The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer

Tumor-educated Platelets (TEPs) have emerged as rich biosources of cancer-related RNA profiles in liquid biopsies applicable for cancer detection. Although human blood platelets have been found to be enriched in circular RNA (circRNA), no studies have investigated the potential of circRNA as platele...

Full description

Bibliographic Details
Main Authors: Silvia D’Ambrosi, Allerdien Visser, Mafalda Antunes-Ferreira, Ankie Poutsma, Stavros Giannoukakos, Nik Sol, Siamack Sabrkhany, Idris Bahce, Marijke J. E. Kuijpers, Mirjam G. A. Oude Egbrink, Arjan W. Griffioen, Myron G. Best, Danijela Koppers-Lalic, Cees Oudejans, Thomas Würdinger
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/18/4644
id doaj-4ab2559bf26d4f2aa61d22c9dcb495b1
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Silvia D’Ambrosi
Allerdien Visser
Mafalda Antunes-Ferreira
Ankie Poutsma
Stavros Giannoukakos
Nik Sol
Siamack Sabrkhany
Idris Bahce
Marijke J. E. Kuijpers
Mirjam G. A. Oude Egbrink
Arjan W. Griffioen
Myron G. Best
Danijela Koppers-Lalic
Cees Oudejans
Thomas Würdinger
spellingShingle Silvia D’Ambrosi
Allerdien Visser
Mafalda Antunes-Ferreira
Ankie Poutsma
Stavros Giannoukakos
Nik Sol
Siamack Sabrkhany
Idris Bahce
Marijke J. E. Kuijpers
Mirjam G. A. Oude Egbrink
Arjan W. Griffioen
Myron G. Best
Danijela Koppers-Lalic
Cees Oudejans
Thomas Würdinger
The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
Cancers
circular RNA
non-small cell lung cancer
platelets
liquid biopsy
biomarkers
author_facet Silvia D’Ambrosi
Allerdien Visser
Mafalda Antunes-Ferreira
Ankie Poutsma
Stavros Giannoukakos
Nik Sol
Siamack Sabrkhany
Idris Bahce
Marijke J. E. Kuijpers
Mirjam G. A. Oude Egbrink
Arjan W. Griffioen
Myron G. Best
Danijela Koppers-Lalic
Cees Oudejans
Thomas Würdinger
author_sort Silvia D’Ambrosi
title The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
title_short The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
title_full The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
title_fullStr The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
title_full_unstemmed The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung Cancer
title_sort analysis of platelet-derived circrna repertoire as potential diagnostic biomarker for non-small cell lung cancer
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2021-09-01
description Tumor-educated Platelets (TEPs) have emerged as rich biosources of cancer-related RNA profiles in liquid biopsies applicable for cancer detection. Although human blood platelets have been found to be enriched in circular RNA (circRNA), no studies have investigated the potential of circRNA as platelet-derived biomarkers for cancer. In this proof-of-concept study, we examine whether the circRNA signature of blood platelets can be used as a liquid biopsy biomarker for the detection of non-small cell lung cancer (NSCLC). We analyzed the total RNA, extracted from the platelet samples collected from NSCLC patients and asymptomatic individuals, using RNA sequencing (RNA-Seq). Identification and quantification of known and novel circRNAs were performed using the accurate CircRNA finder suite (ACFS), followed by the differential transcript expression analysis using a modified version of our thromboSeq software. Out of 4732 detected circRNAs, we identified 411 circRNAs that are significantly (<i>p</i>-value < 0.05) differentially expressed between asymptomatic individuals and NSCLC patients. Using the false discovery rate (FDR) of 0.05 as cutoff, we selected the nuclear receptor-interacting protein 1 (NRIP1) circRNA (circNRIP1) as a potential biomarker candidate for further validation by reverse transcription–quantitative PCR (RT-qPCR). This analysis was performed on an independent cohort of platelet samples. The RT-qPCR results confirmed the RNA-Seq data analysis, with significant downregulation of circNRIP1 in platelets derived from NSCLC patients. Our findings suggest that circRNAs found in blood platelets may hold diagnostic biomarkers potential for the detection of NSCLC using liquid biopsies.
topic circular RNA
non-small cell lung cancer
platelets
liquid biopsy
biomarkers
url https://www.mdpi.com/2072-6694/13/18/4644
work_keys_str_mv AT silviadambrosi theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT allerdienvisser theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT mafaldaantunesferreira theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT ankiepoutsma theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT stavrosgiannoukakos theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT niksol theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT siamacksabrkhany theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT idrisbahce theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT marijkejekuijpers theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT mirjamgaoudeegbrink theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT arjanwgriffioen theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT myrongbest theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT danijelakopperslalic theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT ceesoudejans theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT thomaswurdinger theanalysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT silviadambrosi analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT allerdienvisser analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT mafaldaantunesferreira analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT ankiepoutsma analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT stavrosgiannoukakos analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT niksol analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT siamacksabrkhany analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT idrisbahce analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT marijkejekuijpers analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT mirjamgaoudeegbrink analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT arjanwgriffioen analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT myrongbest analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT danijelakopperslalic analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT ceesoudejans analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
AT thomaswurdinger analysisofplateletderivedcircrnarepertoireaspotentialdiagnosticbiomarkerfornonsmallcelllungcancer
_version_ 1717367836255453184
spelling doaj-4ab2559bf26d4f2aa61d22c9dcb495b12021-09-25T23:49:52ZengMDPI AGCancers2072-66942021-09-01134644464410.3390/cancers13184644The Analysis of Platelet-Derived circRNA Repertoire as Potential Diagnostic Biomarker for Non-Small Cell Lung CancerSilvia D’Ambrosi0Allerdien Visser1Mafalda Antunes-Ferreira2Ankie Poutsma3Stavros Giannoukakos4Nik Sol5Siamack Sabrkhany6Idris Bahce7Marijke J. E. Kuijpers8Mirjam G. A. Oude Egbrink9Arjan W. Griffioen10Myron G. Best11Danijela Koppers-Lalic12Cees Oudejans13Thomas Würdinger14Department of Neurosurgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Clinical Chemistry, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Neurosurgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Clinical Chemistry, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Genetics, Faculty of Science, University of Granada, 18071 Granada, SpainBrain Tumor Center Amsterdam, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Physiology, Cardiovascular Research Institute Maastricht, Maastricht University Medical Center, 6229 ER Maastricht, The NetherlandsDepartment of Pulmonary Diseases, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, 6229 ER Maastricht, The NetherlandsDepartment of Physiology, Cardiovascular Research Institute Maastricht, Maastricht University Medical Center, 6229 ER Maastricht, The NetherlandsAngiogenesis Laboratory, Department of Medical Oncology, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Neurosurgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Neurosurgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Clinical Chemistry, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsDepartment of Neurosurgery, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, 1081 HV Amsterdam, The NetherlandsTumor-educated Platelets (TEPs) have emerged as rich biosources of cancer-related RNA profiles in liquid biopsies applicable for cancer detection. Although human blood platelets have been found to be enriched in circular RNA (circRNA), no studies have investigated the potential of circRNA as platelet-derived biomarkers for cancer. In this proof-of-concept study, we examine whether the circRNA signature of blood platelets can be used as a liquid biopsy biomarker for the detection of non-small cell lung cancer (NSCLC). We analyzed the total RNA, extracted from the platelet samples collected from NSCLC patients and asymptomatic individuals, using RNA sequencing (RNA-Seq). Identification and quantification of known and novel circRNAs were performed using the accurate CircRNA finder suite (ACFS), followed by the differential transcript expression analysis using a modified version of our thromboSeq software. Out of 4732 detected circRNAs, we identified 411 circRNAs that are significantly (<i>p</i>-value < 0.05) differentially expressed between asymptomatic individuals and NSCLC patients. Using the false discovery rate (FDR) of 0.05 as cutoff, we selected the nuclear receptor-interacting protein 1 (NRIP1) circRNA (circNRIP1) as a potential biomarker candidate for further validation by reverse transcription–quantitative PCR (RT-qPCR). This analysis was performed on an independent cohort of platelet samples. The RT-qPCR results confirmed the RNA-Seq data analysis, with significant downregulation of circNRIP1 in platelets derived from NSCLC patients. Our findings suggest that circRNAs found in blood platelets may hold diagnostic biomarkers potential for the detection of NSCLC using liquid biopsies.https://www.mdpi.com/2072-6694/13/18/4644circular RNAnon-small cell lung cancerplateletsliquid biopsybiomarkers