Quality and efficiency assessment of six extracellular vesicle isolation methods by nano-flow cytometry
Open accessAbstract
Extracellular vesicles (EVs) have sparked tremendous interest owing to their prominent potential in diagnostics and therapeutics. Isolation of EVs from complex biological fluids with high purity is essential to the accurate analysis of EV cargo. Unfortunately, generally used isolation techniques do not offer good separation of EVs from non-EV contaminants. Hence, it is important to have a standardized method to characterise the properties of EV preparations, including size distribution, particle concentration, purity and phenotype. Employing a laboratory-built nano-flow cytometer (nFCM) that enables multiparameter analysis of single EVs as small as 40 nm, here we report a new benchmark to the quality and efficiency assessment of EVs isolated from plasma, one of the most difficult body fluids to work with. The performance of five widely used commercial isolation kits was examined and compared with the traditional differential ultracentrifugation (UC). Two to four orders of magnitude higher particle concentrations were observed for EV preparations from platelet-free plasma (PFP) by kits when compared with the EV preparation by UC, yet the purity was much lower. Meanwhile, the particle size distribution profiles of EV preparations by kits closely resembled those of PFP whereas the EV preparation by UC showed a broader size distribution at relatively large particle size. When these kits were used to isolate EVs from vesicle-depleted PFP (VD-PFP), comparable particle counts were obtained with their corresponding EV preparations from PFP, which confirmed again the isolation of a large quantity of non-vesicular contaminants. As CD9, CD63 and CD81 also exist in the plasma matrix, single-particle phenotyping of EVs offers distinct advantage in the validation of EVs compared with ensemble-averaged approaches, such as Western blot analysis. nFCM allows us to compare different isolation techniques without prejudice.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Commonly used isolation techniques (NTA, DLS, RPS) cannot optimally separate exosomes and non-exosome pollutants.
“Commonly used isolation techniques, such as nanoparticle tracking analysis (NTA), dynamic light scattering (DLS), resistive pulse sensing (RPS), etc., cannot optimally separate exosomes and non-exosomes pollutants”
From The Therapeutic Potential and Clinical Significance of Exosomes as Carriers of Drug Delivery System (2022) · cites this paper as [130]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Valadi, H., Ekström, K., Bossios, A., Sjöstrand, M., Lee, J. J., & Lötvall, J. O. (2007) · Nature Cell Biology · doi:10.1038/ncb1596 · Cited by 12,834 · see citing works
Théry, C., Witwer, K. W., Aikawa, E., Alcaraz, M. J., Anderson, J. D., Andriantsitohaina, R., Antoniou, A., Arab, T., Archer, F., Atkin‐Smith, G. K., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1535750 · Cited by 11,099 · see citing works
Self-citationIsolation and Characterization of Exosomes from Cell Culture Supernatants and Biological Fluids
Théry, C., Amigorena, S., Raposo, G., & Clayton, A. (2006) · Current Protocols in Cell Biology · doi:10.1002/0471143030.cb0322s30 · Cited by 5,766 · see citing works
Exosomes: composition, biogenesis and function
Théry, C., Zitvogel, L., & Amigorena, S. (2002) · Nature reviews. Immunology · doi:10.1038/nri855 · Cited by 5,355 · see citing works
Glypican-1 identifies cancer exosomes and detects early pancreatic cancer
Melo, S. A., Luecke, L. B., Kahlert, C., Fernandez, A. F., Gammon, S. T., Kaye, J., LeBleu, V. S., Mittendorf, E. A., Weitz, J., Rahbari, N., et al. (2015) · Nature · doi:10.1038/nature14581 · Cited by 2,880 · see citing works
Lötvall, J. O., Hill, A. F., Hochberg, F. H., Buzás, E. I., Vizio, D. D., Gardiner, C., Gho, Y. S., Kurochkin, I. V., Mathivanan, S., Quesenberry, P. J., et al. (2014) · Journal of Extracellular Vesicles · doi:10.3402/jev.v3.26913 · Cited by 2,710 · see citing works
Exosomes facilitate therapeutic targeting of oncogenic KRAS in pancreatic cancer
Kamerkar, S., LeBleu, V. S., Sugimoto, H., Yang, S., Ruivo, C. F., Melo, S. A., Lee, J. J., & Kalluri, R. (2017) · Nature · doi:10.1038/nature22341 · Cited by 2,639 · see citing works
Witwer, K. W., Buzás, E. I., Bemis, L., Bora, A., Lässer, C., Lötvall, J. O., Hoen, E. N. M. N., Piper, M. G., Sivaraman, S., Skog, J., et al. (2013) · Journal of Extracellular Vesicles · doi:10.3402/jev.v2i0.20360 · Cited by 2,424 · see citing works
Progress in Exosome Isolation Techniques
Li, P., Kaslan, M., Lee, S. H., Yao, J. D., & Gao, Z. (2017) · Theranostics · doi:10.7150/thno.18133 · Cited by 1,970 · see citing works
Optimized exosome isolation protocol for cell culture supernatant and human plasma
Lobb, R. J., Becker, M., Wen, S., Wong, C. S. F., Wiegmans, A. P., Leimgruber, A., & Möller, A. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.27031 · Cited by 1,725 · see citing works
New Technologies for Analysis of Extracellular Vesicles
Shao, H., Im, H., Castro, C. M., Breakefield, X. O., Weissleder, R., & Lee, H. (2018) · Chemical Reviews · doi:10.1021/acs.chemrev.7b00534 · Cited by 1,672 · see citing works
Zhang, H., Freitas, D. P., Kim, H. S., Fabijanic, K. I., Li, Z., Chen, H., Mark, M. T., Molina, H., Benito‐Martín, A., Bojmar, L., et al. (2018) · Nature Cell Biology · doi:10.1038/s41556-018-0040-4 · Cited by 1,623 · see citing works
Extracellular vesicles in cancer — implications for future improvements in cancer care
Xu, R., Rai, A., Chen, M., Suwakulsiri, W., Greening, D. W., & Simpson, R. J. (2018) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-018-0036-9 · Cited by 1,435 · see citing works
Atheroprotective communication between endothelial cells and smooth muscle cells through miRNAs
Hergenreider, E., Heydt, S., Tréguer, K., Boettger, T., Horrevoets, A. J. G., Zeiher, A. M., Scheffer, M. P., Frangakis, A. S., Yin, X., Mayr, M., et al. (2012) · Nature Cell Biology · doi:10.1038/ncb2441 · Cited by 1,307 · see citing works
Single‐step isolation of extracellular vesicles by size‐exclusion chromatography
Böing, A. N., van der Pol, E., Grootemaat, A. E., Coumans, F. A. W., Sturk, A., & Nieuwland, R. (2014) · Journal of Extracellular Vesicles · doi:10.3402/jev.v3.23430 · Cited by 1,228 · see citing works
Quantitative and stoichiometric analysis of the microRNA content of exosomes
Chevillet, J. R., Kang, Q., Ruf, I. K., Briggs, H. A., Vojtech, L. N., Hughes, S. M., Cheng, H. H., Arroyo, J. D., Meredith, E. K., Gallichotte, E. N., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1408301111 · Cited by 1,101 · see citing works
Gardiner, C., Vizio, D. D., Sahoo, S., Théry, C., Witwer, K. W., Wauben, M. H. M., & Hill, A. F. (2016) · Journal of Extracellular Vesicles · doi:10.3402/jev.v5.32945 · Cited by 1,075 · see citing works
Methodological Guidelines to Study Extracellular Vesicles
Coumans, F. A. W., Brisson, A. R., Buzás, E. I., Dignat‐George, F., Drees, E. E. E., Andaloussi, S. E., Emanueli, C., Gąsecka, A., Hendrix, A., Hill, A. F., et al. (2017) · Circulation Research · doi:10.1161/circresaha.117.309417 · Cited by 1,023 · see citing works
Isolation of exosomes from whole blood by integrating acoustics and microfluidics
Wu, M., Ouyang, Y., Wang, Z., Zhang, R., Huang, P., Chen, C., Li, H., Li, P., Quinn, D., Dao, M., et al. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1709210114 · Cited by 958 · see citing works
van der Pol, E., Coumans, F. A. W., Grootemaat, A. E., Gardiner, C., Sargent, I. L., Harrison, P., Sturk, A., van Leeuwen, T. G. J. M., & Nieuwland, R. (2014) · Journal of Thrombosis and Haemostasis · doi:10.1111/jth.12602 · Cited by 919 · see citing works
Webber, J., & Clayton, A. (2013) · Journal of Extracellular Vesicles · doi:10.3402/jev.v2i0.19861 · Cited by 817 · see citing works
Circulating Extracellular Vesicles in Human Disease
Shah, R. V., Patel, T. C., & Freedman, J. E. (2018) · New England Journal of Medicine · doi:10.1056/nejmra1704286 · Cited by 756 · see citing works
Arraud, N., Linares, R., Tan, S., Gounou, C., Pasquet, J., Mornet, S., & Brisson, A. R. (2014) · Journal of Thrombosis and Haemostasis · doi:10.1111/jth.12554 · Cited by 742 · see citing works
Mateescu, B., Kowal, E. J. K., van Balkom, B. W. M., Bartel, S., Bhattacharyya, S. N., Buzás, E. I., Buck, A. H., de Candia, P., Chow, F. W., Das, S., et al. (2017) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2017.1286095 · Cited by 726 · see citing works
ExtraPEG: A Polyethylene Glycol-Based Method for Enrichment of Extracellular Vesicles
Rider, M. A., Hurwitz, S. N., & Meckes, D. G. (2016) · Scientific Reports · doi:10.1038/srep23978 · Cited by 699 · see citing works
Extracellular Vesicles Provide a Means for Tissue Crosstalk during Exercise
Whitham, M., Parker, B. L., Friedrichsen, M. H., Hingst, J. R., Hjorth, M., Hughes, W. E., Egan, C. L., Cron, L., Watt, K. I., Kuchel, R. P., et al. (2018) · Cell Metabolism · doi:10.1016/j.cmet.2017.12.001 · Cited by 689 · see citing works
Helwa, I., Cai, J., Drewry, M. D., Zimmerman, A. D., Dinkins, M. B., Khaled, M. L., Seremwe, M., Dismuke, W. M., Bieberich, E., Stamer, W. D., et al. (2017) · PLoS ONE · doi:10.1371/journal.pone.0170628 · Cited by 616 · see citing works
Detailed analysis of the plasma extracellular vesicle proteome after separation from lipoproteins
Karimi, N., Cvjetkovic, A., Jang, S. C., Crescitelli, R., Feizi, M. A. H., Nieuwland, R., Lötvall, J. O., & Lässer, C. (2018) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-018-2773-4 · Cited by 591 · see citing works
Nanoscale lateral displacement arrays for the separation of exosomes and colloids down to 20 nm
Wunsch, B. H., Smith, J. T., Gifford, S. M., Wang, C., Brink, M., Bruce, R. L., Austin, R. H., Stolovitzky, G. A., & Astier, Y. (2016) · Nature Nanotechnology · doi:10.1038/nnano.2016.134 · Cited by 582 · see citing works
High‐speed centrifugation induces aggregation of extracellular vesicles
Linares, R., Tan, S., Gounou, C., Arraud, N., & Brisson, A. R. (2015) · Journal of Extracellular Vesicles · doi:10.3402/jev.v4.29509 · Cited by 572 · see citing works
Sódar, B. W., Kittel, Á., Pálóczi, K., Vukman, K. V., Osteikoetxea, X., Szabó-Taylor, K., Nemeth, A. H., Sperlágh, B., Baranyai, T., Giricz, Z., et al. (2016) · Scientific Reports · doi:10.1038/srep24316 · Cited by 557 · see citing works
Acoustic Purification of Extracellular Microvesicles
Lee, K., Shao, H., Weissleder, R., & Lee, H. (2015) · ACS Nano · doi:10.1021/nn506538f · Cited by 535 · see citing works
van der Vlist, E. J., Hoen, E. N. M. N., Stoorvogel, W., Arkesteijn, G. J. A., & Wauben, M. H. M. (2012) · Nature Protocols · doi:10.1038/nprot.2012.065 · Cited by 534 · see citing works
Tian, Y., Ma, L., Gong, M., Su, G., Zhu, S., Zhang, W., Wang, S., Li, Z., Chen, C., Li, L., et al. (2018) · ACS Nano · doi:10.1021/acsnano.7b07782 · Cited by 492 · see citing works
Self-citationTakov, K., Yellon, D. M., & Davidson, S. M. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1560809 · Cited by 419 · see citing works
Lacroix, R., Judicone, C., PONCELET, P., Robert, S., ARNAUD, L., Sampol, J., & Dignat‐George, F. (2011) · Journal of Thrombosis and Haemostasis · doi:10.1111/j.1538-7836.2011.04610.x · Cited by 401 · see citing works
Stránská, R., Gysbrechts, L., Wouters, J., Vermeersch, P., Bloch, K. M., Dierickx, D., Andreï, G., & Snoeck, R. (2018) · Journal of Translational Medicine · doi:10.1186/s12967-017-1374-6 · Cited by 397 · see citing works
Woo, H., Sunkara, V., Park, J., Kim, T.-H., Han, J.-R., Kim, C., Choi, H.-I., Kim, Y., & Cho, Y. (2017) · ACS Nano · doi:10.1021/acsnano.6b06131 · Cited by 371 · see citing works
Exosome isolation from distinct biofluids using precipitation and column-based approaches
Martins, T. S., Catita, J. A. M., Rosa, I. M., Silva, O. A. B. D. C. E., & Henriques, A. G. (2018) · PLoS ONE · doi:10.1371/journal.pone.0198820 · Cited by 369 · see citing works
What Are We Looking At? Extracellular Vesicles, Lipoproteins, or Both?
Simonsen, J. B. (2017) · Circulation Research · doi:10.1161/circresaha.117.311767 · Cited by 353 · see citing works
Exosomes purified from a single cell type have diverse morphology
Zabeo, D., Cvjetkovic, A., Lässer, C., Schorb, M., Lötvall, J. O., & Höög, J. L. (2017) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2017.1329476 · Cited by 297 · see citing works
Durcin, M., Fleury, A., Taillebois, E., Hilairet, G., Krupova, Z., Henry, C., Truchet, S., Trötzmüller, M., Köfeler, H. C., Mabilleau, G., et al. (2017) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2017.1305677 · Cited by 272 · see citing works
Buschmann, D., Kirchner, B., Hermann, S., Märte, M., Wurmser, C., Brandes, F., Kotschote, S., von Bonin, M., Steinlein, O. K., Pfaffl, M. W., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1481321 · Cited by 261 · see citing works
Differential detergent sensitivity of extracellular vesicle subpopulations
Osteikoetxea, X., Sódar, B. W., Nemeth, A. H., Szabó-Taylor, K., Pálóczi, K., Vukman, K. V., Tamási, V., Balogh, A., Kittel, Á., Pállinger, É., et al. (2015) · Organic & Biomolecular Chemistry · doi:10.1039/c5ob01451d · Cited by 245 · see citing works
Zhu, S., Ma, L., Wang, S., Chen, C., Zhang, W., Yang, L., Hang, W., Nolan, J. P., Wu, L., & Yan, X. (2014) · ACS Nano · doi:10.1021/nn505162u · Cited by 232 · see citing works
Self-citationProteomic analysis of exosomal cargo: the challenge of high purity vesicle isolation
Abramowicz, A., Widłak, P., & Pietrowska, M. (2016) · Molecular BioSystems · doi:10.1039/c6mb00082g · Cited by 204 · see citing works
Comparative analysis of EV isolation procedures for miRNAs detection in serum samples
Andreu, Z., Rivas, E., Sanguino-Pascual, A., Lamana, A., Marazuela, M., González‐Álvaro, I., Sánchez‐Madrid, F., de la Fuente, H., & Yáñez‐Mó, M. (2016) · Journal of Extracellular Vesicles · doi:10.3402/jev.v5.31655 · Cited by 192 · see citing works
Comparison of commercial exosome isolation kits for circulating exosomal microRNA profiling
Ding, M., Wang, C., Lu, X., et al. (2018) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-018-1052-4 · Cited by 167 · see citing works
Clos‐Garcia, M., Loizaga‐Iriarte, A., Zúñiga-García, P., Sánchez‐Mosquera, P., Cortázar, A. R., González, E., Torrano, V., Alonso, C., Pérez-Cormenzana, M., Ugalde‐Olano, A., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1470442 · Cited by 164 · see citing works
Oeyen, E., Mol, K. V., Baggerman, G., Willems, H., Boonen, K., Rolfo, C. D., Pauwels, P., Jacobs, A., Schildermans, K., Cho, W. C. S., et al. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1490143 · Cited by 156 · see citing works
Karttunen, J., Heiskanen, M., Navarro-Ferrandis, V., Gupta, S. D., Lipponen, A., Puhakka, N., Rilla, K. J., Koistinen, A. P., & Pitkänen, A. (2018) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2018.1555410 · Cited by 115 · see citing works
Highly Efficient Exosome Isolation and Protein Analysis by an Integrated Nanomaterial-Based Platform
Fang, X., Duan, Y., Adkins, G. B., Pan, S., Wang, H., Liu, Y., & Zhong, W. (2018) · Analytical Chemistry · doi:10.1021/acs.analchem.7b04861 · Cited by 94 · see citing works
Zhu, S., Yang, L., Long, Y. T., et al. (2010) · Journal of the American Chemical Society · doi:10.1021/ja104052c · Cited by 75 · see citing works
Self-citationYang, L., Zhu, S., Hang, W., et al. (2009) · Analytical Chemistry · doi:10.1021/ac802464a · Cited by 75 · see citing works
Self-citationEffect of prolonged freezing of semen on exosome recovery and biologic activity
Welch, J. L., Madison, M. N., Margolick, J. B., Galvin, S., Gupta, P., Martı́nez-Maza, O., Dash, C., & Okeoma, C. M. (2017) · Scientific Reports · doi:10.1038/srep45034 · Cited by 75 · see citing works
Ma, L., Zhu, S., Tian, Y., et al. (2016) · Angewandte Chemie International Edition · doi:10.1002/anie.201603007 · Cited by 74 · see citing works
Self-citationA direct extraction method for microRNAs from exosomes captured by immunoaffinity beads
Yoo, C. E., Kim, G., Kim, M.-S., Park, D., Kang, H. J., Lee, M., & Huh, N. (2012) · Analytical Biochemistry · doi:10.1016/j.ab.2012.09.008 · Cited by 71 · see citing works
Welton, J. L., Brennan, P., Gurney, M., Webber, J. P., Spary, L. K., Gil‐Carton, D., Falcón‐Pérez, J. M., Walton, S. P., Mason, M. D., Tabi, Z., et al. (2016) · Journal of Extracellular Vesicles · doi:10.3402/jev.v5.31209 · Cited by 68 · see citing works
Nakata, R., Shimada, H., Fernández, G. E., Fanter, R. K., Fabbri, M., Malvar, J., Zimmermann, P., & DeClerck, Y. A. (2017) · Journal of Extracellular Vesicles · doi:10.1080/20013078.2017.1332941 · Cited by 67 · see citing works
Alderton, G. K. (2015) · Nature reviews. Cancer · doi:10.1038/nrc3990 · Cited by 46 · see citing works
Light-Scattering Sizing of Single Submicron Particles by High-Sensitivity Flow Cytometry
Zhang, W., Tian, Y., Hu, X., He, S., Niu, Q., Chen, C., Zhu, S., & Yan, X. (2018) · Analytical Chemistry · doi:10.1021/acs.analchem.8b03135 · Cited by 31 · see citing works
Self-citationAssessment of Extracellular Vesicles Purity Using Proteomic Standards
Wang, T., Anderson, K. W., & Turko, I. V. (2017) · Analytical Chemistry · doi:10.1021/acs.analchem.7b03119 · Cited by 23 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Application of exosomes as liquid biopsy in clinical diagnosis
Zhou, B., Xu, K., Zheng, X., Chen, T., Wang, J., Song, Y., Shao, Y., & Zheng, S. (2020) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-020-00258-9 · Cited by 685 · see citing works
Exosome Processing and Characterization Approaches for Research and Technology Development
Lai, J. J., Chau, Z. L., Chen, S., Hill, J. J., Korpany, K. V., Liang, N., Lin, L., Lin, Y., Liu, J. K., Liu, Y., et al. (2022) · Advanced Science · doi:10.1002/advs.202103222 · Cited by 623 · see citing works
Neural stem cells traffic functional mitochondria via extracellular vesicles
Peruzzotti-Jametti, L., Bernstock, J. D., Willis, C. M., Manferrari, G., Rogall, R., Fernandez-Vizarra, E., Williamson, J. C., Braga, A., van den Bosch, A., Leonardi, T., et al. (2021) · PLOS Biology · doi:10.1371/journal.pbio.3001166 · Cited by 263 · see citing works
The Therapeutic Potential and Clinical Significance of Exosomes as Carriers of Drug Delivery System
Li, T., Li, X., Han, G., Liang, M., Yang, Z., Zhang, C., Huang, S., Tai, S., & Yu, S. (2022) · Pharmaceutics · doi:10.3390/pharmaceutics15010021 · Cited by 110 · see citing works
Gao, Y., Mi, N., Wu, W., Zhao, Y., Fan, F., Liao, W., Ming, Y., Guan, W., & Bai, C. (2024) · Journal of Extracellular Vesicles · doi:10.1002/jev2.12410 · Cited by 100 · see citing works
Engineering strategies for customizing extracellular vesicle uptake in a therapeutic context
Esmaeili, A., Alini, M., Baghaban Eslaminejad, M., & Hosseini, S. (2022) · Stem Cell Research & Therapy · doi:10.1186/s13287-022-02806-2 · Cited by 94 · see citing works
Raghavan, K. S., Francescone, R., Franco-Barraza, J., Gardiner, J. C., Vendramini-Costa, D. B., Luong, T., Pourmandi, N., Andren, A., Kurimchak, A., Ogier, C., et al. (2022) · Cancer Research Communications · doi:10.1158/2767-9764.crc-21-0147 · Cited by 40 · see citing works
- Authors
- Tian, Y., Gong, M., Hu, Y., Liu, H., Zhang, W., Zhang, M., Hu, X., Aubert, D., Zhu, S., Wu, L., & Yan, X.
- Affiliations
- Xiamen University (CN)
- NanoFCM Co., Ltd Nottingham UK
- NanoFCM Inc., Xiamen Pioneering Park for Overseas Chinese Scholars Xiamen People's Republic of China
- Corresponding author
- Yan, Xiaomei
- ORCID
- Venue
- Journal of Extracellular Vesicles
- Publisher
- Wiley
- Published
- 2019-11-29
- Volume
- 9
- Issue
- 1
- Pages
- 1697028-1697028
- ISSN
- 2001-3078 (ISSN-L)
- PMC
- PMC6896440
- OpenAlex
- W2990529806
- Cited by
- 643
- References
- 62
- Citations by year
- 2026: 83 · 2025: 100 · 2024: 114 · 2023: 83 · 2022: 128 · 2021: 94 · 2020: 41
- FWCI
- 21.85
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Journal of Extracellular Vesicles (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Natural Science Foundation of China (21934004, 21627811, 21475112, 21521004, and 21521004)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Extracellular vesicles in disease
- Physical Sciences › Materials Science › Biomaterials › Nanoparticle-Based Drug Delivery
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › Cellular transport and secretion
- Keywords
- extracellular vesicles, extracellular vesicle isolation, nano-flow cytometry, plasma, platelet-free plasma, differential ultracentrifugation, particle size distribution, CD9, CD63, CD81
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review