Literature DB >> 32061007

Serum exosomal miR-378 upregulation is associated with poor prognosis in non-small-cell lung cancer patients.

Yan Zhang1, Hongjie Xu1.   

Abstract

BACKGROUND: Deregulated circulating microRNAs (miRNAs) are potential biomarkers for the early detection and prognosis prediction of non-small-cell lung cancer (NSCLC). The aim of the present study was to investigate the expression pattern of serum exosomal miR-378 in NSCLC and its correlation with clinical variables.
METHODS: Quantitative reverse transcription-polymerase chain reaction (qRT-PCR) was performed to detect serum exosomal miR-378 levels in 103 patients with NSCLC and 60 control subjects.
RESULTS: Our results showed that serum exosomal miR-378 was significantly overexpressed in NSCLC patients, and serum exosomal miR-378 upregulation was clearly associated with positive lymph node metastasis and advanced TNM stage. In addition, receiver operating characteristic (ROC) analysis demonstrated that combination of serum exosomal miR-378 expression and carcinoembryonic antigen (CEA) had a high discriminating power to differentiate NSCLC subjects from controls. Moreover, serum exosomal miR-378 levels in 73 NSCLC cases were significantly decreased after radiotherapy and could be used as an indicator of radiotherapeutic response in NSCLC. Furthermore, survival analyses revealed that patients with higher serum exosomal miR-378 expression had poor overall survival. Multivariate analysis showed that serum exosomal miR-378 expression was independently associated with overall survival.
CONCLUSIONS: Collectively, serum exosomal miR-378 has strong potential as a promising non-invasive biomarker for screening and monitoring NSCLC.
© 2020 The Authors. Journal of Clinical Laboratory Analysis published by Wiley Periodicals, Inc.

Entities:  

Keywords:  exosomal miR-378; non-small-cell lung cancer; prognosis; serum

Mesh:

Substances:

Year:  2020        PMID: 32061007      PMCID: PMC7307377          DOI: 10.1002/jcla.23237

Source DB:  PubMed          Journal:  J Clin Lab Anal        ISSN: 0887-8013            Impact factor:   2.352


INTRODUCTION

Lung cancer is the most frequent leading cause of cancer‐related death all around the world, and about 60 000 patients with lung cancer die every year in China. The majority of lung cancer (approximately 85%) are diagnosed as non–small‐cell lung cancer (NSCLC), and tumor metastasis is found in most NSCLC cases at diagnosis.1, 2 Although great advancements in the therapies such as radiation and chemotherapy have been made over the past decades, the 5‐year survival rate of this malignancy remains unfavorable. Early diagnosis and accurate prognosis prediction can reduce the mortality of this disease and improve patients’ survival time.3, 4 Therefore, it is of importance to identify novel and reliable biomarkers for early detection and prognosis prediction of NSCLC. Exosomes are small, cell‐secreted vesicles with a diameter about 30‐100 nm which carry proteins, RNAs, miRNAs, or lipids. Exosomes are widespread in the blood, serum, urine, and other bodily fluids.5, 6 MicroRNAs (miRNAs) are mall non‐coding RNAs which post‐transcriptionally regulate protein expression by binding to the 3′‐UTR region of mRNAs. MiRNAs can function as tumor suppressors or oncogenes by regulating the expression of cancer‐related gene and are associated with the tumorigenesis and development of many cancers.7, 8 Previous studies have showed that most of serum miRNAs are enriched in exosomes and stably detected.9 Thus, serum exosomal miRNAs can be used as potential biomarkers for the diagnosis and prognosis of many cancer types, including NSCLC. MiR‐378 is located on chromosome 5q32, and its role in progression of NSCLC has been explored by some previous studies. Ji and colleagues showed that miR‐378 expression was markedly higher in lung cancer tissues than in non‐cancerous tissues, and miR‐378 underexpression inhibited cancer cell proliferation and induced cell apoptosis by targeting FOXG1, RBX1, and CRKL.10, 11 Similarly, Skrzypek et al reported enforced miR‐378 expression or HMOX1 downregulation significantly promoted cancer cell proliferation and migration in vitro and in vivo, and decreased miR‐378 expression exerted opposite effects.12 However, the clinical significance of serum exosomal miR‐378 as a biomarker in patients with NSCLC remains poorly known. In this study, we detected the serum exosomal miR‐378 expression levels in 103 NSCLC patients and assessed its potential value for NSCLC diagnosis and prognosis.

MATERIALS AND METHODS

Patients and serum sample preparation

A total of 103 patients diagnosed with NSCLC, 32 patients with non‐malignant respiratory diseases (NMRD), and 60 healthy volunteers were recruited in our study. The NSCLC patients receiving any radiotherapy or chemotherapy prior to blood sample collection were excluded. The group comprised 62 men and 41 women, with a median age of 57.4 years (range 26.5–69.3). The tumor‐node‐metastasis (TNM) classification for staging of NSCLC was in accordance with the 8th edition of TNM staging system. Patient details, including sex, age, histology, tumor size, differentiation, lymph node metastasis, and TNM, were retrospectively collected (Table 1). For the cases with NMRD, thirteen patients were diagnosed with bronchiectasis and the remaining 19 patients were diagnosed with chronic obstructive pulmonary disease. The study was approved by the Ethics Committee of the Fifth People's Hospital of Wuxi, and written informed consent was collected from each participant before sample collection.
Table 1

Clinicopathological correlation of serum exosomal miR‐378 expression in NSCLC patients

CharacteristicsPatients (N = 103)Serum exosomal miR‐378 P
LowHigh
Sex
Man622537.184
Woman412219
Age
<60472126.859
≥60562630
Histology
Adenocarcinoma532330.473
Squamous cell carcinoma462125
Others431
Tumor size
<5 cm743638.326
≥5 cm291118
Differentiation
Well1183.131
Moderate532429
Poor391524
Lymph node metastasis
Negative683731.013
Positive351025
Tumor‐node‐metastasis
I‐II633627.003
III‐IV401129
Clinicopathological correlation of serum exosomal miR‐378 expression in NSCLC patients Up to 5 mL blood samples were withdrawn from all the participants and stored in tubes containing ethylenediaminetetraacetic acid (EDTA). Moreover, paired serum samples from 73 NSCLC patients treated with radiotherapy were collected six weeks later. The samples were separated by centrifugation at 1600 g for 10 minutes. Subsequently, the supernatant sera were divided into small aliquots and stored at −80°C.

Exosome isolation

The exosomes were isolated from the serum samples using ExoQuick™ Kit (System Biosciences, Palo Alto) according to the manufacturer's instructions. Briefly, the serum samples were centrifuged at 12 000 g for 5 minutes. Then, the supernatant was mixed with ExoQuick™ solution. Follow by incubation at 4°C for 30 minutes, the mixture was centrifuged at 2000 g for 30 minutes, and the exosome was resuspended in nuclease‐free water. The exosomes were stored at −80°C until further use.

Extraction of RNA and quantitative reverse transcription‐polymerase chain reaction (qRT‐PCR)

The total RNA was isolated from serum exosomes using the Qiagen miRNeasy Kit (Qiagen). The quantity and purity of the isolated RNA were evaluated using a NanoDrop ND‐1000 Spectrophotometer (NanoDrop). The cDNA was reverse‐transcribed using the TaqMan™ MicroRNA Reverse Transcription Kit (Thermo Fisher Scientific, Inc). qRT‐PCR was carried out using an 7900HT Fast Real‐Time PCR System (Applied Biosystems) according to the manufacturer's instructions. During RNA isolation, 25 fmol of synthetic cel‐miR‐39 was added as a spike‐in control miRNA into each sample. The serum exosomal miR‐378 expression level was evaluated using the 2−ΔΔCt method, and each experiment was performed in triplicate. The expression levels of serum exosomal miR‐378 were compared between patients with NSCLC and healthy individuals (2−(Ct[miR‐378] −Ct[cel‐miR‐39]) NSCLC−(Ct[miR‐378]−Ct[cel‐miR‐39]) CTRL), patients with NSCLC and patients with NMRD(2−(Ct[miR‐378]−Ct[cel‐miR‐39]) NSCLC−(Ct[miR‐378]−Ct[cel‐miR‐39]) NMRD), patients with NMRD, and healthy individuals (2−(Ct[miR‐378]−Ct[cel‐miR‐39]) NMRD−(Ct[miR‐378]−Ct[cel‐miR‐39]) CTRL).

Statistical analysis

All statistical analyses were performed by GraphPad Prism (GraphPad Software) and MedCalc 16.7 (MedCalc). The Kruskal‐Wallis test was conducted to compare the serum exosomal miR‐378 levels among three compared groups. Differences between serum exosomal miR‐378 expression and clinicopathological parameters were analyzed using the chi‐square test. Receiver operating characteristic (ROC) curves were applied to assess the diagnostic values of serum exosomal miR‐378 and CEA, and the value of area under the curve (AUC) was calculated. Overall survival (OS) was calculated from the date of NSCLC diagnosis to the date of death or last follow‐up. Survival analysis was performed using the Kaplan‐Meier method plus log‐rank test. Multivariate analyses of OS were performed using a Cox proportional hazards model. P value of <.05 was considered as statistically significant.

RESULTS

Upregulation of serum exosomal miR‐378 in NSCLC samples

Real‐time PCR was performed to measure the expression levels of serum exosomal miR‐378 in different groups. As shown in Figure 1, serum exosomal miR‐378 levels were significantly higher in NSCLC subjects compared to the patients with NMRD (P < .0001) and the healthy controls (P < .0001). No significant difference was found for the serum exosomal miR‐378 level between healthy individuals and patients with NMRD.
Figure 1

Serum exosomal miR‐378 levels were higher in NSCLC patients than in NMRD patients and healthy controls

Serum exosomal miR‐378 levels were higher in NSCLC patients than in NMRD patients and healthy controls

Relationship between serum exosomal miR‐378 level and clinical features of NSCLC

Then, the association between serum exosomal miR‐378 expression level and the clinical features of NSCLC was explored. All patients were divided into high and low expression groups based on the median expression levels of serum exosomal miR‐378. According to the criterion, 56 cases and 47 cases were classified as high and low expression groups, respectively. As illustrated in Table 1, increased serum exosomal miR‐378 expression occurred more frequently in tumors with positive lymph node metastasis (P = .013) and advanced TNM stage (P = .003), indicating that miR‐378 might involve in the progression of NSCLC. However, there was no significant association of serum exosomal miR‐378 expression with patients' sex (P  = .184), age (P  = .859), histology (P  = .473), tumor size (P  = .326), or differentiation (P  = .131).

Diagnostic implication of serum exosomal miR‐378 and CEA

Receiver operating characteristic (ROC) curves were constructed to assess the diagnostic accuracy of serum exosomal miR‐378 and carcinoembryonic antigen (CEA), which was widely used as a serum tumor marker. ROC analysis showed that serum exosomal miR‐378 and CEA were both reliable biomarkers for differentiating NSCLC from normal controls with AUC of 0.842 (Figure 2A, specificity: 81.5%, sensitivity: 77.7%) and 0.813 (Figure 2B, specificity: 80.0%, sensitivity: 73.8%), respectively. Moreover, the combination of serum exosomal miR‐378 and CEA yielded the highest AUC value of 0.886, with 84.7% specificity and 82.5% sensitivity (Figure 2C). The data showed that combination of these two markers was more specific and sensitive in classifying NSCLC from healthy control samples than single marker alone.
Figure 2

A, ROC analysis for distinguishing NSCLC cases from controls using serum exosomal miR‐378. B, ROC analysis for distinguishing NSCLC cases from controls using CEA. C, ROC analysis for distinguishing NSCLC cases from controls using combination of serum exosomal miR‐378 and CEA

A, ROC analysis for distinguishing NSCLC cases from controls using serum exosomal miR‐378. B, ROC analysis for distinguishing NSCLC cases from controls using CEA. C, ROC analysis for distinguishing NSCLC cases from controls using combination of serum exosomal miR‐378 and CEA

Dynamics of serum exosomal miR‐378 level as a predictor of radiotherapeutic response in NSCLC

To assess whether radiotherapy affected serum exosomal miR‐378 expression, the pre‐ and post‐radiotherapy serum exosomal miR‐378 levels were compared in 73 patients who received radiotherapy. We found that the expression levels of serum exosomal miR‐378 were greatly reduced in post‐radiotherapy samples compared to those in matched pre‐radiotherapy samples (P = .0011; Figure 3A). According to the radiotherapeutic response, 55 patients were classified into responding group (complete remission or partial response), and 18 patients were classified into non‐responding group (stable disease or progressive response). A comparison of serum exosomal miR‐378 levels before and after radiotherapy showed that serum exosomal miR‐378 levels were remarkably decreased in responding group (P = .0008; Figure 3A). However, no significant difference was found in non‐responding group (P = .4126; Figure 3B).
Figure 3

A, Serum exosomal miR‐378 levels in post‐treatment samples were significantly lower than those in paired pre‐treatment samples. B, Serum exosomal miR‐378 levels were significantly downregulated in responding and non‐responding groups after radiotherapy

A, Serum exosomal miR‐378 levels in post‐treatment samples were significantly lower than those in paired pre‐treatment samples. B, Serum exosomal miR‐378 levels were significantly downregulated in responding and non‐responding groups after radiotherapy

Relationship between serum exosomal miR‐378 level and NSCLC prognosis

Follow‐up data were available for all NSCLC subjects, and Kaplan‐Meier survival analysis with log‐rank test was used to explore the associations between serum exosomal miR‐378 expression levels and OS. Patients in the high serum exosomal miR‐378 expression group had significantly worse outcomes compared with patients in the low serum exosomal miR‐378 expression group (P < .001; Figure 4A). For TNM stage I/II or III/IV patients, patients in high serum exosomal miR‐378 expression group had shorter OS than those in low serum exosomal miR‐378 expression group (P = .042; Figure 4B and P = .022; Figure 4C).
Figure 4

A, Survival curve of OS rates in all NSCLC patients on the basis of high or low serum exosomal miR‐378 levels. B, Survival curve of OS rates in I/II stage NSCLC patients on the basis of high or low serum exosomal miR‐378 levels. C, Survival curve of OS rates in III/IV stage NSCLC patients on the basis of high or low serum exosomal miR‐378 levels

A, Survival curve of OS rates in all NSCLC patients on the basis of high or low serum exosomal miR‐378 levels. B, Survival curve of OS rates in I/II stage NSCLC patients on the basis of high or low serum exosomal miR‐378 levels. C, Survival curve of OS rates in III/IV stage NSCLC patients on the basis of high or low serum exosomal miR‐378 levels In a multivariate analysis, increased serum exosomal miR‐378 expression retained prognostic significance for OS (RR = 3.95, 95% CI = 1.71‐6.26, P = .024). In addition, positive lymph node metastasis (RR = 4.14, 95% CI = 1.80‐6.62, P = .017) and advanced TNM (RR 4.38, 95% CI 1.93‐6.98, P = .009) were also independent prognostic indicators for OS (Table 2).
Table 2

Multivariate analysis of prognostic factors in NSCLC patients

FeaturesRisk ratio95% CI P‐value
Sex1.350.85‐1.97.163
Age1.240.72‐1.83.148
Histology2.561.24‐4.02.108
Tumor size2.871.36‐4.48.086
Differentiation3.161.55‐4.93.071
Lymph node metastasis4.141.80‐6.62.017
Tumor‐node‐metastasis4.381.93‐6.98.009
Serum exosomal miR‐3783.951.71‐6.26.024
Multivariate analysis of prognostic factors in NSCLC patients

DISCUSSION

Non–small‐cell lung cancer is still one of the leading causes for cancer‐related death in China. In this study, we found serum exosomal miR‐378 levels were significantly higher in NSCLC cases than in the patients with NMRD as well as in healthy controls. In addition, elevated serum exosomal miR‐378 levels were strongly associated with unfavorable clinical parameters. Moreover, serum exosomal miR‐378 expression showed good performance to differentiate NSCLC patients from healthy controls. The combination of serum exosomal miR‐378 and CEA improved the specificity and sensitivity for detection of NSCLC, and represented a promising screening test for NSCLC diagnosis. Furthermore, serum exosomal miR‐378 levels were significantly downregulated after radiotherapy and could be used to monitor radiotherapeutic responses in NSCLC patients. Kaplan‐Meier analysis demonstrated patients in high serum exosomal miR‐378 expression group had shorter OS in comparison with those in low serum exosomal miR‐378 expression group. Finally, high serum exosomal miR‐378 expression was confirmed to be an independent poor prognostic marker for NSCLC. These results suggested the serum exosomal miR‐378 might serve as a promising biomarker for the early diagnosis and prognostic prediction of NSCLC. Previous studies have demonstrated that cancer cells produce and secrete many more exosomes than normal proliferating cells.13, 14 Therefore, most circulating exosomes in the serum samples of NSCLC patients might be originated from the tumor cells. It is possible that the lung cancer cells derived exosomes (from NSCLC patients) have significantly more miR‐378 than normal cells derived exosomes (from healthy individuals or patients with NMRD), resulting in the upregulation of serum exosomal miR‐378 in patients with NSCLC compared with healthy individuals or patients with NMRD. However, in addition to lung cancer cells, exosomes can be released by most cells of the tumor microenvironment such as cancer associated fibroblasts and immune cells. Exosomal miR‐378 secreted by cancer associated fibroblasts and/or immune cells might be also markedly higher than those released by normal cells, contributing to dramatically increased level of serum exosomal miR‐378 in NSCLC patients. To elucidate whether the miR‐378 is higher in lung cancer cell‐derived exosome, the tumor‐specific exosomes need to be isolated and purified from the serum samples of NSCLC patients. Then, the level of miR‐378 in circulating tumor cell‐ and normal cell‐derived exosomes should be compared. Likewise, the dysregulation of miR‐378 was reported to have an oncogenic role in various cancer types. In cervical cancer (CC), miR‐378 was overexpressed in CC tissues and cell lines, and in vitro and in vivo evidence showed that miR‐378 upregulation significantly promoted cell growth, migration, invasion, and restrained apoptosis. Both ST7L and ATG12 were its downstream target genes.15, 16 Zhou et al found that miR‐378 expression was greatly increased in cholangiocarcinoma. MiR‐378 upregulation enhanced the carcinogenesis and was associated with poor prognosis.17 In osteosarcoma, upregulation of miR‐378 occurred more frequently in both cancerous tissues and cell lines. Ectopic expression of miR‐378 greatly increased cell proliferation by inversely regulating KLF9.18 In melanoma, Sun et al found that miR‐378 expression was significantly upregulated in cancerous tissues, miR‐378 overexpression markedly stimulated oncogenic behaviors of cancer cells both in vitro and in vivo through regulating FOXN3.19 Ma et al reported that miR‐378 upregulation significantly promoted the proliferation, migration, and invasion capacity of liver cancer cells by downregulating Fus expression.20 Interestingly, accumulating evidence has demonstrated that miR‐378 also played a tumor‐suppressive role in many cancer types. For instance, miR‐378 was downregulated in CRC cancer tissues and cell lines, and miR‐378 upregulation was negatively correlated with aggressive clinical variables. Overexpression of miR‐378 suppressed the malignant behaviors of cancer cells in vitro by targeting CDC40 and vimentin.21, 22 Similarly, Zeng et al23 showed that miR‐378 expression was frequently downregulated both in colon cancer tissues and in cell lines. Enforced expression of miR‐378 not only restrained cancer cell proliferation, but also suppressed carcinogenesis by directly targeting SDAD1. In prostate cancer, decreased miR‐378 expression was observed in cancer tissues and predicted poor prognosis. Ectopic expression of miR‐378 significantly attenuated cancer cell migration, invasion, and stimulated cell apoptosis.24, 25 In addition, Fei and colleagues showed enforced miR‐378 expression remarkably repressed gastric cancer cell proliferation, cycle progression, migration, and invasion by negatively regulating MAPK126. Moreover, Li et al showed miR‐378 expression was dramatically decreased in glioma tissues compared to adjacent normal tissues, and low miR‐378 expression was associated with shorter overall survival.27 These data suggested that miR‐378 might act as either an oncomiR or tumor suppressor gene in cancer. The biological functions of miRNAs might largely depend on its downstream targets. Therefore, it is reasonable to observe the phenomenon that miR‐378 plays a contradictory role in different types of cancers. In summary, we have revealed an increase in serum exosomal miR‐378 levels in NSCLC patients. The combination of serum exosomal miR‐378 and CEA represented a very promising screening test for NSCLC diagnosis, and higher serum exosomal miR‐378 levels were associated with unfavorable prognosis of NSCLC. Collectively, serum exosomal miR‐378 might be a reliable biomarker for the diagnosis and prognosis of NSCLC.
  28 in total

1.  Loss of miR-378 in prostate cancer, a common regulator of KLK2 and KLK4, correlates with aggressive disease phenotype and predicts the short-term relapse of the patients.

Authors:  Margaritis Avgeris; Konstantinos Stravodimos; Andreas Scorilas
Journal:  Biol Chem       Date:  2014-09       Impact factor: 3.915

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Authors:  K-X Ji; F Cui; D Qu; R-Y Sun; P Sun; F-Y Chen; S-L Wang; H-S Sun
Journal:  Eur Rev Med Pharmacol Sci       Date:  2018-02       Impact factor: 3.507

5.  MicroRNA-378 regulates epithelial-mesenchymal transition and metastasis of melanoma by inhibiting FOXN3 expression through the Wnt/β-catenin pathway.

Authors:  Mengyao Sun; Xiaona Ma; Chen Tu; Xiaopeng Wang; Jianqiang Qu; Shuang Wang; Shengxiang Xiao
Journal:  Cell Biol Int       Date:  2019-07-23       Impact factor: 3.612

6.  Argonaute2 complexes carry a population of circulating microRNAs independent of vesicles in human plasma.

Authors:  Jason D Arroyo; John R Chevillet; Evan M Kroh; Ingrid K Ruf; Colin C Pritchard; Donald F Gibson; Patrick S Mitchell; Christopher F Bennett; Era L Pogosova-Agadjanyan; Derek L Stirewalt; Jonathan F Tait; Muneesh Tewari
Journal:  Proc Natl Acad Sci U S A       Date:  2011-03-07       Impact factor: 11.205

7.  MicroRNA-378 inhibits cell growth and enhances L-OHP-induced apoptosis in human colorectal cancer.

Authors:  Kai-Yu Wang; Jun Ma; Fu-Xi Zhang; Ming-Jun Yu; Ji-Shan Xue; Ji-Sheng Zhao
Journal:  IUBMB Life       Date:  2014-09       Impact factor: 3.885

8.  Interplay between heme oxygenase-1 and miR-378 affects non-small cell lung carcinoma growth, vascularization, and metastasis.

Authors:  Klaudia Skrzypek; Magdalena Tertil; Slawomir Golda; Maciej Ciesla; Kazimierz Weglarczyk; Guillaume Collet; Alan Guichard; Magdalena Kozakowska; Jorge Boczkowski; Halina Was; Tomasz Gil; Jaroslaw Kuzdzal; Lucie Muchova; Libor Vitek; Agnieszka Loboda; Alicja Jozkowicz; Claudine Kieda; Jozef Dulak
Journal:  Antioxid Redox Signal       Date:  2013-06-27       Impact factor: 8.401

9.  MiR-378 and MiR-1827 Regulate Tumor Invasion, Migration and Angiogenesis in Human Lung Adenocarcinoma by Targeting RBX1 and CRKL, Respectively.

Authors:  Chai San Ho; Suzita Mohd Noor; Noor Hasima Nagoor
Journal:  J Cancer       Date:  2018-01-01       Impact factor: 4.207

Review 10.  Tumor-associated circulating microRNAs as biomarkers of cancer.

Authors:  Jin Wang; Ke-Yong Zhang; Song-Mei Liu; Subrata Sen
Journal:  Molecules       Date:  2014-02-10       Impact factor: 4.411

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Journal:  Onco Targets Ther       Date:  2020-10-12       Impact factor: 4.147

2.  Small Extracellular Vesicles in Pre-Therapy Plasma Predict Clinical Outcome in Non-Small-Cell Lung Cancer Patients.

Authors:  Eleni-Kyriaki Vetsika; Priyanka Sharma; Ioannis Samaras; Alexandra Markou; Vassilis Georgoulias; Theresa L Whiteside; Athanasios Kotsakis
Journal:  Cancers (Basel)       Date:  2021-04-23       Impact factor: 6.639

Review 3.  Critical Roles of Tumor Extracellular Vesicles in the Microenvironment of Thoracic Cancers.

Authors:  Lyna Kara-Terki; Lucas Treps; Christophe Blanquart; Delphine Fradin
Journal:  Int J Mol Sci       Date:  2020-08-21       Impact factor: 5.923

4.  Reporter gene comparison demonstrates interference of complex body fluids with secreted luciferase activity.

Authors:  M Neefjes; B A C Housmans; T J M Welting; P M van der Kraan; G G H van den Akker; L W van Rhijn
Journal:  Sci Rep       Date:  2021-01-14       Impact factor: 4.379

Review 5.  Extracellular Vesicle-Associated miRNAs as a Biomarker for Lung Cancer in Liquid Biopsy.

Authors:  Xue He; Sujeong Park; Yan Chen; Heedoo Lee
Journal:  Front Mol Biosci       Date:  2021-02-24

6.  A meta-analysis on the relationship of exosomes and the prognosis of lung cancer.

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Journal:  Medicine (Baltimore)       Date:  2021-04-16       Impact factor: 1.817

7.  LncRNA SNHG12 in extracellular vesicles derived from carcinoma-associated fibroblasts promotes cisplatin resistance in non-small cell lung cancer cells.

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Journal:  Bioengineered       Date:  2022-01       Impact factor: 3.269

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Authors:  K Auxzilia Preethi; Sushmaa Chandralekha Selvakumar; Kehinde Ross; Selvaraj Jayaraman; Deusdedit Tusubira; Durairaj Sekar
Journal:  Mol Cancer       Date:  2022-02-16       Impact factor: 27.401

9.  Serum exosomal miR-378 upregulation is associated with poor prognosis in non-small-cell lung cancer patients.

Authors:  Yan Zhang; Hongjie Xu
Journal:  J Clin Lab Anal       Date:  2020-02-14       Impact factor: 2.352

Review 10.  Exosomal microRNAs in non-small cell lung cancer.

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