11, -0.35, and -1.16, respectively.

On the other hand, the relative difference between the samples of treatment and control groups was obtained by the following formula:

Difference between expression of biomarkers = 2-ΔΔ Ct

Therefore, the miR-191 expression level in peripheral blood of patients was 2.3 times higher compared to peripheral blood of healthy individuals. Also, the expression level of this biomarker in cancer tissue cells was 2.16 times higher compared to healthy tissue.

The miR-22 expression level in peripheral blood of patients was 1.46 times lower compared to peripheral blood of healthy individuals. Also, the expression level of this biomarker in cancer tissue cells was 1.28 times lower compared to healthy tissue.

The EGFR mRNA expression level in peripheral blood of patients was 2.70 times higher compared to peripheral blood of healthy individuals. Also, the expression level of this biomarker in cancer tissue cells was 2.24 times higher compared to healthy tissue (Figures 2 and 3).

Comparing the peripheral blood of patients and healthy individuals in the term of expression differences for three biomarkers of miR-191, miR-22 and EGFR mRNA.
Comparing the peripheral blood of patients and healthy individuals in the term of expression differences for three biomarkers of miR-191, miR-22 and EGFR mRNA.
Comprising the cancer tissue cells and healthy tissue in the term of expression differences for three biomarkers of miR-191, miR-22 and EGFR mRNA.
Comprising the cancer tissue cells and healthy tissue in the term of expression differences for three biomarkers of miR-191, miR-22 and EGFR mRNA.

5. Discussion

Breast cancer is the most commonly diagnosed cancer and the second leading cause of cancer-related deaths among women (15).

Various tumor markers are used to diagnose breast cancer including p21, HER2, ras, p53, integrin, CEA, and so on (16).

Studies have indicated the high expression of epidermal growth factors (EGFs) in breast cancer. Epidermal growth factor receptor (EGFR) has high expression in both cancer tissue and peripheral blood of cancer patients (17). In the present study, the expression of EGFR was also higher in peripheral blood and cancer tissue of cancerous samples compared to healthy samples.

Micro RNAs (miRNAs) are a family of small non-coding RNAs (21 – 25 nucleotides) that can inhibit mRNA translation. miRNAs modify gene expression after transcription through this mechanism (18).

The gathered evidence has shown that miRNAs can act as an Oncogene or as a tumor suppressor and measuring miRNA expression in malignancy can have diagnostic and prognostic consequences (19). However, there is still a lack of suitable molecular biomarkers for clinical applications in diseases.

The two markers of miR-22 and miR-191 have regulatory effects on cell proliferation, apoptosis, and migration through transcription factors.

Numerous studies have shown that MIR-191 and MIR-22 are suitable biomarkers for cancer diagnosis and prognostication. In the present study, the expression levels of MIR-191 and MIR-22 were investigated and their potential as a promising biomarker in breast cancer was discussed (20, 21).

In the present study, measuring the miR-191 expression levels in peripheral blood and tissues of cancerous and normal samples indicated an increase, so that the expression level of this biomarker in peripheral blood of patients was 2.3 times higher compared to healthy individuals and its expression level in the tissue of cancer cells was 2.16 higher compared to healthy tissue.

MiR-191 is highly conserved in several metazoan species and has been suggested as an important marker in Eukaryotes (22).

The diagnostic significance of Mir-191 in human serum has been demonstrated. The function of MiR-191 as an oncomiRNA has been shown in hepatocellular carcinoma and its increased expression enhances cell growth and decreases apoptosis; this result is consistent with the results of the present study (20). High expression of MIR-191 is also significantly associated in adult AML patients (23). In the study of Nagpal et al. (24), mir-191 is responsible for promoting tumor markers in ER+ of breast cancer cells. On the other hand, Di Leva et al. (25) showed that mir-191/425, can reduce proliferation, tumorigenesis, and metastasis in ER- (estrogen receptor -) of breast cancer cells. MiR-191 is an ER regulatory miRNA and acts as an important estrogenic mediator. miR-191 regulates the progression of cell proliferation in breast tumors by crossing from G1 / S phase to G2 / M phase. In the present study, the level of mir-191 expression was also increased in both tissue and peripheral blood.

It has been also reported that miR-191 acts as an oncogene in breast cancer and exhibits increased expression and induces cell proliferation (24). It has been also emphasized in the present study that miR-191 as a new biomarker can represent a potential prognosis in breast cancer.

It has been shown that mir-22 can lead to reduced cancer growth and invasion and impair tumor progression by inhibiting the cell cycle in a variety of ways. The matter indicates that mir-22 can act as a tumor suppressor in response to various carcinogens to reduce or inhibit cancer incidence and progression (10). This is in accordance with the results of the present study. The study conducted by Wang et al. also indicated a decrease in mir-22 expression level so that mir-22 inhibits tumor proliferation, invasion, and metastasis (10).

In the present study, measuring the miR-22 expression levels in peripheral blood and tissues of cancerous and normal samples indicated a decrease, so that the expression level of this biomarker in peripheral blood of patients was 1.46 times lower compared to healthy individuals and its expression level in the tissue of cancer cells was 1.28 lower compared to healthy tissue.

In a study, it has been shown that MIR-22 expression inhibits proliferation, cell growth, and migration, and hence, the decreased expression of MIR-22 leads to proliferation and progression to cancer (21). The decreased expression of this biomarker in blood peripheral and tissue has been also shown in the present study.

5.1. Conclusions

In summary, overexpression of miR-191 and EGFR-mRNA and decreased expression of miR-22 can play an important role in the prognostication of patients with cancer. The results of the present study showed that miR-22 and miR-191 can be important molecular markers for the prognosis of breast cancer. Of course, there were some limitations in this study, such as access to clinical samples and preparation of appropriate laboratory materials, and therefore more clinical studies are needed to confirm these findings.

Acknowledgements

References

  • 1.

    Akbari A, Razzaghi Z, Homaee F, Khayamzadeh M, Movahedi M, Akbari ME. Parity and breastfeeding are preventive measures against breast cancer in Iranian women. Breast Cancer. 2011;18(1):51-5. [PubMed ID: 20217489]. https://doi.org/10.1007/s12282-010-0203-z.

  • 2.

    Liu X, Nelson A, Wang X, Kanaji N, Kim M, Sato T, et al. MicroRNA-146a modulates human bronchial epithelial cell survival in response to the cytokine-induced apoptosis. Biochem Biophys Res Commun. 2009;380(1):177-82. [PubMed ID: 19167348]. https://doi.org/10.1016/j.bbrc.2009.01.066.

  • 3.

    Duijts SF, van Beurden M, Oldenburg HS, Hunter MS, Kieffer JM, Stuiver MM, et al. Efficacy of cognitive behavioral therapy and physical exercise in alleviating treatment-induced menopausal symptoms in patients with breast cancer: results of a randomized, controlled, multicenter trial. J Clin Oncol. 2012;30(33):4124-33. [PubMed ID: 23045575]. https://doi.org/10.1200/JCO.2012.41.8525.

  • 4.

    Dang C, Iyengar N, Datko F, D'Andrea G, Theodoulou M, Dickler M, et al. Phase II study of paclitaxel given once per week along with trastuzumab and pertuzumab in patients with human epidermal growth factor receptor 2-positive metastatic breast cancer. J Clin Oncol. 2015;33(5):442-7. [PubMed ID: 25547504]. [PubMed Central ID: PMC5747317]. https://doi.org/10.1200/JCO.2014.57.1745.

  • 5.

    Keyhani E, Muhammadnejad A, Karimlou M. Prevalence of HER-2-positive invasive breast cancer: a systematic review from Iran. Asian Pac J Cancer Prev. 2012;13(11):5477-82. [PubMed ID: 23317203]. https://doi.org/10.7314/apjcp.2012.13.11.5477.

  • 6.

    Iorio MV, Ferracin M, Liu CG, Veronese A, Spizzo R, Sabbioni S, et al. MicroRNA gene expression deregulation in human breast cancer. Cancer Res. 2005;65(16):7065-70. [PubMed ID: 16103053]. https://doi.org/10.1158/0008-5472.CAN-05-1783.

  • 7.

    Emami N, Mohamadnia A, Mirzaei M, Bayat M, Mohammadi F, Bahrami N. miR-155, miR-191, and miR-494 as diagnostic biomarkers for oral squamous cell carcinoma and the effects of Avastin on these biomarkers. J Korean Assoc Oral Maxillofac Surg. 2020;46(5):341-7. [PubMed ID: 33122459]. [PubMed Central ID: PMC7609927]. https://doi.org/10.5125/jkaoms.2020.46.5.341.

  • 8.

    Davis-Dusenbery BN, Hata A. Mechanisms of control of microRNA biogenesis. J Biochem. 2010;148(4):381-92. [PubMed ID: 20833630]. [PubMed Central ID: PMC2981492]. https://doi.org/10.1093/jb/mvq096.

  • 9.

    Zampetaki A, Kiechl S, Drozdov I, Willeit P, Mayr U, Prokopi M, et al. Plasma microRNA profiling reveals loss of endothelial miR-126 and other microRNAs in type 2 diabetes. Circ Res. 2010;107(6):810-7. [PubMed ID: 20651284]. https://doi.org/10.1161/CIRCRESAHA.110.226357.

  • 10.

    Wang J, Li Y, Ding M, Zhang H, Xu X, Tang J. Molecular mechanisms and clinical applications of miR-22 in regulating malignant progression in human cancer (Review). Int J Oncol. 2017;50(2):345-55. [PubMed ID: 28000852]. [PubMed Central ID: PMC5238783]. https://doi.org/10.3892/ijo.2016.3811.

  • 11.

    Patel JB, Appaiah HN, Burnett RM, Bhat-Nakshatri P, Wang G, Mehta R, et al. Control of EVI-1 oncogene expression in metastatic breast cancer cells through microRNA miR-22. Oncogene. 2011;30(11):1290-301. [PubMed ID: 21057539]. https://doi.org/10.1038/onc.2010.510.

  • 12.

    Heydar H, Mansouri K, Norooznezhad M, Norooznezhad F, Mohamadnia A, Bahrami N. Bevacizumab inhibits angiogenic cytokines in head and neck squamous cell carcinoma: from gene to the protein. Int J Hematol Oncol Stem Cell Res. 2018;12(2):136.

  • 13.

    Ghadimi K, Bahrami N, Fathi M, Farzanegan B, Naji T, Emami M, et al. Diagnostic value of LunX mRNA and CEA mRNA expression in pleural fluid of patients with non-small cell lung cancer. Minerva Pneumol Med. 2017;56(2):90-5. https://doi.org/10.23736/s0026-4954.16.01773-9.

  • 14.

    Karimi S, Bahrami N, Sharifi K, Daustany M, Baghbani-Arani F, Kazempour M, et al. Investigating gene expression level of MUC1 and CEA in pleural fluid of NSCLC lung cancer patients with real-time RT-PCR method. Minerva Pneumol Med. 2017;56(1). https://doi.org/10.23736/s0026-4954.16.01772-7.

  • 15.

    Ardeshirpour Y, Chernomordik V, Zielinski R, Capala J, Griffiths G, Vasalatiy O, et al. In vivo fluorescence lifetime imaging monitors binding of specific probes to cancer biomarkers. PLoS One. 2012;7(2). e31881. [PubMed ID: 22384092]. [PubMed Central ID: PMC3285647]. https://doi.org/10.1371/journal.pone.0031881.

  • 16.

    Tabatabaei-Panah AS, Zarnani AH, Montaser-Kouhsari Sh CM, Ghods R, Bayat AA. Production and characterization of Anti-Her2 monoclonal antibodies. Cell J (Yakhteh). 2008;10(2):109-20.

  • 17.

    Nahta R, Esteva FJ. Trastuzumab: triumphs and tribulations. Oncogene. 2007;26(25):3637-43. [PubMed ID: 17530017]. https://doi.org/10.1038/sj.onc.1210379.

  • 18.

    Lee RC, Feinbaum RL, Ambros V. The C. elegans heterochronic gene lin-4 encodes small RNAs with antisense complementarity to lin-14. Cell. 1993;75(5):843-54. https://doi.org/10.1016/0092-8674(93)90529-y.

  • 19.

    Harada K, Baba Y, Ishimoto T, Shigaki H, Kosumi K, Yoshida N, et al. The role of microRNA in esophageal squamous cell carcinoma. J Gastroenterol. 2016;51(6):520-30. [PubMed ID: 26794004]. https://doi.org/10.1007/s00535-016-1161-9.

  • 20.

    Elyakim E, Sitbon E, Faerman A, Tabak S, Montia E, Belanis L, et al. hsa-miR-191 is a candidate oncogene target for hepatocellular carcinoma therapy. Cancer Res. 2010;70(20):8077-87. [PubMed ID: 20924108]. https://doi.org/10.1158/0008-5472.CAN-10-1313.

  • 21.

    Wang X, Yu H, Lu X, Zhang P, Wang M, Hu Y. MiR-22 suppresses the proliferation and invasion of gastric cancer cells by inhibiting CD151. Biochem Biophys Res Commun. 2014;445(1):175-9. [PubMed ID: 24495805]. https://doi.org/10.1016/j.bbrc.2014.01.160.

  • 22.

    Nagpal N, Kulshreshtha R. miR-191: an emerging player in disease biology. Front Genet. 2014;5:99. [PubMed ID: 24795757]. [PubMed Central ID: PMC4005961]. https://doi.org/10.3389/fgene.2014.00099.

  • 23.

    Zhou L, Zhang X, Li Z, Zhou C, Li M, Tang X, et al. Association of a genetic variation in a miR-191 binding site in MDM4 with risk of esophageal squamous cell carcinoma. PLoS One. 2013;8(5). e64331. [PubMed ID: 23724042]. [PubMed Central ID: PMC3665831]. https://doi.org/10.1371/journal.pone.0064331.

  • 24.

    Nagpal N, Ahmad HM, Molparia B, Kulshreshtha R. MicroRNA-191, an estrogen-responsive microRNA, functions as an oncogenic regulator in human breast cancer. Carcinogenesis. 2013;34(8):1889-99. [PubMed ID: 23542418]. https://doi.org/10.1093/carcin/bgt107.

  • 25.

    Di Leva G, Piovan C, Gasparini P, Ngankeu A, Taccioli C, Briskin D, et al. Estrogen mediated-activation of miR-191/425 cluster modulates tumorigenicity of breast cancer cells depending on estrogen receptor status. PLoS Genet. 2013;9(3). e1003311. [PubMed ID: 23505378]. [PubMed Central ID: PMC3591271]. https://doi.org/10.1371/journal.pgen.1003311.