Systematic Review of Methods for Measuring Circulating Cell-Free DNA in Plasma of Healthy Individuals
Abstract
1. Introduction
2. Materials and Methods
2.1. Literature Search and Selection Criteria
2.2. Data Extraction and Assessment
2.3. Methodology Flow Diagram
2.4. Multiple Regression Analysis
2.5. Box and Whisker Plots
3. Results
3.1. Literature Search Results
3.2. Quality of Included Articles
3.3. Methodology Flow Diagram
3.4. Statistical Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| cfDNA | Circulating cell-free DNA |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| qPCR | quantitative PCR |
| dPCR | digital PCR |
References
- Su, Y.; Wang, M.; Brenner, D.E.; Norton, P.A.; Block, T.M. Detection of Mutated K-ras DNA in Urine, Plasma, and Serum of Patients with Colorectal Carcinoma or Adenomatous Polyps. Ann. N. Y. Acad. Sci. 2008, 1137, 197–206. [Google Scholar] [CrossRef] [PubMed]
- Yao, W.; Mei, C.; Nan, X.; Hui, L. Evaluation and comparison of in vitro degradation kinetics of DNA in serum, urine and saliva: A qualitative study. Gene 2016, 590, 142–148. [Google Scholar] [CrossRef] [PubMed]
- De Miranda, F.S.; Barauna, V.G.; Dos Santos, L.; Costa, G.; Vassallo, P.F.; Campos, L.C.G. Properties and Application of Cell-Free DNA as a Clinical Biomarker. Int. J. Mol. Sci. 2021, 22, 9110. [Google Scholar] [CrossRef] [PubMed]
- Jahr, S.; Hentze, H.; Englisch, S.; Hardt, D.; Fackelmayer, F.O.; Hesch, R.D.; Knippers, R. DNA fragments in the blood plasma of cancer patients: Quantitations and evidence for their origin from apoptotic and necrotic cells. Cancer Res. 2001, 61, 1659–1665. [Google Scholar]
- Breitbach, S.; Sterzing, B.; Magallanes, C.; Tug, S.; Simon, P. Direct measurement of cell-free DNA from serially collected capillary plasma during incremental exercise. J. Appl. Physiol. 2014, 117, 119–130. [Google Scholar] [CrossRef]
- Arzuaga-Mendez, J.; Prieto-Fernández, E.; Lopez-Lopez, E.; Martin-Guerrero, I.; García-Ruiz, J.C.; García-Orad, A. Cell-free DNA as a biomarker in diffuse large B-cell lymphoma: A systematic review. Crit. Rev. Oncol. Hematol. 2019, 139, 7–15. [Google Scholar] [CrossRef]
- Cervena, K.; Vodicka, P.; Vymetalkova, V. Diagnostic and prognostic impact of cell-free DNA in human cancers: Systematic review. Mutat. Res. 2019, 781, 100–129. [Google Scholar] [CrossRef]
- Petit, J.; Carroll, G.; Gould, T.; Pockney, P.; Dun, M.; Scott, R.J. Cell-Free DNA as a Diagnostic Blood-Based Biomarker for Colorectal Cancer: A Systematic Review. J. Surg. Res. 2019, 236, 184–197. [Google Scholar] [CrossRef]
- Chan, K.A.; Yeung, S.W.; Lui, W.B.; Rainer, T.H.; Lo, Y.D. Effects of Preanalytical Factors on the Molecular Size of Cell-Free DNA in Blood. Clin. Chem. 2005, 51, 781–784. [Google Scholar] [CrossRef]
- Trigg, R.M.; Martinson, L.J.; Parpart-Li, S.; Shaw, J.A. Factors that influence quality and yield of circulating-free DNA: A systematic review of the methodology literature. Heliyon 2018, 4, e00699. [Google Scholar] [CrossRef]
- Kumar, M.; Choudhury, Y.; Ghosh, S.K.; Mondal, R. Application and optimization of minimally invasive cell-free DNA techniques in oncogenomics. Tumor Biol. 2018, 40, 101042831876034. [Google Scholar] [CrossRef] [PubMed]
- Van der Leest, P.; Boonstra, P.A.; ter Elst, A.; van Kempen, L.C.; Tibbesma, M.; Koopmans, J.; Miedema, A.; Tamminga, M.; Groen, H.J.M.; Reyners, A.K.L.; et al. Comparison of Circulating Cell-Free DNA Extraction Methods for Downstream Analysis in Cancer Patients. Cancers 2020, 12, 1222. [Google Scholar] [CrossRef] [PubMed]
- Mauger, F.; Dulary, C.; Daviaud, C.; Deleuze, J.F.; Tost, J. Comprehensive evaluation of methods to isolate, quantify, and characterize circulating cell-free DNA from small volumes of plasma. Anal. Bioanal. Chem. 2015, 407, 6873–6878. [Google Scholar] [CrossRef] [PubMed]
- Shen, Q.; Cen, H.; Jiang, J.; Cong, Z.; Zhou, Y.; Huang, X.; Zhu, L.; Jiang, Q.; Xue, C. The level and integrity of plasma circulating cell-free DNA in patients with primary multiple myeloma. Transl. Cancer Res. 2022, 11, 4137–4147. [Google Scholar] [CrossRef]
- Moher, D.; Shamseer, L.; Clarke, M.; Ghersi, D.; Liberati, A.; Petticrew, M.; Shekelle, P.; Stewart, L.A. Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement. Syst. Rev. 2015, 4, 1. [Google Scholar] [CrossRef]
- Molugaram, K.; Rao, G.S. Chapter 1—An Overview of Statistical Applications. In Statistical Techniques for Transportation Engineering [Internet]; Molugaram, K., Rao, G.S., Eds.; Butterworth-Heinemann: Oxford, UK, 2017; pp. 1–23. Available online: https://www.sciencedirect.com/science/article/pii/B9780128115558000015 (accessed on 1 May 2025).
- Raju, C.K. Probability in Ancient India. In Philosophy of Statistics [Internet]; Bandyopadhyay, P.S., Forster, M.R., Eds.; Handbook of the Philosophy of Science; North-Holland: Amsterdam, The Netherlands, 2011; Volume 7, pp. 1175–1195. Available online: https://www.sciencedirect.com/science/article/pii/B978044451862050037X (accessed on 1 May 2025).
- Breitbach, S.; Tug, S.; Helmig, S.; Zahn, D.; Kubiak, T.; Michal, M.; Gori, T.; Ehlert, T.; Beiter, T.; Simon, P. Direct Quantification of Cell-Free, Circulating DNA from Unpurified Plasma. PLoS ONE 2014, 9, e87838. [Google Scholar] [CrossRef]
- Dopico, P.J.; Le, M.-C.N.; Burgess, B.; Yang, Z.; Zhao, Y.; Wang, Y.; George, T.J.; Fan, Z.H. Longitudinal Study of Circulating Biomarkers in Patients with Resectable Pancreatic Ductal Adenocarcinoma. Biosensors 2022, 12, 206. [Google Scholar] [CrossRef]
- He, Y.; Zhang, X.; Wang, L.; Tian, Z.; Liu, Q.; Yao, J.; Liu, Y.; Li, C.; Min, L.; Shan, B. Detection of cancer specific mutations in early-stage non-small cell lung cancer using cell-free DNA by targeted sequencing. Int. J. Oncol. 2016, 49, 2351–2358. [Google Scholar] [CrossRef]
- Hussein, N.A.; Mohamed, S.N.; Ahmed, M.A. Plasma ALU-247, ALU-115, and cfDNA Integrity as Diagnostic and Prognostic Biomarkers for Breast Cancer. Appl. Biochem. Biotechnol. 2019, 187, 1028–1045. [Google Scholar] [CrossRef]
- Qi, J.; Hong, B.; Wang, S.; Wang, J.; Fang, J.; Sun, R.; Nie, J.; Wang, H. Plasma cell-free DNA methylome-based liquid biopsy for accurate gastric cancer detection. Cancer Sci. 2024, 115, 3426–3438. [Google Scholar] [CrossRef]
- Sinha, S.; Brown, H.; Tabak, J.; Fang, Z.; du Tertre, M.C.; McNamara, S.; Gambaro, K.; Batist, G.; Buell, J.F. Multiplexed real-time polymerase chain reaction cell-free DNA assay as a potential method to monitor stage IV colorectal cancer. Surgery 2019, 166, 534–539. [Google Scholar] [CrossRef]
- Yuwono, N.L.; Henry, C.E.; Ford, C.E.; Warton, K. Total and endothelial cell-derived cell-free DNA in blood plasma does not change during menstruation. PLoS ONE 2021, 16, e0250561. [Google Scholar] [CrossRef] [PubMed]
- Alghofaili, L.; Almubarak, H.; Gassem, K.; Islam, S.S.; Coskun, S.; Kaya, N.; Karakas, B. Cell-free DNA levels of twins and sibling pairs indicate individuality and possible use as a personalized biomarker. PLoS ONE 2019, 14, e0223470. [Google Scholar] [CrossRef]
- Chen, E.; Cario, C.L.; Leong, L.; Lopez, K.; Márquez, C.P.; Chu, C.; Li, P.S.; Oropeza, E.; Tenggara, I.; Cowan, J.; et al. Cell-free DNA concentration and fragment size as a biomarker for prostate cancer. Sci. Rep. 2021, 11, 5040. [Google Scholar] [CrossRef] [PubMed]
- Chu, A.A.; Gao, H.X.; Wu, T.T.; Zhang, Z. Survival outcomes correlate with the level of cell-free circulating DNA in ST-elevation myocardial infarction. J. Res. Med. Sci. 2024, 29, 8. [Google Scholar] [CrossRef] [PubMed]
- Cifuentes, G.A.; Santiago, A.; Blanco, L.M.; Fueyo, M.; Martínez, E.L.; Soria, R.; López, I.M.; Beltrán, P.C.; Pardo-Coto, P.; Rodriguez-Rubi, D.; et al. Clinical utility of liquid biopsy and integrative genomic profiling in early-stage and oligometastatic cancer patients treated with radiotherapy. Br. J. Cancer 2023, 128, 857–876. [Google Scholar] [CrossRef]
- Ershova, E.; Jestkova, E.; Chestkov, I.; Porokhovnik, L.; Izevskaya, V.; Kutsev, S.; Veiko, N.; Shmarina, G.; Dolgikh, O.; Kostyuk, S. Quantification of cell-free DNA in blood plasma and DNA damage degree in lymphocytes to evaluate dysregulation of apoptosis in schizophrenia patients. J. Psychiatr. Res. 2017, 87, 15–22. [Google Scholar]
- Jiang, J.; Chen, X.; Sun, L.; Qing, Y.; Yang, X.; Hu, X.; Yang, C.; Xu, T.; Wang, J.; Wang, P.; et al. Analysis of the concentrations and size distributions of cell-free DNA in schizophrenia using fluorescence correlation spectroscopy. Transl. Psychiatry 2018, 8, 104. [Google Scholar] [CrossRef]
- Le Calvez-Kelm, F.; Foll, M.; Wozniak, M.B.; Delhomme, T.M.; Durand, G.; Chopard, P.; Pertesi, M.; Fabianova, E.; Adamcakova, Z.; Holcatova, I.; et al. KRAS mutations in blood circulating cell-free DNA: A pancreatic cancer case-control. Oncotarget 2016, 7, 78827–78840. [Google Scholar] [CrossRef]
- Lin, L.H.; Chang, K.W.; Kao, S.Y.; Cheng, H.W.; Liu, C.J. Increased Plasma Circulating Cell-Free DNA Could Be a Potential Marker for Oral Cancer. Int. J. Mol. Sci. 2018, 19, 3303. [Google Scholar] [CrossRef]
- Maggi, E.C.; Gravina, S.; Cheng, H.; Piperdi, B.; Yuan, Z.; Dong, X.; Libutti, S.K.; Vijg, J.; Montagna, C. Development of a Method to Implement Whole-Genome Bisulfite Sequencing of cfDNA from Cancer Patients and a Mouse Tumor Model. Front. Genet. 2018, 9, 6. [Google Scholar] [CrossRef]
- Malinovskaya, E.M.; Ershova, E.S.; Okorokova, N.A.; Veiko, V.P.; Konkova, M.S.; Kozhina, E.A.; Savinova, E.A.; Porokhovnik, L.N.; Kutsev, S.I.; Veiko, N.N.; et al. Ribosomal DNA as DAMPs Signal for MCF7 Cancer Cells. Front. Oncol. 2019, 9, 445. [Google Scholar] [CrossRef] [PubMed]
- Marchio, A.; Atsama, M.A.; Béré, A.; Komas, N.-P.; Noah, D.N.; Atangana, P.J.A.; Camengo-Police, S.-M.; Njouom, R.; Bekondi, C.; Pineau, P. Droplet digital PCR detects high rate of TP53 R249S mutants in cell-free DNA of middle African patients with hepatocellular carcinoma. Clin. Exp. Med. 2018, 18, 421–431. [Google Scholar] [CrossRef] [PubMed]
- Mattox, A.K.; Douville, C.; Wang, Y.; Popoli, M.; Ptak, J.; Silliman, N.; Dobbyn, L.; Schaefer, J.; Lu, S.; Pearlman, A.H.; et al. The Origin of Highly Elevated Cell-Free DNA in Healthy Individuals and Patients with Pancreatic, Colorectal, Lung, or Ovarian Cancer. Cancer Discov. 2023, 13, 2166–2179. [Google Scholar] [CrossRef] [PubMed]
- Mazurek, A.M.; Rutkowski, T.; Fiszer-Kierzkowska, A.; Małusecka, E.; Składowski, K. Assessment of the total cfDNA and HPV16/18 detection in plasma samples of head and neck squamous cell carcinoma patients. Oral Oncol. 2016, 54, 36–41. [Google Scholar] [CrossRef]
- Miao, Y.; Fan, Y.; Zhang, L.; Ma, T.; Li, R. Clinical value of plasma cfDNA concentration and integrity in breast cancer patients. Cell. Mol. Biol. 2019, 65, 64–72. [Google Scholar] [CrossRef]
- Myint, N.N.M.; Verma, A.M.; Fernandez-Garcia, D.; Sarmah, P.; Tarpey, P.S.; Al-Aqbi, S.S.; Cai, H.; Trigg, R.; West, K.; Howells, L.M.; et al. Circulating tumor DNA in patients with colorectal adenomas: Assessment of detectability and genetic heterogeneity. Cell Death Dis. 2018, 9, 894. [Google Scholar] [CrossRef]
- Palande, V.; Siegal, T.; Detroja, R.; Gorohovski, A.; Glass, R.; Flueh, C.; Kanner, A.A.; Laviv, Y.; Har-Nof, S.; Levy-Barda, A.; et al. Detection of gene mutations and gene–gene fusions in circulating cell-free DNA of glioblastoma patients: An avenue for clinically relevant diagnostic analysis. Mol. Oncol. 2022, 16, 2098–2114. [Google Scholar] [CrossRef]
- Kim, Y.S.; Park, J.-L.; Kim, H.J.; Choi, B.Y.; Lee, H.-C.; Jang, H.-R.; Song, K.S.; Noh, S.-M.; Han, D.S. Quantitative analysis of cell-free DNA in the plasma of gastric cancer patients. Oncol. Lett. 2012, 3, 921–926. [Google Scholar] [CrossRef]
- Salimi, M.; Sedaghati Burkhani, S. Integrity and Quantity Evaluation of Plasma Cell-Free DNA in Triple Negative Breast Cancer. Avicenna J. Med. Biotechnol. 2019, 11, 334–338. [Google Scholar]
- Szpechcinski, A.; Dancewicz, M.; Kopinski, P.; Kowalewski, J.; Chorostowska-Wynimko, J. Real-time PCR quantification of plasma DNA in non-small cell lung cancer patients and healthy controls. Eur. J. Med. Res. 2009, 14, 237. [Google Scholar] [CrossRef]
- Szpechcinski, A.; Chorostowska-Wynimko, J.; Struniawski, R.; Kupis, W.; Rudzinski, P.; Langfort, R.; Puscinska, E.; Bielen, P.; Sliwinski, P.; Orlowski, T. Cell-free DNA levels in plasma of patients with non-small-cell lung cancer and inflammatory lung disease. Br. J. Cancer 2015, 113, 476–483. [Google Scholar] [CrossRef] [PubMed]
- Szpechcinski, A.; Rudzinski, P.; Kupis, W.; Langfort, R.; Orlowski, T.; Chorostowska-Wynimko, J. Plasma cell-free DNA levels and integrity in patients with chest radiological findings: NSCLC versus benign lung nodules. Cancer Lett. 2016, 374, 202–207. [Google Scholar] [CrossRef] [PubMed]
- Tug, S.; Helmig, S.; Menke, J.; Zahn, D.; Kubiak, T.; Schwarting, A.; Simon, P. Correlation between cell free DNA levels and medical evaluation of disease progression in systemic lupus erythematosus patients. Cell. Immunol. 2014, 292, 32–39. [Google Scholar] [CrossRef] [PubMed]
- Ackerveken, P.V.D.; Lobbens, A.; Pamart, D.; Kotronoulas, A.; Rommelaere, G.; Eccleston, M.; Herzog, M. Epigenetic profiles of elevated cell free circulating H3.1 nucleosomes as potential biomarkers for non-Hodgkin lymphoma. Sci. Rep. 2023, 13, 16335. [Google Scholar] [CrossRef]
- Wu, J.; Tang, W.; Huang, L.; Hou, N.; Wu, J.; Cheng, X.; Ma, D.; Qian, P.; Shen, Q.; Guo, W.; et al. The analysis of cell-free DNA concentrations and integrity in serum of initial and treated of lymphoma patients. Clin. Biochem. 2019, 63, 59–65. [Google Scholar] [CrossRef]
- Wu, Z.; Yu, L.; Hou, J.; Cui, L.; Huang, Y.; Chen, Q.; Sun, Y.; Lu, W.; Zhang, C.; Sun, D. Plasma cfDNA for the Diagnosis and Prognosis of Colorectal Cancer. J. Oncol. 2022, 2022, 9538384. [Google Scholar] [CrossRef]
- Zhang, S.; Shu, X.; Tian, X.; Chen, F.; Lu, X.; Wang, G. Enhanced formation and impaired degradation of neutrophil extracellular traps in dermatomyositis and polymyositis: A potential contributor to interstitial lung disease complications. Clin. Exp. Immunol. 2014, 177, 134–141. [Google Scholar] [CrossRef]
- Zhong, Y.; Fan, Q.; Zhou, Z.; Wang, Y.; He, K.; Lu, J. Plasma cfDNA as a Potential Biomarker to Evaluate the Efficacy of Chemotherapy in Gastric Cancer. Cancer Manag. Res. 2020, 12, 3099–3106. [Google Scholar] [CrossRef]
- Polatoglou, E.; Mayer, Z.; Ungerer, V.; Bronkhorst, A.J.; Holdenrieder, S. Isolation and Quantification of Plasma Cell-Free DNA Using Different Manual and Automated Methods. Diagnostics 2022, 12, 2550. [Google Scholar] [CrossRef]
- Markus, H.; Contente-Cuomo, T.; Farooq, M.; Liang, W.S.; Borad, M.J.; Sivakumar, S.; Gollins, S.; Tran, N.L.; Dhruv, H.D.; Berens, M.E.; et al. Evaluation of pre-analytical factors affecting plasma DNA analysis. Sci. Rep. 2018, 8, 7375. [Google Scholar] [CrossRef]
- Till, J.E.; Black, T.A.; Gentile, C.; Abdalla, A.; Wang, Z.; Sangha, H.K.; Roth, J.J.; Sussman, R.; Yee, S.S.; O’Hara, M.H.; et al. Optimization of Sources of Circulating Cell-Free DNA Variability for Downstream Molecular Analysis. J. Mol. Diagn. 2021, 23, 1545–1552. [Google Scholar] [CrossRef]




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Das, A.; Gocaj, I.; Yurovsky, A. Systematic Review of Methods for Measuring Circulating Cell-Free DNA in Plasma of Healthy Individuals. Diagnostics 2026, 16, 821. https://doi.org/10.3390/diagnostics16060821
Das A, Gocaj I, Yurovsky A. Systematic Review of Methods for Measuring Circulating Cell-Free DNA in Plasma of Healthy Individuals. Diagnostics. 2026; 16(6):821. https://doi.org/10.3390/diagnostics16060821
Chicago/Turabian StyleDas, Aaron, Ilirjana Gocaj, and Alisa Yurovsky. 2026. "Systematic Review of Methods for Measuring Circulating Cell-Free DNA in Plasma of Healthy Individuals" Diagnostics 16, no. 6: 821. https://doi.org/10.3390/diagnostics16060821
APA StyleDas, A., Gocaj, I., & Yurovsky, A. (2026). Systematic Review of Methods for Measuring Circulating Cell-Free DNA in Plasma of Healthy Individuals. Diagnostics, 16(6), 821. https://doi.org/10.3390/diagnostics16060821

