Spatial mapping of protein composition and tissue organization: a primer for multiplexed antibody-based imaging

Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to unders...

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Published in:Nature methods Vol. 19; no. 3; pp. 284 - 295
Main Authors: Hickey, John W., Neumann, Elizabeth K., Radtke, Andrea J., Camarillo, Jeannie M., Beuschel, Rebecca T., Albanese, Alexandre, McDonough, Elizabeth, Hatler, Julia, Wiblin, Anne E., Fisher, Jeremy, Croteau, Josh, Small, Eliza C., Sood, Anup, Caprioli, Richard M., Angelo, R. Michael, Nolan, Garry P., Chung, Kwanghun, Hewitt, Stephen M., Germain, Ronald N., Spraggins, Jeffrey M., Lundberg, Emma, Snyder, Michael P., Kelleher, Neil L., Saka, Sinem K.
Format: Journal Article
Language:English
Published: New York Nature Publishing Group US 01.03.2022
Nature Publishing Group
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ISSN:1548-7091, 1548-7105, 1548-7105
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Abstract Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers. This Perspective offers guidance for robust and reproducible antibody-based highly multiplexed tissue imaging.
AbstractList Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers. This Perspective offers guidance for robust and reproducible antibody-based highly multiplexed tissue imaging.
Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers.
Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers.Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers.
Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional biomarker catalogs of these cells have been largely based on single-cell sequencing approaches, which lack the spatial context required to understand critical cellular communication and correlated structural organization. To probe in situ biology with sufficient depth, several multiplexed protein imaging methods have been recently developed. Though these technologies differ in strategy and mode of immunolabeling and detection tags, they commonly utilize antibodies directed against protein biomarkers to provide detailed spatial and functional maps of complex tissues. As these promising antibody-based multiplexing approaches become more widely adopted, new frameworks and considerations are critical for training future users, generating molecular tools, validating antibody panels, and harmonizing datasets. In this Perspective, we provide essential resources, key considerations for obtaining robust and reproducible imaging data, and specialized knowledge from domain experts and technology developers.This Perspective offers guidance for robust and reproducible antibody-based highly multiplexed tissue imaging.
Author McDonough, Elizabeth
Fisher, Jeremy
Chung, Kwanghun
Camarillo, Jeannie M.
Germain, Ronald N.
Hatler, Julia
Lundberg, Emma
Nolan, Garry P.
Small, Eliza C.
Sood, Anup
Snyder, Michael P.
Beuschel, Rebecca T.
Hickey, John W.
Hewitt, Stephen M.
Radtke, Andrea J.
Croteau, Josh
Albanese, Alexandre
Neumann, Elizabeth K.
Saka, Sinem K.
Caprioli, Richard M.
Angelo, R. Michael
Kelleher, Neil L.
Spraggins, Jeffrey M.
Wiblin, Anne E.
AuthorAffiliation 19 Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
22 Department of Genetics, Stanford University School of Medicine, Stanford, California, USA
18 Yonsei-IBS Institute, Yonsei University, Seoul, Republic of Korea
3 Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
8 GE Research, Niskayuna, NY, USA
11 Department of Research and Development, Cell Signaling Technology, Danvers, MA, USA
23 Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, MA, USA
10 Department of Research and Development, Abcam, Cambridge, UK
25 Present address: Boston Children’s Hospital, Division of Hematology/Oncology, Boston, MA, USA
15 Department of Chemical Engineering, MIT, Cambridge, MA, USA
1 Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
26 These authors contributed equally: John W. Hickey, Elizabeth K. Neumann, Andrea J. Radtke
16 Department of Brai
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– name: 19 Laboratory of Pathology, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
– name: 17 Center for Nanomedicine, Institute for Basic Science (IBS), Seoul, Republic of Korea
– name: 11 Department of Research and Development, Cell Signaling Technology, Danvers, MA, USA
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– name: 1 Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
– name: 3 Mass Spectrometry Research Center, Vanderbilt University, Nashville, TN, USA
– name: 15 Department of Chemical Engineering, MIT, Cambridge, MA, USA
– name: 26 These authors contributed equally: John W. Hickey, Elizabeth K. Neumann, Andrea J. Radtke
– name: 6 Institute for Medical Engineering and Science, MIT, Cambridge, MA, USA
– name: 24 European Molecular Biology Laboratory (EMBL), Genome Biology Unit, Heidelberg, Germany
– name: 8 GE Research, Niskayuna, NY, USA
– name: 9 Antibody Development Department, Bio-Techne, Minneapolis, MN, USA
– name: 7 Picower Institute for Learning and Memory, MIT, Cambridge, MA, USA
– name: 4 Lymphocyte Biology Section and Center for Advanced Tissue Imaging, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA
– name: 25 Present address: Boston Children’s Hospital, Division of Hematology/Oncology, Boston, MA, USA
– name: 21 Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH–Royal Institute of Technology, Stockholm, Sweden
– name: 23 Wyss Institute for Biologically Inspired Engineering at Harvard University, Boston, MA, USA
– name: 18 Yonsei-IBS Institute, Yonsei University, Seoul, Republic of Korea
– name: 13 Thermo Fisher Scientific, Rockford, IL, USA
– name: 16 Department of Brain and Cognitive Sciences, MIT, Cambridge, MA, USA
– name: 12 Department of Applications Science, BioLegend, San Diego, CA, USA
– name: 2 Department of Biochemistry, Vanderbilt University, Nashville, TN, USA
– name: 10 Department of Research and Development, Abcam, Cambridge, UK
– name: 14 Department of Chemistry, Vanderbilt University, Nashville, TN, USA
– name: 20 Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, USA
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  surname: Neumann
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  givenname: Rebecca T.
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– sequence: 6
  givenname: Alexandre
  surname: Albanese
  fullname: Albanese, Alexandre
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  surname: McDonough
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  surname: Fisher
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  organization: GE Research
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  givenname: Richard M.
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  orcidid: 0000-0003-1531-5067
  surname: Angelo
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  givenname: Garry P.
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  surname: Nolan
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  givenname: Kwanghun
  orcidid: 0000-0002-8167-3340
  surname: Chung
  fullname: Chung, Kwanghun
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  givenname: Stephen M.
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  givenname: Michael P.
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  givenname: Sinem K.
  orcidid: 0000-0002-5017-379X
  surname: Saka
  fullname: Saka, Sinem K.
  email: sinem.saka@embl.de
  organization: Wyss Institute for Biologically Inspired Engineering at Harvard University, European Molecular Biology Laboratory (EMBL), Genome Biology Unit
BackLink https://www.ncbi.nlm.nih.gov/pubmed/34811556$$D View this record in MEDLINE/PubMed
https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-313200$$DView record from Swedish Publication Index (Kungliga Tekniska Högskolan)
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Cites_doi 10.1038/nbt.3625
10.1016/j.cell.2015.11.025
10.1002/anie.201709719
10.1073/pnas.1510133112
10.1016/j.cell.2020.07.005
10.1126/science.aba2609
10.1038/nmeth.4326
10.1158/1078-0432.CCR-20-3340
10.1038/s41586-019-1629-x
10.1038/nrg.2015.16
10.1369/0022155414545224
10.1021/ac901049w
10.1016/j.ymeth.2014.08.016
10.1038/s41587-019-0207-y
10.1369/0022155414531549
10.1126/science.aar7042
10.1038/s41592-020-01033-y
10.1038/s41592-020-01018-x
10.1016/j.molcel.2015.04.005
10.1002/cac2.12023
10.7150/thno.41763
10.1038/nmeth.2869
10.1038/nm791
10.1038/ncomms9390
10.1309/7CXUYXT23E5AL8KQ
10.1016/j.celrep.2017.03.037
10.1111/mmi.13264
10.1038/ncomms2635
10.1038/nmeth.2089
10.1038/s41598-017-17204-5
10.1002/bies.201900221
10.1038/nbt1250
10.1016/j.ymeth.2016.12.015
10.1038/nm.3488
10.1016/S0140-6736(18)30789-X
10.1038/533452a
10.1371/journal.pcbi.1007012
10.1002/cyto.a.23053
10.1016/j.tips.2015.12.001
10.2217/pme.13.42
10.1038/nature12107
10.1038/s41596-019-0166-2
10.1002/cpmb.100
10.1038/nbt.3641
10.1016/j.cell.2018.07.010
10.1002/cyto.b.21783
10.1038/s41596-019-0206-y
10.7554/eLife.31657
10.1021/jacs.7b12874
10.1146/annurev.cellbio.042308.113408
10.1038/nmeth.4380
10.1002/anie.202000062
10.1369/0022155410394857
10.1126/science.1260419
10.1038/nmeth.4611
10.1016/j.cell.2020.10.026
10.1021/acs.bioconjchem.9b00490
10.1366/11-06398
10.1038/sdata.2016.18
10.1039/C9JA00164F
10.1038/nmeth.4437
10.1126/science.aal3321
10.1016/j.jprot.2012.01.030
10.1002/anie.201811951
10.1016/j.cels.2016.03.008
10.1371/journal.pbio.2005970
10.1021/acs.nanolett.7b02716
10.1016/j.bpj.2017.12.011
10.1038/s41597-019-0332-y
10.1038/nmeth.3995
10.1016/j.cell.2020.03.053
10.1038/nbt.4281
10.1073/pnas.1300136110
10.1016/j.immuni.2012.07.011
10.1186/s12859-019-3055-3
10.1016/j.celrep.2020.107523
10.1146/annurev-anchem-061516-045205
10.1002/cyto.10026
10.1038/s41587-020-0472-9
10.1038/nmeth.4391
10.1208/s12248-018-0263-0
10.1038/nmeth.3863
10.2144/000113382
10.1007/s10278-013-9622-7
10.1126/science.aan2507
10.1039/D0NR00227E
10.1016/j.crmeth.2021.100006
10.1369/jhc.2010.957191
10.1136/jitc-2019-000155
10.1002/cti2.1183
10.1073/pnas.2018488117
10.1038/s41592-020-01023-0
10.1038/nature22051
10.1002/anie.201812892
10.1016/j.cell.2021.05.028
10.1038/s41596-021-00644-9
10.1101/274456
10.1101/2021.02.19.431994
10.1016/j.kint.2021.08.033
10.1101/2021.05.23.445310
10.1101/2019.12.18.880930
10.1007/978-1-62703-541-5_10
10.1101/2021.03.15.435473
10.1101/660373
10.1101/2021.03.31.437929
10.1101/2021.01.05.425362
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J. W. H., E. K. N., A. J. R, J. M. C., and S. K. S. conceived the plan, designed figures, and wrote the manuscript. R. T. B. designed display items and helped write the manuscript. A. A., K. C., E. M., J. H., A. E. W., J. F., J. C., A. S., R. M. C., R. M. A., G. P. N., K. C., S. M. H., R. N. G., J. M. S., E. L., M. P. S., and N. L. K. provided domain expertise and assisted with the conception and writing of the manuscript.
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References Gerner, Kastenmuller, Ifrim, Kabat, Germain (CR14) 2012; 37
Szabó (CR63) 2018; 114
Snyder (CR82) 2019; 574
Asp, Bergenstråhle, Lundeberg (CR15) 2020; 42
CR35
Martinez-Morilla (CR79) 2021; 27
CR33
Bodenmiller (CR20) 2016; 2
Matos (CR65) 2018; 140
Camp, Chung, Rimm (CR78) 2002; 8
Gut, Herrmann, Pelkmans (CR22) 2018; 361
Saka (CR31) 2019; 37
Tan (CR19) 2020; 40
Lin (CR34) 2018; 15
Schürch (CR32) 2020; 182
Stadler (CR74) 2012; 75
Taube (CR11) 2020; 8
CR49
Goltsev (CR12) 2018; 174
Park (CR46) 2019; 37
CR41
Gawad, Koh, Quake (CR3) 2016; 17
Bordeaux (CR72) 2010; 48
Zhang (CR48) 2020; 10
Tsujikawa (CR36) 2017; 19
Liu (CR109) 2020; 183
Schneider, Rasband, Eliceiri (CR86) 2012; 9
Thul (CR2) 2017; 356
Chang (CR39) 2017; 91
van den Brink (CR13) 2017; 14
Datta-Mannan (CR70) 2018; 20
Sage (CR99) 2017; 115
CR56
Hewitt, Baskin, Frevert, Stahl, Rosa-Molinar (CR76) 2014; 62
Giesen (CR38) 2014; 11
Schapiro (CR94) 2017; 14
Cremers, Rosier, Riera Brillas, Albertazzi, de Greef (CR66) 2019; 30
Jarvis, Williams (CR81) 2016; 37
Rozenblatt-Rosen (CR83) 2020; 181
Stringer, Wang, Michaelos, Pachitariu (CR90) 2021; 18
Yu, Yang, Dikici, Deo, Daunert (CR103) 2017; 10
Brummelman (CR62) 2019; 14
Neumann, Comi, Rubakhin, Sweedler (CR55) 2019; 58
Adusumalli (CR64) 2020; 59
Lin (CR24) 2018; 7
Lin, Fallahi-Sichani, Sorger (CR23) 2015; 6
Kulikov (CR100) 2019; 15
Kolodziejczyk, Kim, Svensson, Marioni, Teichmann (CR9) 2015; 58
Shi, Shi, Taylor (CR53) 2011; 59
CR69
Samusik, Good, Spitzer, Davis, Nolan (CR61) 2016; 13
Bankhead (CR91) 2017; 7
Uhlén (CR17) 2015; 347
Massonnet, Heeren (CR4) 2019; 34
Pagès (CR73) 2018; 391
Stack, Wang, Roman, Hoyt (CR1) 2014; 70
Baker (CR80) 2016; 533
Du (CR29) 2019; 14
Berry (CR104) 2021; 372
Wei (CR40) 2017; 544
Rajagopalan (CR68) 2021; 1
Angelo (CR37) 2014; 20
Tillberg (CR47) 2016; 34
Li, Germain, Gerner (CR43) 2017; 114
Radtke (CR21) 2020; 117
Czech, Aksoy, Aksoy, Hammerbacher (CR88) 2019; 20
Giuliano, Lin, Girish, Sheltzer (CR75) 2019; 128
Marx (CR16) 2021; 18
Williams (CR85) 2017; 14
McQuin (CR89) 2018; 16
Sograte-Idrissi (CR67) 2020; 12
Gustavson, Rimm, Dolled-Filhart (CR77) 2013; 10
Santi (CR58) 2011; 59
Stoltzfus (CR97) 2020; 31
Murray (CR44) 2015; 163
Rashid (CR87) 2019; 6
Muzzey, Oudenaarden (CR57) 2009; 25
Chung (CR42) 2013; 497
Wilkinson (CR105) 2016; 3
Wang (CR30) 2017; 17
Paintdakhi (CR98) 2016; 99
Stoeckius (CR10) 2017; 14
Porwit, Béné (CR7) 2019; 96
Shi (CR54) 2008; 129
Bannon (CR92) 2021; 18
Zhang, Vertes (CR6) 2018; 57
Neumann, Do, Comi, Sweedler (CR5) 2019; 58
Clark (CR84) 2013; 26
CR96
CR95
Merritt (CR52) 2020; 38
CR93
Leung, Chou (CR59) 2011; 65
Shakya, Nguyen, Waterhouse, Khanna (CR60) 2020; 9
Ku (CR45) 2016; 34
Uhlen (CR71) 2016; 13
Bandura (CR8) 2009; 81
Schubert (CR26) 2006; 24
Davis (CR51) 2014; 62
CR102
Uhlen (CR18) 2017; 357
Zrazhevskiy, Gao (CR28) 2013; 4
Wählby, Erlandsson, Bengtsson, Zetterberg (CR27) 2002; 47
CR101
CR108
Gerdes (CR25) 2013; 110
CR106
Kim (CR50) 2015; 112
CR107
1316_CR33
Z Du (1316_CR29) 2019; 14
MJ Gerdes (1316_CR25) 2013; 110
W Li (1316_CR43) 2017; 114
1316_CR35
S-R Shi (1316_CR54) 2008; 129
A Rajagopalan (1316_CR68) 2021; 1
E Williams (1316_CR85) 2017; 14
1316_CR41
MF Jarvis (1316_CR81) 2016; 37
A Paintdakhi (1316_CR98) 2016; 99
MD Gustavson (1316_CR77) 2013; 10
E Czech (1316_CR88) 2019; 20
L Wei (1316_CR40) 2017; 544
MY Gerner (1316_CR14) 2012; 37
1316_CR49
Á Szabó (1316_CR63) 2018; 114
M Uhlén (1316_CR17) 2015; 347
PA Santi (1316_CR58) 2011; 59
EK Neumann (1316_CR55) 2019; 58
V Kulikov (1316_CR100) 2019; 15
E Murray (1316_CR44) 2015; 163
C Gawad (1316_CR3) 2016; 17
C Giesen (1316_CR38) 2014; 11
P Bankhead (1316_CR91) 2017; 7
MP Snyder (1316_CR82) 2019; 574
D Sage (1316_CR99) 2017; 115
M Angelo (1316_CR37) 2014; 20
J Bordeaux (1316_CR72) 2010; 48
1316_CR56
A Porwit (1316_CR7) 2019; 96
Y Goltsev (1316_CR12) 2018; 174
S Martinez-Morilla (1316_CR79) 2021; 27
O Rozenblatt-Rosen (1316_CR83) 2020; 181
B Bodenmiller (1316_CR20) 2016; 2
C Wählby (1316_CR27) 2002; 47
DR Bandura (1316_CR8) 2009; 81
1316_CR69
WCC Tan (1316_CR19) 2020; 40
S Sograte-Idrissi (1316_CR67) 2020; 12
PW Tillberg (1316_CR47) 2016; 34
T Ku (1316_CR45) 2016; 34
CJ Giuliano (1316_CR75) 2019; 128
M Stoeckius (1316_CR10) 2017; 14
J-R Lin (1316_CR23) 2015; 6
PJ Thul (1316_CR2) 2017; 356
EK Neumann (1316_CR5) 2019; 58
CR Stoltzfus (1316_CR97) 2020; 31
W Schubert (1316_CR26) 2006; 24
M Uhlen (1316_CR71) 2016; 13
Y Liu (1316_CR109) 2020; 183
X Yu (1316_CR103) 2017; 10
Y Wang (1316_CR30) 2017; 17
AS Davis (1316_CR51) 2014; 62
M Uhlen (1316_CR18) 2017; 357
GAO Cremers (1316_CR66) 2019; 30
MD Wilkinson (1316_CR105) 2016; 3
G Gut (1316_CR22) 2018; 361
S-Y Kim (1316_CR50) 2015; 112
M Asp (1316_CR15) 2020; 42
CM Schürch (1316_CR32) 2020; 182
SR Adusumalli (1316_CR64) 2020; 59
K Clark (1316_CR84) 2013; 26
A Datta-Mannan (1316_CR70) 2018; 20
SK Saka (1316_CR31) 2019; 37
R Lin (1316_CR34) 2018; 15
C McQuin (1316_CR89) 2018; 16
Y-G Park (1316_CR46) 2019; 37
N Samusik (1316_CR61) 2016; 13
Q Chang (1316_CR39) 2017; 91
AA Kolodziejczyk (1316_CR9) 2015; 58
J Brummelman (1316_CR62) 2019; 14
CA Schneider (1316_CR86) 2012; 9
F Pagès (1316_CR73) 2018; 391
1316_CR96
EC Stack (1316_CR1) 2014; 70
1316_CR95
D Bannon (1316_CR92) 2021; 18
1316_CR93
AJ Radtke (1316_CR21) 2020; 117
C Stringer (1316_CR90) 2021; 18
D Schapiro (1316_CR94) 2017; 14
R Shakya (1316_CR60) 2020; 9
MJ Matos (1316_CR65) 2018; 140
M Baker (1316_CR80) 2016; 533
J Zhang (1316_CR48) 2020; 10
T Tsujikawa (1316_CR36) 2017; 19
BO Leung (1316_CR59) 2011; 65
1316_CR102
D Muzzey (1316_CR57) 2009; 25
P Massonnet (1316_CR4) 2019; 34
CR Merritt (1316_CR52) 2020; 38
L Zhang (1316_CR6) 2018; 57
1316_CR101
SC van den Brink (1316_CR13) 2017; 14
S Berry (1316_CR104) 2021; 372
V Marx (1316_CR16) 2021; 18
K Chung (1316_CR42) 2013; 497
RL Camp (1316_CR78) 2002; 8
P Zrazhevskiy (1316_CR28) 2013; 4
C Stadler (1316_CR74) 2012; 75
SM Hewitt (1316_CR76) 2014; 62
R Rashid (1316_CR87) 2019; 6
JM Taube (1316_CR11) 2020; 8
S-R Shi (1316_CR53) 2011; 59
1316_CR107
J-R Lin (1316_CR24) 2018; 7
1316_CR106
1316_CR108
References_xml – volume: 34
  start-page: 987
  year: 2016
  end-page: 992
  ident: CR47
  article-title: Protein-retention expansion microscopy of cells and tissues labeled using standard fluorescent proteins and antibodies
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3625
– volume: 163
  start-page: 1500
  year: 2015
  end-page: 1514
  ident: CR44
  article-title: Simple, scalable proteomic imaging for high-dimensional profiling of intact systems
  publication-title: Cell
  doi: 10.1016/j.cell.2015.11.025
– volume: 57
  start-page: 4466
  year: 2018
  end-page: 4477
  ident: CR6
  article-title: Single-cell mass spectrometry approaches to explore cellular heterogeneity
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201709719
– volume: 112
  start-page: E6274
  year: 2015
  end-page: E6283
  ident: CR50
  article-title: Stochastic electrotransport selectively enhances the transport of highly electromobile molecules
  publication-title: Proc. Natl Acad. Sci. USA
  doi: 10.1073/pnas.1510133112
– volume: 182
  start-page: 1341
  year: 2020
  end-page: 1359.e1319
  ident: CR32
  article-title: Coordinated cellular neighborhoods orchestrate antitumoral immunity at the colorectal cancer invasive front
  publication-title: Cell
  doi: 10.1016/j.cell.2020.07.005
– volume: 372
  start-page: eaba2609
  year: 2021
  ident: CR104
  article-title: Analysis of multispectral imaging with the AstroPath platform informs efficacy of PD-1 blockade
  publication-title: Science
  doi: 10.1126/science.aba2609
– volume: 14
  start-page: 775
  year: 2017
  end-page: 781
  ident: CR85
  article-title: Image Data Resource: a bioimage data integration and publication platform
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4326
– volume: 27
  start-page: 1987
  year: 2021
  end-page: 1996
  ident: CR79
  article-title: Biomarker discovery in patients with immunotherapy-treated melanoma with imaging mass cytometry
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-20-3340
– volume: 574
  start-page: 187
  year: 2019
  end-page: 192
  ident: CR82
  article-title: The human body at cellular resolution: the NIH Human Biomolecular Atlas Program
  publication-title: Nature
  doi: 10.1038/s41586-019-1629-x
– volume: 17
  start-page: 175
  year: 2016
  end-page: 188
  ident: CR3
  article-title: Single-cell genome sequencing: current state of the science
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg.2015.16
– ident: CR106
– volume: 62
  start-page: 693
  year: 2014
  end-page: 697
  ident: CR76
  article-title: Controls for immunohistochemistry: The Histochemical Society’s standards of practice for validation of immunohistochemical assays
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/0022155414545224
– volume: 81
  start-page: 6813
  year: 2009
  end-page: 6822
  ident: CR8
  article-title: Mass cytometry: technique for real time single cell multitarget immunoassay based on inductively coupled plasma time-of-flight mass spectrometry
  publication-title: Anal. Chem.
  doi: 10.1021/ac901049w
– ident: CR101
– volume: 70
  start-page: 46
  year: 2014
  end-page: 58
  ident: CR1
  article-title: Multiplexed immunohistochemistry, imaging, and quantitation: A review, with an assessment of Tyramide signal amplification, multispectral imaging and multiplex analysis
  publication-title: Methods
  doi: 10.1016/j.ymeth.2014.08.016
– volume: 37
  start-page: 1080
  year: 2019
  end-page: 1090
  ident: CR31
  article-title: Immuno-SABER enables highly multiplexed and amplified protein imaging in tissues
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-019-0207-y
– volume: 62
  start-page: 405
  year: 2014
  end-page: 423
  ident: CR51
  article-title: Characterizing and diminishing autofluorescence in formalin-fixed paraffin-embedded human respiratory tissue
  publication-title: J. Histochemistry Cytochemistry
  doi: 10.1369/0022155414531549
– volume: 361
  start-page: eaar7042
  year: 2018
  ident: CR22
  article-title: Multiplexed protein maps link subcellular organization to cellular states
  publication-title: Science
  doi: 10.1126/science.aar7042
– volume: 18
  start-page: 9
  year: 2021
  end-page: 14
  ident: CR16
  article-title: Method of the year: spatially resolved transcriptomics
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01033-y
– volume: 18
  start-page: 100
  year: 2021
  end-page: 106
  ident: CR90
  article-title: Cellpose: a generalist algorithm for cellular segmentation
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01018-x
– volume: 58
  start-page: 610
  year: 2015
  end-page: 620
  ident: CR9
  article-title: The technology and biology of single-cell RNA sequencing
  publication-title: Mol. cell
  doi: 10.1016/j.molcel.2015.04.005
– volume: 40
  start-page: 135
  year: 2020
  end-page: 153
  ident: CR19
  article-title: Overview of multiplex immunohistochemistry/immunofluorescence techniques in the era of cancer immunotherapy
  publication-title: Cancer Commun.
  doi: 10.1002/cac2.12023
– volume: 10
  start-page: 2621
  year: 2020
  end-page: 2630
  ident: CR48
  article-title: Evaluation of the tumor-targeting efficiency and intratumor heterogeneity of anticancer drugs using quantitative mass spectrometry imaging
  publication-title: Theranostics
  doi: 10.7150/thno.41763
– volume: 11
  start-page: 417
  year: 2014
  end-page: 422
  ident: CR38
  article-title: Highly multiplexed imaging of tumor tissues with subcellular resolution by mass cytometry
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2869
– volume: 8
  start-page: 1323
  year: 2002
  end-page: 1328
  ident: CR78
  article-title: Automated subcellular localization and quantification of protein expression in tissue microarrays
  publication-title: Nat. Med.
  doi: 10.1038/nm791
– volume: 6
  year: 2015
  ident: CR23
  article-title: Highly multiplexed imaging of single cells using a high-throughput cyclic immunofluorescence method
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms9390
– volume: 129
  start-page: 358
  year: 2008
  end-page: 366
  ident: CR54
  article-title: Evaluation of the value of frozen tissue section used as ‘gold standard’ for immunohistochemistry
  publication-title: Am. J. Clin. Pathol.
  doi: 10.1309/7CXUYXT23E5AL8KQ
– ident: CR33
– volume: 19
  start-page: 203
  year: 2017
  end-page: 217
  ident: CR36
  article-title: Quantitative multiplex immunohistochemistry reveals myeloid-inflamed tumor-immune complexity associated with poor prognosis
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2017.03.037
– volume: 99
  start-page: 767
  year: 2016
  end-page: 777
  ident: CR98
  article-title: Oufti: an integrated software package for high-accuracy, high-throughput quantitative microscopy analysis
  publication-title: Mol. Microbiol.
  doi: 10.1111/mmi.13264
– volume: 4
  start-page: 1
  year: 2013
  end-page: 12
  ident: CR28
  article-title: Quantum dot imaging platform for single-cell molecular profiling
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms2635
– volume: 9
  start-page: 671
  year: 2012
  end-page: 675
  ident: CR86
  article-title: NIH Image to ImageJ: 25 years of image analysis
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2089
– volume: 7
  year: 2017
  ident: CR91
  article-title: QuPath: open source software for digital pathology image analysis
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-17204-5
– volume: 42
  start-page: 1900221
  year: 2020
  ident: CR15
  article-title: Spatially resolved transcriptomes—next generation tools for tissue exploration
  publication-title: BioEssays
  doi: 10.1002/bies.201900221
– volume: 24
  start-page: 1270
  year: 2006
  end-page: 1278
  ident: CR26
  article-title: Analyzing proteome topology and function by automated multidimensional fluorescence microscopy
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1250
– volume: 115
  start-page: 28
  year: 2017
  end-page: 41
  ident: CR99
  article-title: DeconvolutionLab2: an open-source software for deconvolution microscopy
  publication-title: Methods
  doi: 10.1016/j.ymeth.2016.12.015
– ident: CR108
– ident: CR69
– volume: 20
  start-page: 436
  year: 2014
  end-page: 442
  ident: CR37
  article-title: Multiplexed ion beam imaging of human breast tumors
  publication-title: Nat. Med.
  doi: 10.1038/nm.3488
– volume: 391
  start-page: 2128
  year: 2018
  end-page: 2139
  ident: CR73
  article-title: International validation of the consensus Immunoscore for the classification of colon cancer: a prognostic and accuracy study
  publication-title: Lancet
  doi: 10.1016/S0140-6736(18)30789-X
– volume: 533
  start-page: 452
  year: 2016
  ident: CR80
  article-title: 1,500 scientists lift the lid on reproducibility
  publication-title: Nature
  doi: 10.1038/533452a
– volume: 15
  start-page: e1007012
  year: 2019
  ident: CR100
  article-title: DoGNet: a deep architecture for synapse detection in multiplexed fluorescence images
  publication-title: PLoS Comput. Biol.
  doi: 10.1371/journal.pcbi.1007012
– volume: 91
  start-page: 160
  year: 2017
  end-page: 169
  ident: CR39
  article-title: Imaging mass cytometry
  publication-title: Cytom. Part A
  doi: 10.1002/cyto.a.23053
– volume: 37
  start-page: 290
  year: 2016
  end-page: 302
  ident: CR81
  article-title: Irreproducibility in preclinical biomedical research: perceptions, uncertainties, and knowledge gaps
  publication-title: Trends Pharmacol. Sci.
  doi: 10.1016/j.tips.2015.12.001
– volume: 10
  start-page: 441
  year: 2013
  end-page: 451
  ident: CR77
  article-title: Tissue microarrays: leaping the gap between research and clinical adoption
  publication-title: Personalized Med.
  doi: 10.2217/pme.13.42
– volume: 497
  start-page: 332
  year: 2013
  end-page: 337
  ident: CR42
  article-title: Structural and molecular interrogation of intact biological systems
  publication-title: Nature
  doi: 10.1038/nature12107
– volume: 14
  start-page: 1946
  year: 2019
  end-page: 1969
  ident: CR62
  article-title: Development, application and computational analysis of high-dimensional fluorescent antibody panels for single-cell flow cytometry
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-019-0166-2
– volume: 128
  start-page: e100
  year: 2019
  ident: CR75
  article-title: Generating single cell-derived knockout clones in mammalian cells with CRISPR/Cas9
  publication-title: Curr. Protoc. Mol. Biol.
  doi: 10.1002/cpmb.100
– volume: 34
  start-page: 973
  year: 2016
  end-page: 981
  ident: CR45
  article-title: Multiplexed and scalable super-resolution imaging of three-dimensional protein localization in size-adjustable tissues
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3641
– volume: 174
  start-page: 968
  year: 2018
  end-page: 981.e915
  ident: CR12
  article-title: Deep profiling of mouse splenic architecture with CODEX multiplexed imaging
  publication-title: Cell
  doi: 10.1016/j.cell.2018.07.010
– ident: CR41
– volume: 96
  start-page: 183
  year: 2019
  end-page: 194
  ident: CR7
  article-title: Multiparameter flow cytometry applications in the diagnosis of mixed phenotype acute leukemia
  publication-title: Cytom. Part B: Clin. Cytom.
  doi: 10.1002/cyto.b.21783
– volume: 14
  start-page: 2900
  year: 2019
  end-page: 2930
  ident: CR29
  article-title: Qualifying antibodies for image-based immune profiling and multiplexed tissue imaging
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-019-0206-y
– volume: 7
  start-page: e31657
  year: 2018
  ident: CR24
  article-title: Highly multiplexed immunofluorescence imaging of human tissues and tumors using t-CyCIF and conventional optical microscopes
  publication-title: eLife
  doi: 10.7554/eLife.31657
– volume: 140
  start-page: 4004
  year: 2018
  end-page: 4017
  ident: CR65
  article-title: Chemo-and regioselective lysine modification on native proteins
  publication-title: JACS
  doi: 10.1021/jacs.7b12874
– ident: CR102
– ident: CR49
– ident: CR93
– volume: 25
  start-page: 301
  year: 2009
  end-page: 327
  ident: CR57
  article-title: Quantitative time-lapse fluorescence microscopy in single cells
  publication-title: Annu. Rev. Cell Dev. Biol.
  doi: 10.1146/annurev.cellbio.042308.113408
– ident: CR35
– volume: 14
  start-page: 865
  year: 2017
  end-page: 868
  ident: CR10
  article-title: Simultaneous epitope and transcriptome measurement in single cells
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4380
– volume: 59
  start-page: 10332
  year: 2020
  end-page: 10336
  ident: CR64
  article-title: Chemoselective and site‐selective lysine‐directed lysine modification enables single‐site labeling of native proteins
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.202000062
– volume: 114
  start-page: E7321
  year: 2017
  end-page: E7330
  ident: CR43
  article-title: Multiplex, quantitative cellular analysis in large tissue volumes with clearing-enhanced 3D microscopy (Ce3D)
  publication-title: Proc. Natl Acad. Sci. USA
– volume: 59
  start-page: 129
  year: 2011
  end-page: 138
  ident: CR58
  article-title: Light sheet fluorescence microscopy: a review
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/0022155410394857
– volume: 347
  start-page: 1260419
  year: 2015
  ident: CR17
  article-title: Tissue-based map of the human proteome
  publication-title: Science
  doi: 10.1126/science.1260419
– volume: 15
  start-page: 275
  year: 2018
  end-page: 278
  ident: CR34
  article-title: A hybridization-chain-reaction-based method for amplifying immunosignals
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4611
– volume: 183
  start-page: 1665
  year: 2020
  end-page: 1681
  ident: CR109
  article-title: High-spatial-resolution multi-omics sequencing via deterministic barcoding in tissue
  publication-title: Cell
  doi: 10.1016/j.cell.2020.10.026
– volume: 30
  start-page: 2384
  year: 2019
  end-page: 2392
  ident: CR66
  article-title: Efficient small-scale conjugation of DNA to primary antibodies for multiplexed cellular targeting
  publication-title: Bioconjug Chem.
  doi: 10.1021/acs.bioconjchem.9b00490
– ident: CR96
– volume: 65
  start-page: 967
  year: 2011
  end-page: 980
  ident: CR59
  article-title: Review of super-resolution fluorescence microscopy for biology
  publication-title: Appl. Spectrosc.
  doi: 10.1366/11-06398
– volume: 3
  year: 2016
  ident: CR105
  article-title: The FAIR Guiding Principles for scientific data management and stewardship
  publication-title: Sci. Data
  doi: 10.1038/sdata.2016.18
– volume: 34
  start-page: 2217
  year: 2019
  end-page: 2228
  ident: CR4
  article-title: A concise tutorial review of TOF-SIMS based molecular and cellular imaging
  publication-title: J. Anal. Spectrom.
  doi: 10.1039/C9JA00164F
– volume: 14
  start-page: 935
  year: 2017
  end-page: 936
  ident: CR13
  article-title: Single-cell sequencing reveals dissociation-induced gene expression in tissue subpopulations
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4437
– volume: 356
  start-page: eaal3321
  year: 2017
  ident: CR2
  article-title: A subcellular map of the human proteome
  publication-title: Science
  doi: 10.1126/science.aal3321
– volume: 75
  start-page: 2236
  year: 2012
  end-page: 2251
  ident: CR74
  article-title: Systematic validation of antibody binding and protein subcellular localization using siRNA and confocal microscopy
  publication-title: J. Proteom.
  doi: 10.1016/j.jprot.2012.01.030
– volume: 58
  start-page: 9348
  year: 2019
  end-page: 9364
  ident: CR5
  article-title: Exploring the fundamental structures of life: non-targeted, chemical analysis of single cells and subcellular structures
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201811951
– volume: 2
  start-page: 225
  year: 2016
  end-page: 238
  ident: CR20
  article-title: Multiplexed epitope-based tissue imaging for discovery and healthcare applications
  publication-title: Cell Syst.
  doi: 10.1016/j.cels.2016.03.008
– volume: 16
  start-page: e2005970
  year: 2018
  ident: CR89
  article-title: CellProfiler 3.0: next-generation image processing for biology
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.2005970
– volume: 17
  start-page: 6131
  year: 2017
  end-page: 6139
  ident: CR30
  article-title: Rapid sequential in situ multiplexing with DNA exchange imaging in neuronal cells and tissues
  publication-title: Nano Lett.
  doi: 10.1021/acs.nanolett.7b02716
– volume: 114
  start-page: 688
  year: 2018
  end-page: 700
  ident: CR63
  article-title: The effect of fluorophore conjugation on antibody affinity and the photophysical properties of dyes
  publication-title: Biophys. J.
  doi: 10.1016/j.bpj.2017.12.011
– volume: 6
  year: 2019
  ident: CR87
  article-title: Highly multiplexed immunofluorescence images and single-cell data of immune markers in tonsil and lung cancer
  publication-title: Sci. Data
  doi: 10.1038/s41597-019-0332-y
– volume: 13
  start-page: 823
  year: 2016
  end-page: 827
  ident: CR71
  article-title: A proposal for validation of antibodies
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3995
– volume: 181
  start-page: 236
  year: 2020
  end-page: 249
  ident: CR83
  article-title: The human tumor atlas network: charting tumor transitions across space and time at single-cell resolution
  publication-title: Cell
  doi: 10.1016/j.cell.2020.03.053
– volume: 37
  start-page: 73
  year: 2019
  end-page: 83
  ident: CR46
  article-title: Protection of tissue physicochemical properties using polyfunctional crosslinkers
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.4281
– volume: 110
  start-page: 11982
  year: 2013
  end-page: 11987
  ident: CR25
  article-title: Highly multiplexed single-cell analysis of formalin-fixed, paraffin-embedded cancer tissue
  publication-title: Proc. Natl Acad. Sci. USA
  doi: 10.1073/pnas.1300136110
– ident: CR95
– volume: 37
  start-page: 364
  year: 2012
  end-page: 376
  ident: CR14
  article-title: Histo-cytometry: a method for highly multiplex quantitative tissue imaging analysis applied to dendritic cell subset microanatomy in lymph nodes
  publication-title: Immunity
  doi: 10.1016/j.immuni.2012.07.011
– volume: 20
  start-page: 448
  year: 2019
  ident: CR88
  article-title: Cytokit: a single-cell analysis toolkit for high dimensional fluorescent microscopy imaging
  publication-title: BMC Bioinf.
  doi: 10.1186/s12859-019-3055-3
– volume: 31
  start-page: 107523
  year: 2020
  ident: CR97
  article-title: CytoMAP: a spatial analysis toolbox reveals features of myeloid cell organization in lymphoid tissues
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2020.107523
– volume: 10
  start-page: 293
  year: 2017
  end-page: 320
  ident: CR103
  article-title: Beyond antibodies as binding partners: the role of antibody mimetics in bioanalysis
  publication-title: Annu Rev. Anal. Chem.
  doi: 10.1146/annurev-anchem-061516-045205
– volume: 47
  start-page: 32
  year: 2002
  end-page: 41
  ident: CR27
  article-title: Sequential immunofluorescence staining and image analysis for detection of large numbers of antigens in individual cell nuclei
  publication-title: Cytometry
  doi: 10.1002/cyto.10026
– volume: 38
  start-page: 586
  year: 2020
  end-page: 599
  ident: CR52
  article-title: Multiplex digital spatial profiling of proteins and RNA in fixed tissue
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0472-9
– volume: 14
  start-page: 873
  year: 2017
  end-page: 876
  ident: CR94
  article-title: histoCAT: analysis of cell phenotypes and interactions in multiplex image cytometry data
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4391
– ident: CR56
– volume: 20
  start-page: 103
  year: 2018
  ident: CR70
  article-title: The properties of cysteine-conjugated antibody–drug conjugates are impacted by the IgG subclass
  publication-title: AAPS J.
  doi: 10.1208/s12248-018-0263-0
– volume: 13
  start-page: 493
  year: 2016
  end-page: 496
  ident: CR61
  article-title: Automated mapping of phenotype space with single-cell data
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3863
– volume: 48
  start-page: 197
  year: 2010
  end-page: 209
  ident: CR72
  article-title: Antibody validation
  publication-title: BioTechniques
  doi: 10.2144/000113382
– volume: 26
  start-page: 1045
  year: 2013
  end-page: 1057
  ident: CR84
  article-title: The Cancer Imaging Archive (TCIA): maintaining and operating a public information repository
  publication-title: J. Digit. Imaging
  doi: 10.1007/s10278-013-9622-7
– volume: 357
  start-page: eaan2507
  year: 2017
  ident: CR18
  article-title: A pathology atlas of the human cancer transcriptome
  publication-title: Science
  doi: 10.1126/science.aan2507
– volume: 12
  start-page: 10226
  year: 2020
  end-page: 10239
  ident: CR67
  article-title: Circumvention of common labelling artefacts using secondary nanobodies
  publication-title: Nanoscale
  doi: 10.1039/D0NR00227E
– volume: 1
  start-page: 100006
  year: 2021
  ident: CR68
  article-title: SeqStain is an efficient method for multiplexed, spatialomic profiling of human and murine tissues
  publication-title: Cell Rep. Methods
  doi: 10.1016/j.crmeth.2021.100006
– volume: 59
  start-page: 13
  year: 2011
  end-page: 32
  ident: CR53
  article-title: Antigen retrieval immunohistochemistry: review and future prospects in research and diagnosis over two decades
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/jhc.2010.957191
– volume: 8
  year: 2020
  ident: CR11
  article-title: The Society for Immunotherapy of Cancer statement on best practices for multiplex immunohistochemistry (IHC) and immunofluorescence (IF) staining and validation
  publication-title: J. Immunother. Cancer
  doi: 10.1136/jitc-2019-000155
– volume: 9
  start-page: e1183
  year: 2020
  ident: CR60
  article-title: Immune contexture analysis in immuno-oncology: applications and challenges of multiplex fluorescent immunohistochemistry
  publication-title: Clin. Transl. Immunol.
  doi: 10.1002/cti2.1183
– volume: 117
  start-page: 33455
  year: 2020
  end-page: 33465
  ident: CR21
  article-title: IBEX: a versatile multiplex optical imaging approach for deep phenotyping and spatial analysis of cells in complex tissues
  publication-title: Proc. Natl Acad. Sci.
  doi: 10.1073/pnas.2018488117
– volume: 18
  start-page: 43
  year: 2021
  end-page: 45
  ident: CR92
  article-title: DeepCell Kiosk: scaling deep learning-enabled cellular image analysis with Kubernetes
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01023-0
– ident: CR107
– volume: 544
  start-page: 465
  year: 2017
  end-page: 470
  ident: CR40
  article-title: Super-multiplex vibrational imaging
  publication-title: Nature
  doi: 10.1038/nature22051
– volume: 58
  start-page: 5910
  year: 2019
  end-page: 5914
  ident: CR55
  article-title: Lipid heterogeneity between astrocytes and neurons revealed by single-cell MALDI-MS combined with immunocytochemical classification
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201812892
– volume: 58
  start-page: 5910
  year: 2019
  ident: 1316_CR55
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201812892
– volume: 361
  start-page: eaar7042
  year: 2018
  ident: 1316_CR22
  publication-title: Science
  doi: 10.1126/science.aar7042
– volume: 34
  start-page: 973
  year: 2016
  ident: 1316_CR45
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3641
– ident: 1316_CR41
  doi: 10.1016/j.cell.2021.05.028
– ident: 1316_CR56
  doi: 10.1038/s41596-021-00644-9
– volume: 62
  start-page: 405
  year: 2014
  ident: 1316_CR51
  publication-title: J. Histochemistry Cytochemistry
  doi: 10.1369/0022155414531549
– volume: 391
  start-page: 2128
  year: 2018
  ident: 1316_CR73
  publication-title: Lancet
  doi: 10.1016/S0140-6736(18)30789-X
– volume: 59
  start-page: 13
  year: 2011
  ident: 1316_CR53
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/jhc.2010.957191
– volume: 18
  start-page: 9
  year: 2021
  ident: 1316_CR16
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01033-y
– volume: 2
  start-page: 225
  year: 2016
  ident: 1316_CR20
  publication-title: Cell Syst.
  doi: 10.1016/j.cels.2016.03.008
– ident: 1316_CR93
– ident: 1316_CR35
  doi: 10.1101/274456
– volume: 91
  start-page: 160
  year: 2017
  ident: 1316_CR39
  publication-title: Cytom. Part A
  doi: 10.1002/cyto.a.23053
– volume: 129
  start-page: 358
  year: 2008
  ident: 1316_CR54
  publication-title: Am. J. Clin. Pathol.
  doi: 10.1309/7CXUYXT23E5AL8KQ
– volume: 18
  start-page: 43
  year: 2021
  ident: 1316_CR92
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01023-0
– volume: 9
  start-page: e1183
  year: 2020
  ident: 1316_CR60
  publication-title: Clin. Transl. Immunol.
  doi: 10.1002/cti2.1183
– volume: 26
  start-page: 1045
  year: 2013
  ident: 1316_CR84
  publication-title: J. Digit. Imaging
  doi: 10.1007/s10278-013-9622-7
– volume: 163
  start-page: 1500
  year: 2015
  ident: 1316_CR44
  publication-title: Cell
  doi: 10.1016/j.cell.2015.11.025
– volume: 114
  start-page: 688
  year: 2018
  ident: 1316_CR63
  publication-title: Biophys. J.
  doi: 10.1016/j.bpj.2017.12.011
– volume: 14
  start-page: 873
  year: 2017
  ident: 1316_CR94
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4391
– volume: 114
  start-page: E7321
  year: 2017
  ident: 1316_CR43
  publication-title: Proc. Natl Acad. Sci. USA
– volume: 62
  start-page: 693
  year: 2014
  ident: 1316_CR76
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/0022155414545224
– volume: 3
  year: 2016
  ident: 1316_CR105
  publication-title: Sci. Data
  doi: 10.1038/sdata.2016.18
– volume: 110
  start-page: 11982
  year: 2013
  ident: 1316_CR25
  publication-title: Proc. Natl Acad. Sci. USA
  doi: 10.1073/pnas.1300136110
– ident: 1316_CR96
  doi: 10.1101/2021.02.19.431994
– volume: 9
  start-page: 671
  year: 2012
  ident: 1316_CR86
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2089
– volume: 117
  start-page: 33455
  year: 2020
  ident: 1316_CR21
  publication-title: Proc. Natl Acad. Sci.
  doi: 10.1073/pnas.2018488117
– volume: 112
  start-page: E6274
  year: 2015
  ident: 1316_CR50
  publication-title: Proc. Natl Acad. Sci. USA
  doi: 10.1073/pnas.1510133112
– ident: 1316_CR33
  doi: 10.1016/j.kint.2021.08.033
– volume: 15
  start-page: e1007012
  year: 2019
  ident: 1316_CR100
  publication-title: PLoS Comput. Biol.
  doi: 10.1371/journal.pcbi.1007012
– volume: 75
  start-page: 2236
  year: 2012
  ident: 1316_CR74
  publication-title: J. Proteom.
  doi: 10.1016/j.jprot.2012.01.030
– ident: 1316_CR106
– ident: 1316_CR108
  doi: 10.1101/2021.05.23.445310
– volume: 1
  start-page: 100006
  year: 2021
  ident: 1316_CR68
  publication-title: Cell Rep. Methods
  doi: 10.1016/j.crmeth.2021.100006
– volume: 372
  start-page: eaba2609
  year: 2021
  ident: 1316_CR104
  publication-title: Science
  doi: 10.1126/science.aba2609
– volume: 17
  start-page: 6131
  year: 2017
  ident: 1316_CR30
  publication-title: Nano Lett.
  doi: 10.1021/acs.nanolett.7b02716
– ident: 1316_CR102
  doi: 10.1101/2019.12.18.880930
– volume: 7
  start-page: e31657
  year: 2018
  ident: 1316_CR24
  publication-title: eLife
  doi: 10.7554/eLife.31657
– volume: 18
  start-page: 100
  year: 2021
  ident: 1316_CR90
  publication-title: Nat. Methods
  doi: 10.1038/s41592-020-01018-x
– ident: 1316_CR69
  doi: 10.1007/978-1-62703-541-5_10
– volume: 7
  year: 2017
  ident: 1316_CR91
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-17204-5
– volume: 40
  start-page: 135
  year: 2020
  ident: 1316_CR19
  publication-title: Cancer Commun.
  doi: 10.1002/cac2.12023
– volume: 48
  start-page: 197
  year: 2010
  ident: 1316_CR72
  publication-title: BioTechniques
  doi: 10.2144/000113382
– volume: 59
  start-page: 129
  year: 2011
  ident: 1316_CR58
  publication-title: J. Histochem. Cytochem.
  doi: 10.1369/0022155410394857
– volume: 96
  start-page: 183
  year: 2019
  ident: 1316_CR7
  publication-title: Cytom. Part B: Clin. Cytom.
  doi: 10.1002/cyto.b.21783
– volume: 13
  start-page: 493
  year: 2016
  ident: 1316_CR61
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3863
– volume: 30
  start-page: 2384
  year: 2019
  ident: 1316_CR66
  publication-title: Bioconjug Chem.
  doi: 10.1021/acs.bioconjchem.9b00490
– ident: 1316_CR95
  doi: 10.1101/2021.03.15.435473
– volume: 99
  start-page: 767
  year: 2016
  ident: 1316_CR98
  publication-title: Mol. Microbiol.
  doi: 10.1111/mmi.13264
– volume: 533
  start-page: 452
  year: 2016
  ident: 1316_CR80
  publication-title: Nature
  doi: 10.1038/533452a
– volume: 19
  start-page: 203
  year: 2017
  ident: 1316_CR36
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2017.03.037
– ident: 1316_CR49
  doi: 10.1101/660373
– volume: 356
  start-page: eaal3321
  year: 2017
  ident: 1316_CR2
  publication-title: Science
  doi: 10.1126/science.aal3321
– volume: 10
  start-page: 2621
  year: 2020
  ident: 1316_CR48
  publication-title: Theranostics
  doi: 10.7150/thno.41763
– volume: 27
  start-page: 1987
  year: 2021
  ident: 1316_CR79
  publication-title: Clin. Cancer Res.
  doi: 10.1158/1078-0432.CCR-20-3340
– volume: 140
  start-page: 4004
  year: 2018
  ident: 1316_CR65
  publication-title: JACS
  doi: 10.1021/jacs.7b12874
– volume: 10
  start-page: 441
  year: 2013
  ident: 1316_CR77
  publication-title: Personalized Med.
  doi: 10.2217/pme.13.42
– volume: 47
  start-page: 32
  year: 2002
  ident: 1316_CR27
  publication-title: Cytometry
  doi: 10.1002/cyto.10026
– volume: 347
  start-page: 1260419
  year: 2015
  ident: 1316_CR17
  publication-title: Science
  doi: 10.1126/science.1260419
– volume: 14
  start-page: 775
  year: 2017
  ident: 1316_CR85
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4326
– volume: 11
  start-page: 417
  year: 2014
  ident: 1316_CR38
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.2869
– volume: 128
  start-page: e100
  year: 2019
  ident: 1316_CR75
  publication-title: Curr. Protoc. Mol. Biol.
  doi: 10.1002/cpmb.100
– volume: 14
  start-page: 1946
  year: 2019
  ident: 1316_CR62
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-019-0166-2
– volume: 357
  start-page: eaan2507
  year: 2017
  ident: 1316_CR18
  publication-title: Science
  doi: 10.1126/science.aan2507
– volume: 183
  start-page: 1665
  year: 2020
  ident: 1316_CR109
  publication-title: Cell
  doi: 10.1016/j.cell.2020.10.026
– volume: 37
  start-page: 290
  year: 2016
  ident: 1316_CR81
  publication-title: Trends Pharmacol. Sci.
  doi: 10.1016/j.tips.2015.12.001
– volume: 14
  start-page: 2900
  year: 2019
  ident: 1316_CR29
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-019-0206-y
– ident: 1316_CR107
  doi: 10.1101/2021.03.31.437929
– volume: 34
  start-page: 987
  year: 2016
  ident: 1316_CR47
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3625
– volume: 20
  start-page: 103
  year: 2018
  ident: 1316_CR70
  publication-title: AAPS J.
  doi: 10.1208/s12248-018-0263-0
– volume: 6
  year: 2015
  ident: 1316_CR23
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms9390
– volume: 574
  start-page: 187
  year: 2019
  ident: 1316_CR82
  publication-title: Nature
  doi: 10.1038/s41586-019-1629-x
– volume: 6
  year: 2019
  ident: 1316_CR87
  publication-title: Sci. Data
  doi: 10.1038/s41597-019-0332-y
– volume: 14
  start-page: 935
  year: 2017
  ident: 1316_CR13
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4437
– volume: 8
  start-page: 1323
  year: 2002
  ident: 1316_CR78
  publication-title: Nat. Med.
  doi: 10.1038/nm791
– volume: 34
  start-page: 2217
  year: 2019
  ident: 1316_CR4
  publication-title: J. Anal. Spectrom.
  doi: 10.1039/C9JA00164F
– volume: 70
  start-page: 46
  year: 2014
  ident: 1316_CR1
  publication-title: Methods
  doi: 10.1016/j.ymeth.2014.08.016
– volume: 14
  start-page: 865
  year: 2017
  ident: 1316_CR10
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4380
– volume: 115
  start-page: 28
  year: 2017
  ident: 1316_CR99
  publication-title: Methods
  doi: 10.1016/j.ymeth.2016.12.015
– ident: 1316_CR101
  doi: 10.1101/2021.01.05.425362
– volume: 497
  start-page: 332
  year: 2013
  ident: 1316_CR42
  publication-title: Nature
  doi: 10.1038/nature12107
– volume: 37
  start-page: 73
  year: 2019
  ident: 1316_CR46
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.4281
– volume: 25
  start-page: 301
  year: 2009
  ident: 1316_CR57
  publication-title: Annu. Rev. Cell Dev. Biol.
  doi: 10.1146/annurev.cellbio.042308.113408
– volume: 42
  start-page: 1900221
  year: 2020
  ident: 1316_CR15
  publication-title: BioEssays
  doi: 10.1002/bies.201900221
– volume: 174
  start-page: 968
  year: 2018
  ident: 1316_CR12
  publication-title: Cell
  doi: 10.1016/j.cell.2018.07.010
– volume: 81
  start-page: 6813
  year: 2009
  ident: 1316_CR8
  publication-title: Anal. Chem.
  doi: 10.1021/ac901049w
– volume: 58
  start-page: 610
  year: 2015
  ident: 1316_CR9
  publication-title: Mol. cell
  doi: 10.1016/j.molcel.2015.04.005
– volume: 37
  start-page: 1080
  year: 2019
  ident: 1316_CR31
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-019-0207-y
– volume: 24
  start-page: 1270
  year: 2006
  ident: 1316_CR26
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1250
– volume: 13
  start-page: 823
  year: 2016
  ident: 1316_CR71
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3995
– volume: 58
  start-page: 9348
  year: 2019
  ident: 1316_CR5
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201811951
– volume: 38
  start-page: 586
  year: 2020
  ident: 1316_CR52
  publication-title: Nat. Biotechnol.
  doi: 10.1038/s41587-020-0472-9
– volume: 4
  start-page: 1
  year: 2013
  ident: 1316_CR28
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms2635
– volume: 57
  start-page: 4466
  year: 2018
  ident: 1316_CR6
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.201709719
– volume: 544
  start-page: 465
  year: 2017
  ident: 1316_CR40
  publication-title: Nature
  doi: 10.1038/nature22051
– volume: 59
  start-page: 10332
  year: 2020
  ident: 1316_CR64
  publication-title: Angew. Chem. Int. Ed.
  doi: 10.1002/anie.202000062
– volume: 16
  start-page: e2005970
  year: 2018
  ident: 1316_CR89
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.2005970
– volume: 181
  start-page: 236
  year: 2020
  ident: 1316_CR83
  publication-title: Cell
  doi: 10.1016/j.cell.2020.03.053
– volume: 31
  start-page: 107523
  year: 2020
  ident: 1316_CR97
  publication-title: Cell Rep.
  doi: 10.1016/j.celrep.2020.107523
– volume: 20
  start-page: 448
  year: 2019
  ident: 1316_CR88
  publication-title: BMC Bioinf.
  doi: 10.1186/s12859-019-3055-3
– volume: 65
  start-page: 967
  year: 2011
  ident: 1316_CR59
  publication-title: Appl. Spectrosc.
  doi: 10.1366/11-06398
– volume: 10
  start-page: 293
  year: 2017
  ident: 1316_CR103
  publication-title: Annu Rev. Anal. Chem.
  doi: 10.1146/annurev-anchem-061516-045205
– volume: 37
  start-page: 364
  year: 2012
  ident: 1316_CR14
  publication-title: Immunity
  doi: 10.1016/j.immuni.2012.07.011
– volume: 12
  start-page: 10226
  year: 2020
  ident: 1316_CR67
  publication-title: Nanoscale
  doi: 10.1039/D0NR00227E
– volume: 17
  start-page: 175
  year: 2016
  ident: 1316_CR3
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg.2015.16
– volume: 15
  start-page: 275
  year: 2018
  ident: 1316_CR34
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.4611
– volume: 182
  start-page: 1341
  year: 2020
  ident: 1316_CR32
  publication-title: Cell
  doi: 10.1016/j.cell.2020.07.005
– volume: 20
  start-page: 436
  year: 2014
  ident: 1316_CR37
  publication-title: Nat. Med.
  doi: 10.1038/nm.3488
– volume: 8
  year: 2020
  ident: 1316_CR11
  publication-title: J. Immunother. Cancer
  doi: 10.1136/jitc-2019-000155
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Snippet Tissues and organs are composed of distinct cell types that must operate in concert to perform physiological functions. Efforts to create high-dimensional...
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StartPage 284
SubjectTerms 631/1647/2067
631/1647/245/2225
706/648/697
Antibodies
antibody
Bioinformatics
Biological Microscopy
Biological Techniques
Biomarkers
Biomedical and Life Sciences
Biomedical Engineering/Biotechnology
Cell Communication
Cell interactions
Cellular communication
Cellular structure
Diagnostic Imaging
Imaging
Life Sciences
Multiplexing
Organs
Peptide mapping
Perspective
Protein composition
Proteins
Proteomics
Robustness
Title Spatial mapping of protein composition and tissue organization: a primer for multiplexed antibody-based imaging
URI https://link.springer.com/article/10.1038/s41592-021-01316-y
https://www.ncbi.nlm.nih.gov/pubmed/34811556
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https://www.proquest.com/docview/2601492835
https://pubmed.ncbi.nlm.nih.gov/PMC9264278
https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-313200
Volume 19
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