Ultrahigh-Throughput, Real-Time Flow Cytometry for Rare Cell Quantification from Whole Blood

We present an ultrahigh-throughput, real-time fluorescence cytometer comprising a viscoelastic microfluidic system and a complementary metal–oxide-semiconductor (CMOS) linear image sensor-based detection system. The flow cytometer allows for real-time quantification of a variety of fluorescence spec...

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Published inACS sensors Vol. 9; no. 1; pp. 474 - 482
Main Authors Aslan, Mahmut Kamil, Meng, Yingchao, Zhang, Yanan, Weiss, Tobias, Stavrakis, Stavros, deMello, Andrew J.
Format Journal Article
LanguageEnglish
Published United States American Chemical Society 26.01.2024
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Abstract We present an ultrahigh-throughput, real-time fluorescence cytometer comprising a viscoelastic microfluidic system and a complementary metal–oxide-semiconductor (CMOS) linear image sensor-based detection system. The flow cytometer allows for real-time quantification of a variety of fluorescence species, including micrometer-sized particles and cells, at analytical throughputs in excess of 400,000 species per second. The platform integrates a custom C++ control program and graphical user interface (GUI) to allow for the processing of raw signals, adjustment of processing parameters, and display of fluorescence intensity histograms in real time. To demonstrate the efficacy of the platform for rare event detection and its utility as a basic clinical tool, we measure and quantify patient-derived circulating tumor cells (CTCs) in peripheral blood, realizing that detection has a sensitivity of 6 CTCs per million blood cells (0.000006%) with a volumetric throughput of over 3 mL/min.
AbstractList We present an ultrahigh-throughput, real-time fluorescence cytometer comprising a viscoelastic microfluidic system and a complementary metal-oxide-semiconductor (CMOS) linear image sensor-based detection system. The flow cytometer allows for real-time quantification of a variety of fluorescence species, including micrometer-sized particles and cells, at analytical throughputs in excess of 400,000 species per second. The platform integrates a custom C++ control program and graphical user interface (GUI) to allow for the processing of raw signals, adjustment of processing parameters, and display of fluorescence intensity histograms in real time. To demonstrate the efficacy of the platform for rare event detection and its utility as a basic clinical tool, we measure and quantify patient-derived circulating tumor cells (CTCs) in peripheral blood, realizing that detection has a sensitivity of 6 CTCs per million blood cells (0.000006%) with a volumetric throughput of over 3 mL/min.
Author Zhang, Yanan
Weiss, Tobias
Meng, Yingchao
Aslan, Mahmut Kamil
Stavrakis, Stavros
deMello, Andrew J.
AuthorAffiliation Clinical Neuroscience Center
Department of Neurology
Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences
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  givenname: Mahmut Kamil
  surname: Aslan
  fullname: Aslan, Mahmut Kamil
  organization: Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences
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  givenname: Yingchao
  orcidid: 0000-0001-9097-0868
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  email: andrew.demello@chem.ethz.ch
  organization: Institute for Chemical and Bioengineering, Department of Chemistry and Applied Biosciences
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Cites_doi 10.1007/s13277-011-0303-1
10.1126/scitranslmed.3009095
10.1039/C0LC00102C
10.1021/ac103172y
10.1039/C7LC00678K
10.6028/jres.107.027
10.21873/anticanres.11302
10.1038/nmeth.1595
10.1021/ac060153q
10.1038/nphoton.2013.245
10.1155/2010/617421
10.1158/1078-0432.CCR-10-1105
10.1007/s10544-006-9003-9
10.1063/1.3701566
10.1002/cyto.a.21014
10.1016/j.snb.2020.128255
10.1038/nature05060
10.1039/B813943A
10.1038/s41571-020-00457-x
10.1016/S0197-1859(00)87085-5
10.1002/jcp.1138
10.1146/annurev-bioeng-121813-120704
10.1016/j.copbio.2018.08.002
10.2533/chimia.2022.661
10.1021/ac1007915
10.1016/j.gde.2009.12.002
10.1039/b922301k
10.1016/j.ymeth.2010.01.027
10.1159/000439088
10.1039/C4LC01253D
10.1039/C5LC00707K
10.7150/thno.5195
10.1039/c1lc90058g
10.1021/acs.analchem.7b03093
10.1073/pnas.0704958104
10.1371/journal.pone.0033788
10.1039/C3LC51152A
10.1039/c2lc41248a
10.1002/cyto.a.20657
10.1038/nature06385
10.1002/cpim.40
10.1002/elps.201800298
10.1038/s41378-020-00218-x
10.3390/s19122761
10.1039/b919495a
10.1371/journal.pone.0035976
10.1142/s2339547818300019
10.1186/s13073-020-00728-3
10.1109/JMEMS.2004.838352
10.1007/s10544-009-9374-9
10.1039/c2lc40246g
10.1055/s-0031-1280463
10.1101/gad.305805.117
10.1186/s12967-023-03960-8
10.1021/ac400193b
10.1016/j.celrep.2021.108824
10.1002/eji.201646632
10.1016/j.snb.2018.03.091
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References ref9/cit9
ref45/cit45
ref3/cit3
ref27/cit27
ref56/cit56
ref16/cit16
ref52/cit52
ref23/cit23
ref8/cit8
ref31/cit31
ref59/cit59
ref2/cit2
ref34/cit34
ref37/cit37
ref20/cit20
ref48/cit48
ref17/cit17
ref10/cit10
ref35/cit35
ref53/cit53
ref19/cit19
ref21/cit21
ref42/cit42
ref46/cit46
ref49/cit49
ref13/cit13
ref24/cit24
ref38/cit38
ref50/cit50
ref54/cit54
ref6/cit6
ref36/cit36
ref18/cit18
ref11/cit11
Melamed M. R. (ref25/cit25) 2001; 63
ref29/cit29
ref32/cit32
ref39/cit39
ref14/cit14
ref57/cit57
ref5/cit5
ref51/cit51
ref43/cit43
ref28/cit28
ref40/cit40
ref26/cit26
ref55/cit55
ref12/cit12
ref15/cit15
ref41/cit41
ref58/cit58
ref22/cit22
ref33/cit33
ref4/cit4
ref30/cit30
ref47/cit47
ref1/cit1
ref44/cit44
ref7/cit7
References_xml – ident: ref21/cit21
  doi: 10.1007/s13277-011-0303-1
– ident: ref59/cit59
  doi: 10.1126/scitranslmed.3009095
– ident: ref46/cit46
  doi: 10.1039/C0LC00102C
– ident: ref10/cit10
  doi: 10.1021/ac103172y
– ident: ref40/cit40
  doi: 10.1039/C7LC00678K
– ident: ref58/cit58
  doi: 10.6028/jres.107.027
– ident: ref17/cit17
  doi: 10.21873/anticanres.11302
– ident: ref33/cit33
  doi: 10.1038/nmeth.1595
– ident: ref49/cit49
  doi: 10.1021/ac060153q
– ident: ref52/cit52
  doi: 10.1038/nphoton.2013.245
– ident: ref5/cit5
  doi: 10.1155/2010/617421
– ident: ref11/cit11
  doi: 10.1158/1078-0432.CCR-10-1105
– ident: ref24/cit24
  doi: 10.1007/s10544-006-9003-9
– ident: ref35/cit35
  doi: 10.1063/1.3701566
– ident: ref20/cit20
  doi: 10.1002/cyto.a.21014
– ident: ref50/cit50
  doi: 10.1016/j.snb.2020.128255
– ident: ref53/cit53
  doi: 10.1038/nature05060
– ident: ref54/cit54
  doi: 10.1039/B813943A
– ident: ref1/cit1
  doi: 10.1038/s41571-020-00457-x
– ident: ref28/cit28
  doi: 10.1016/S0197-1859(00)87085-5
– ident: ref22/cit22
  doi: 10.1002/jcp.1138
– ident: ref44/cit44
  doi: 10.1146/annurev-bioeng-121813-120704
– ident: ref48/cit48
  doi: 10.1016/j.copbio.2018.08.002
– ident: ref13/cit13
  doi: 10.2533/chimia.2022.661
– volume: 63
  start-page: 3
  volume-title: Methods in Cell Biology
  year: 2001
  ident: ref25/cit25
  contributor:
    fullname: Melamed M. R.
– ident: ref55/cit55
  doi: 10.1021/ac1007915
– ident: ref6/cit6
  doi: 10.1016/j.gde.2009.12.002
– ident: ref12/cit12
  doi: 10.1039/b922301k
– ident: ref9/cit9
  doi: 10.1016/j.ymeth.2010.01.027
– ident: ref18/cit18
  doi: 10.1159/000439088
– ident: ref38/cit38
  doi: 10.1039/C4LC01253D
– ident: ref41/cit41
  doi: 10.1039/C5LC00707K
– ident: ref27/cit27
  doi: 10.7150/thno.5195
– ident: ref39/cit39
  doi: 10.1039/c1lc90058g
– ident: ref47/cit47
  doi: 10.1021/acs.analchem.7b03093
– ident: ref42/cit42
  doi: 10.1073/pnas.0704958104
– ident: ref14/cit14
  doi: 10.1371/journal.pone.0033788
– ident: ref29/cit29
  doi: 10.1039/C3LC51152A
– ident: ref43/cit43
  doi: 10.1039/c2lc41248a
– ident: ref19/cit19
  doi: 10.1002/cyto.a.20657
– ident: ref16/cit16
  doi: 10.1038/nature06385
– ident: ref23/cit23
  doi: 10.1002/cpim.40
– ident: ref31/cit31
  doi: 10.1002/elps.201800298
– ident: ref45/cit45
  doi: 10.1038/s41378-020-00218-x
– ident: ref26/cit26
  doi: 10.3390/s19122761
– ident: ref51/cit51
  doi: 10.1039/b919495a
– ident: ref15/cit15
  doi: 10.1371/journal.pone.0035976
– ident: ref30/cit30
  doi: 10.1142/s2339547818300019
– ident: ref3/cit3
  doi: 10.1186/s13073-020-00728-3
– ident: ref37/cit37
  doi: 10.1109/JMEMS.2004.838352
– ident: ref32/cit32
  doi: 10.1007/s10544-009-9374-9
– ident: ref34/cit34
  doi: 10.1039/c2lc40246g
– ident: ref8/cit8
  doi: 10.1055/s-0031-1280463
– ident: ref4/cit4
  doi: 10.1101/gad.305805.117
– ident: ref2/cit2
  doi: 10.1186/s12967-023-03960-8
– ident: ref7/cit7
  doi: 10.1021/ac400193b
– ident: ref56/cit56
  doi: 10.1016/j.celrep.2021.108824
– ident: ref57/cit57
  doi: 10.1002/eji.201646632
– ident: ref36/cit36
  doi: 10.1016/j.snb.2018.03.091
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SubjectTerms Flow Cytometry - methods
Humans
Microfluidics
Neoplastic Cells, Circulating
Title Ultrahigh-Throughput, Real-Time Flow Cytometry for Rare Cell Quantification from Whole Blood
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