Universal, Rapid, and Cleavable Labeling of Antibodies by Fluorophores and DNA Oligonucleotides for Multiplex Immunostaining and Spatial Proteomics Through MIST Linker
Abstract
1. Introduction
2. Materials and Methods
2.1. Preparation of DNA Conjugated Microbeads
2.2. Preparation of Antibody Assembly
2.3. Tissue Processing
2.4. MC3T3 and MDA-MB-231 Cell Culture and Processing
2.5. Staining, Clamping, and MIST Array Imaging of Tissue Sections and Cultured Cells
2.6. MIST Array Decoding Process
2.7. MIST Array Registration and Image Analysis
2.8. Single-Cell Data Preprocessing and Statistics
2.9. Visualization of Cell–Cell Spatial Relationships
2.10. Signal-to-Noise Quantification
3. Results and Discussion
3.1. MIST Linker Design and Characterization by Immunostaining of Various Cell and Tissue Samples
3.2. MIST Linker in Combination with Spatial MIST for Spatial Proteomics
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Huang, R.; Fu, P.; Ma, L. Kidney fibrosis: From mechanisms to therapeutic medicines. Signal Transduct. Target. Ther. 2023, 8, 129. [Google Scholar] [CrossRef] [PubMed]
- Humphreys, B.D. Mechanisms of Renal Fibrosis. Annu. Rev. Physiol. 2018, 80, 309–326. [Google Scholar] [CrossRef] [PubMed]
- Bodenmiller, B. Multiplexed Epitope-Based Tissue Imaging for Discovery and Healthcare Applications. Cell Syst. 2016, 2, 225–238. [Google Scholar] [CrossRef] [PubMed]
- Neumann, E.K.; Patterson, N.H.; Rivera, E.S.; Allen, J.L.; Brewer, M.; deCaestecker, M.P.; Caprioli, R.M.; Fogo, A.B.; Spraggins, J.M. Highly multiplexed immunofluorescence of the human kidney using co-detection by indexing. Kidney Int. 2022, 101, 137–143. [Google Scholar] [CrossRef] [PubMed]
- Lin, J.-R.; Fallahi-Sichani, M.; Sorger, P.K. Highly multiplexed imaging of single cells using a high-throughput cyclic immunofluorescence method. Nat. Commun. 2015, 6, 8390. [Google Scholar] [CrossRef] [PubMed]
- Radtke, A.J.; Chu, C.J.; Yaniv, Z.; Yao, L.; Marr, J.; Beuschel, R.T.; Ichise, H.; Gola, A.; Kabat, J.; Lowekamp, B.; et al. IBEX: An iterative immunolabeling and chemical bleaching method for high-content imaging of diverse tissues. Nat. Protoc. 2022, 17, 378–401. [Google Scholar] [CrossRef] [PubMed]
- Goltsev, Y.; Samusik, N.; Kennedy-Darling, J.; Bhate, S.; Hale, M.; Vazquez, G.; Black, S.; Nolan, G.P. Deep Profiling of Mouse Splenic Architecture with CODEX Multiplexed Imaging. Cell 2018, 174, 968–981.e915. [Google Scholar] [CrossRef] [PubMed]
- Gut, G.; Herrmann, M.D.; Pelkmans, L. Multiplexed protein maps link subcellular organization to cellular states. Science 2018, 361, eaar7042. [Google Scholar] [CrossRef] [PubMed]
- Moldoveanu, D.; Ramsay, L.; Lajoie, M.; Anderson-Trocme, L.; Lingrand, M.; Berry, D.; Perus, L.J.M.; Wei, Y.; Moraes, C.; Alkallas, R.; et al. Spatially mapping the immune landscape of melanoma using imaging mass cytometry. Sci. Immunol. 2022, 7, eabi5072. [Google Scholar] [CrossRef] [PubMed]
- Chen, C.; McDonald, D.; Blain, A.; Sachdeva, A.; Bone, L.; Smith, A.L.M.; Warren, C.; Pickett, S.J.; Hudson, G.; Filby, A.; et al. Imaging mass cytometry reveals generalised deficiency in OXPHOS complexes in Parkinson’s disease. npj Park. Dis. 2021, 7, 39. [Google Scholar] [CrossRef] [PubMed]
- Liu, C.C.; McCaffrey, E.F.; Greenwald, N.F.; Soon, E.; Risom, T.; Vijayaragavan, K.; Oliveria, J.P.; Mrdjen, D.; Bosse, M.; Tebaykin, D.; et al. Multiplexed Ion Beam Imaging: Insights into Pathobiology. Annu. Rev. Pathol. 2022, 17, 403–423. [Google Scholar] [CrossRef] [PubMed]
- Ben-Chetrit, N.; Niu, X.; Swett, A.D.; Sotelo, J.; Jiao, M.S.; Stewart, C.M.; Potenski, C.; Mielinis, P.; Roelli, P.; Stoeckius, M. Integration of whole transcriptome spatial profiling with protein markers. Nat. Biotechnol. 2023, 41, 788–793. [Google Scholar] [CrossRef] [PubMed]
- Yang, L.; Kim, J.; Chen, L.; Wei, W.; Wang, J. Detection of >400 Cluster of Differentiation Biomarkers and Pathway Proteins in Single Immune Cells by Cyclic Multiplex In Situ Tagging for Single-Cell Proteomic Studies. Anal. Chem. 2024, 96, 17387–17395. [Google Scholar] [CrossRef] [PubMed]
- Mund, A.; Coscia, F.; Kriston, A.; Hollandi, R.; Kovács, F.; Brunner, A.-D.; Migh, E.; Schweizer, L.; Santos, A.; Bzorek, M.; et al. Deep Visual Proteomics defines single-cell identity and heterogeneity. Nat. Biotechnol. 2022, 40, 1231–1240. [Google Scholar] [CrossRef] [PubMed]
- Arslan, T.; Pan, Y.; Mermelekas, G.; Vesterlund, M.; Orre, L.M.; Lehtiö, J. SubCellBarCode: Integrated workflow for robust spatial proteomics by mass spectrometry. Nat. Protoc. 2022, 17, 1832–1867. [Google Scholar] [CrossRef] [PubMed]
- Wang, F.; Sun, C.; Wu, T.W.; Fu, Y.; Fan, Y.; Zhao, S.; Huang, K.; Pan, Z.; Lu, Y.; Han, J.R.; et al. iPEX enables micrometre-resolution deep spatial proteomics via tissue expansion. Nature 2026, 649, 505–514. [Google Scholar] [CrossRef] [PubMed]
- Hu, B.; He, R.; Pang, K.; Wang, G.; Wang, N.; Zhu, W.; Sui, X.; Teng, H.; Liu, T.; Zhu, J.; et al. High-resolution spatially resolved proteomics of complex tissues based on microfluidics and transfer learning. Cell 2025, 188, 734–748.e2. [Google Scholar] [CrossRef] [PubMed]
- Gordon, M.R.; Canakci, M.; Li, L.; Zhuang, J.; Osborne, B.; Thayumanavan, S. Field Guide to Challenges and Opportunities in Antibody-Drug Conjugates for Chemists. Bioconjug Chem. 2015, 26, 2198–2215. [Google Scholar] [CrossRef] [PubMed]
- Samieipour, F.; Dianat-Moghadam, H.; Khanahmad, H. Recent developments in bioconjugation: From strategies to design and clinical applications. Biomed. Pharmacother. 2025, 192, 118593. [Google Scholar] [CrossRef] [PubMed]
- Dovgan, I.; Koniev, O.; Kolodych, S.; Wagner, A. Antibody–Oligonucleotide Conjugates as Therapeutic, Imaging, and Detection Agents. Bioconjugate Chem. 2019, 30, 2483–2501. [Google Scholar] [CrossRef] [PubMed]
- Stoeckius, M.; Hafemeister, C.; Stephenson, W.; Houck-Loomis, B.; Chattopadhyay, P.K.; Swerdlow, H.; Satija, R.; Smibert, P. Simultaneous epitope and transcriptome measurement in single cells. Nat. Methods 2017, 14, 865–868. [Google Scholar] [CrossRef] [PubMed]
- Cheng, M.; Jiang, Y.; Xu, J.; Mentis, A.-F.A.; Wang, S.; Zheng, H.; Sahu, S.K.; Liu, L.; Xu, X. Spatially resolved transcriptomics: A comprehensive review of their technological advances, applications, and challenges. J. Genet. Genom. 2023, 50, 625–640. [Google Scholar] [CrossRef] [PubMed]
- Behrens, C.R.; Liu, B. Methods for site-specific drug conjugation to antibodies. MAbs 2014, 6, 46–53. [Google Scholar] [CrossRef] [PubMed]
- Meah, A.; Vedarethinam, V.; Bronstein, R.; Gujarati, N.; Jain, T.; Mallipattu, S.K.; Li, Y.; Wang, J. Single-Cell Spatial MIST for Versatile, Scalable Detection of Protein Markers. Biosensors 2023, 13, 852. [Google Scholar] [CrossRef] [PubMed]
- Meah, A.; Gujarati, N.A.; D’Agati, V.D.; Revelo, M.P.; Mallipattu, S.K.; Wang, J. Characterization and classification of chronic kidney disease by spatial MIST and deep learning algorithm. Am. J. Physiol.-Ren. Physiol. 2025, 329, F820–F833. [Google Scholar] [CrossRef] [PubMed]
- Mbua, N.E.; Guo, J.; Wolfert, M.A.; Steet, R.; Boons, G.J. Strain-promoted alkyne-azide cycloadditions (SPAAC) reveal new features of glycoconjugate biosynthesis. Chembiochem 2011, 12, 1912–1921. [Google Scholar] [CrossRef] [PubMed]
- Fischer, C.; Chen, J.; Meah, A.; Wang, J. MIST-Explorer: The Comprehensive Toolkit for Spatial Omic Analysis and Visualization of Single-Cell MIST Array Data. bioRxiv 2025. bioRxiv:2025.04.29.650640. [Google Scholar] [CrossRef] [PubMed]
- Schmidt, U.; Weigert, M.; Broaddus, C.; Myers, G. Cell Detection with Star-Convex Polygons. In Proceedings of the Medical Image Computing and Computer Assisted Intervention—MICCAI 2018, Granada, Spain, 16–20 September 2018; Springer International Publishing: Cham, Swithzerland, 2018; pp. 265–273. [Google Scholar]
- Mujumdar, R.B.; Ernst, L.A.; Mujumdar, S.R.; Lewis, C.J.; Waggoner, A.S. Cyanine dye labeling reagents: Sulfoindocyanine succinimidyl esters. Bioconjug Chem. 1993, 4, 105–111. [Google Scholar] [CrossRef] [PubMed]
- Panchuk-Voloshina, N.; Haugland, R.P.; Bishop-Stewart, J.; Bhalgat, M.K.; Millard, P.J.; Mao, F.; Leung, W.Y.; Haugland, R.P. Alexa dyes, a series of new fluorescent dyes that yield exceptionally bright, photostable conjugates. J. Histochem. Cytochem. 1999, 47, 1179–1188. [Google Scholar] [CrossRef] [PubMed]
- Guo, J.K.; Menke, A.L.; Gubler, M.C.; Clarke, A.R.; Harrison, D.; Hammes, A.; Hastie, N.D.; Schedl, A. WT1 is a key regulator of podocyte function: Reduced expression levels cause crescentic glomerulonephritis and mesangial sclerosis. Hum. Mol. Genet. 2002, 11, 651–659. [Google Scholar] [CrossRef] [PubMed]
- Dong, L.; Pietsch, S.; Englert, C. Towards an understanding of kidney diseases associated with WT1 mutations. Kidney Int. 2015, 88, 684–690. [Google Scholar] [CrossRef] [PubMed]
- Tian, Y.; Guo, H.; Miao, X.; Xu, J.; Yang, R.; Zhao, L.; Liu, J.; Yang, L.; Gao, F.; Zhang, W.; et al. Nestin protects podocyte from injury in lupus nephritis by mitophagy and oxidative stress. Cell Death Dis. 2020, 11, 319. [Google Scholar] [CrossRef] [PubMed]
- Su, W.; Chen, J.; Yang, H.; You, L.; Xu, L.; Wang, X.; Li, R.; Gao, L.; Gu, Y.; Lin, S.; et al. Expression of nestin in the podocytes of normal and diseased human kidneys. Am. J. Physiol.-Regul. Integr. Comp. Physiol. 2007, 292, R1761–R1767. [Google Scholar] [CrossRef] [PubMed]
- Csurgyók, R.; Sütő, G.; Wittmann, I.; Vas, T. Expression of Wilms’ Tumor 1 Antigen, Vimentin, and Corticotropin-Releasing Factor in the Human Kidney with Focal Segmental Glomerulosclerosis and Effect of Oxidative Stress on These Markers in HEK 293 Cells. Kidney Blood Press. Res. 2023, 48, 56–65. [Google Scholar] [CrossRef] [PubMed]
- Baron, R.; Kneissel, M. WNT signaling in bone homeostasis and disease: From human mutations to treatments. Nat. Med. 2013, 19, 179–192. [Google Scholar] [CrossRef] [PubMed]
- Krishnan, V.; Bryant, H.U.; Macdougald, O.A. Regulation of bone mass by Wnt signaling. J. Clin. Investig. 2006, 116, 1202–1209. [Google Scholar] [CrossRef] [PubMed]
- Zarubin, T.; Han, J. Activation and signaling of the p38 MAP kinase pathway. Cell Res. 2005, 15, 11–18. [Google Scholar] [CrossRef] [PubMed]






Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Meah, A.; Yin, S.; Anderson, S.S.; Lin, M.; Liang, S.; Davuluri, M.; Qin, Y.-X.; Mallipattu, S.K.; Wang, J. Universal, Rapid, and Cleavable Labeling of Antibodies by Fluorophores and DNA Oligonucleotides for Multiplex Immunostaining and Spatial Proteomics Through MIST Linker. Biosensors 2026, 16, 385. https://doi.org/10.3390/bios16070385
Meah A, Yin S, Anderson SS, Lin M, Liang S, Davuluri M, Qin Y-X, Mallipattu SK, Wang J. Universal, Rapid, and Cleavable Labeling of Antibodies by Fluorophores and DNA Oligonucleotides for Multiplex Immunostaining and Spatial Proteomics Through MIST Linker. Biosensors. 2026; 16(7):385. https://doi.org/10.3390/bios16070385
Chicago/Turabian StyleMeah, Arafat, Shuo Yin, Saimoen Strrrz Anderson, Ming Lin, Shuo Liang, Meghana Davuluri, Yi-Xian Qin, Sandeep K. Mallipattu, and Jun Wang. 2026. "Universal, Rapid, and Cleavable Labeling of Antibodies by Fluorophores and DNA Oligonucleotides for Multiplex Immunostaining and Spatial Proteomics Through MIST Linker" Biosensors 16, no. 7: 385. https://doi.org/10.3390/bios16070385
APA StyleMeah, A., Yin, S., Anderson, S. S., Lin, M., Liang, S., Davuluri, M., Qin, Y.-X., Mallipattu, S. K., & Wang, J. (2026). Universal, Rapid, and Cleavable Labeling of Antibodies by Fluorophores and DNA Oligonucleotides for Multiplex Immunostaining and Spatial Proteomics Through MIST Linker. Biosensors, 16(7), 385. https://doi.org/10.3390/bios16070385

