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EditorialEditorial

Multiplex imaging reveals the architecture of the tumor immune microenvironment

Junlei Zhang, Jinyuan Song, Jianpeng Sheng, Xueli Bai and Tingbo Liang
Cancer Biology & Medicine November 2021, 18 (4) 949-954; DOI: https://doi.org/10.20892/j.issn.2095-3941.2021.0494
Junlei Zhang
1Department of Hepatobiliary and Pancreatic Surgery; Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine; Zhejiang University Cancer Centre, Zhejiang University, Hangzhou 310002, China
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Jinyuan Song
1Department of Hepatobiliary and Pancreatic Surgery; Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine; Zhejiang University Cancer Centre, Zhejiang University, Hangzhou 310002, China
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Jianpeng Sheng
1Department of Hepatobiliary and Pancreatic Surgery; Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine; Zhejiang University Cancer Centre, Zhejiang University, Hangzhou 310002, China
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Xueli Bai
1Department of Hepatobiliary and Pancreatic Surgery; Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine; Zhejiang University Cancer Centre, Zhejiang University, Hangzhou 310002, China
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  • For correspondence: shirleybai{at}zju.edu.cn liangtingbo{at}zju.edu.cn
Tingbo Liang
1Department of Hepatobiliary and Pancreatic Surgery; Zhejiang Provincial Key Laboratory of Pancreatic Disease, the First Affiliated Hospital, Zhejiang University School of Medicine; Zhejiang University Cancer Centre, Zhejiang University, Hangzhou 310002, China
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  • For correspondence: shirleybai{at}zju.edu.cn liangtingbo{at}zju.edu.cn
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  • The workflows of 3 types of multiplex imaging methods. (A) Imaging mass cytometry (IMC) acquires tissue spatial information via laser ablation of cells combined with metal-labeled antibodies. (B) Co-detection by indexing (CODEX) scans images through rounds of fluorophore and index staining, and removal. (C) Immunostaining with signal amplification by exchange reaction (Immuno-SABER) provides highly multiplexed amplification capability that can be tuned independently for multiple targets by controlling the length of the concatemers and the number of imagers.
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    Figure 1

    The workflows of 3 types of multiplex imaging methods. (A) Imaging mass cytometry (IMC) acquires tissue spatial information via laser ablation of cells combined with metal-labeled antibodies. (B) Co-detection by indexing (CODEX) scans images through rounds of fluorophore and index staining, and removal. (C) Immunostaining with signal amplification by exchange reaction (Immuno-SABER) provides highly multiplexed amplification capability that can be tuned independently for multiple targets by controlling the length of the concatemers and the number of imagers.

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    Table 1

    Summary of multiplex imaging methods, related analytical software, research fields, and new targets discovered via these technologies

    MethodsAnalytical softwareResearch fieldsNew therapeutic targets
    †IMC (Hyperion)1CellProfiler, histoCAT, Voronoi diagramsHCCResident macrophages12
    Breast carcinomaVimentin+Slug− macrophages13
    MelanomaB2M14
    ‡CODEX2Volumetric segmentation algorithm by Yury Goltsev et al.2, X-shiftColorectal cancerPD-1+CD4+ T cells15
    §Immuno-SABER3–Imaging of normal human tissue–
    ¶TSA systems (Vectra Polaris)7Nuance and InForm image analysis software (PerkinElmer)HCCTreg and exhausted CD8 T cells16, PD-18

    †IMC, imaging mass cytometry; ‡CODEX, co-detection by indexing; §Immuno-SABER, immunostaining with signal amplification by exchange reaction; ¶TSA systems, tyramide signal amplification system.

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    Cancer Biology & Medicine: 18 (4)
    Cancer Biology & Medicine
    Vol. 18, Issue 4
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    Multiplex imaging reveals the architecture of the tumor immune microenvironment
    Junlei Zhang, Jinyuan Song, Jianpeng Sheng, Xueli Bai, Tingbo Liang
    Cancer Biology & Medicine Nov 2021, 18 (4) 949-954; DOI: 10.20892/j.issn.2095-3941.2021.0494

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    Multiplex imaging reveals the architecture of the tumor immune microenvironment
    Junlei Zhang, Jinyuan Song, Jianpeng Sheng, Xueli Bai, Tingbo Liang
    Cancer Biology & Medicine Nov 2021, 18 (4) 949-954; DOI: 10.20892/j.issn.2095-3941.2021.0494
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