Abstract
Lectin microarray (LMA) is a high-throughput platform that enables the rapid and sensitive analysis of N- and O-glycans attached to glycoproteins in biological samples, including formalin-fixed paraffin-embedded (FFPE) tissue sections. Here, we evaluated the sensitivity of the advanced scanner based on the evanescent-field fluorescence principle, which is equipped with a 1× infinity correction optical system and a high-end complementary metal-oxide semiconductor (CMOS) image sensor in digital binning mode. Using various glycoprotein samples, we estimated that the mGSR1200-CMOS scanner has at least fourfold higher sensitivity for the lower limit of linearity range than that of a previous charge-coupled device scanner (mGSR1200). A subsequent sensitivity test using HEK293T cell lysates demonstrated that cell glycomic profiling could be performed with only three cells, which has the potential for the glycomic profiling of cell subpopulations. Thus, we examined its application in tissue glycome mapping, as indicated in the online LM-GlycomeAtlas database. To achieve fine glycome mapping, we refined the laser microdissection-assisted LMA procedure to analyze FFPE tissue sections. In this protocol, it was sufficient to collect 0.1 mm2 of each of the tissue fragments from 5-μm-thick sections, which differentiated the glycomic profile between the glomerulus and renal tubules of a normal mouse kidney. In conclusion, the improved LMA enables high-resolution spatial analysis, which expands the possibilities of its application classifying cell subpopulations in clinical FFPE tissue specimens. This will be used in the discovery phase for the development of novel glyco-biomarkers and therapeutic targets, and to expand the range of target diseases.
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The data presented in this study are available on reasonable request from the corresponding author.
References
Gagneux P HT, Varki A. (2022) Biological functions of glycan. Essentials of Glycobiology 4th editon edn. Cold Spring Harbor Laboratory Press, Cold Spring Harbor (NY). https://doi.org/10.1101/glycobiology.4e.7.
Reily C, Stewart TJ, Renfrow MB, Novak J. Glycosylation in health and disease. Nat Rev Nephrol. 2019;15(6):346–66. https://doi.org/10.1038/s41581-019-0129-4.
Dalziel M, Crispin M, Scanlan CN, Zitzmann N, Dwek RA. Emerging principles for the therapeutic exploitation of glycosylation. Science. 2014;343(6166):1235681. https://doi.org/10.1126/science.1235681.
Biemans R, Micoli F, Romano MR (2020) 8 - Glycoconjugate vaccines, production and characterization. In: Rauter AP, Christensen BE, Somsák L, Kosma P, Adamo R (eds) Recent Trends in Carbohydrate Chemistry. Elsevier, pp 285-313. https://doi.org/10.1016/B978-0-12-820954-7.00008-6.
Kuroda Y, Oda T, Shimomura O, Hashimoto S, Akashi Y, Miyazaki Y, Furuya K, Furuta T, Nakahashi H, Louphrasitthiphol P, Mathis BJ, Nakajima T, Tateno H. Lectin-based phototherapy targeting cell surface glycans for pancreatic cancer. Int J Cancer. 2023;152(7):1425–37. https://doi.org/10.1002/ijc.34362.
Hiono T, Nagai-Okatani C, Kuno A (2021) 4.07 - Application of Glycan-Related Microarrays. In: Barchi JJ (ed) Comprehensive Glycoscience (Second Edition). Elsevier, Oxford, pp 134-148. https://doi.org/10.1016/B978-0-12-819475-1.00059-6.
Heindel DW, Aziz PV, Chen S, Marth JD, Mahal LK. Glycomic analysis reveals a conserved response to bacterial sepsis induced by different bacterial pathogens. ACS Infect Dis. 2020. https://doi.org/10.1021/acsinfecdis.2c00082.
Liu X, Lei Z, Liu D, Wang Z. Development of a sandwiched microarray platform for studying the interactions of antibiotics with Staphylococcus aureus. Anal Chim Acta. 2016;917:93–100. https://doi.org/10.1016/j.aca.2016.02.038.
Hirabayashi J, Yamada M, Kuno A, Tateno H. Lectin microarrays: concept, principle and applications. Chem Soc Rev. 2013;42(10):4443–58. https://doi.org/10.1039/C3CS35419A.
Zhao R, Qin W, Qin R, Han J, Li C, Wang Y, Xu C. Lectin array and glycogene expression analyses of ovarian cancer cell line A2780 and its cisplatin-resistant derivate cell line A2780-cp. Clin Proteom. 2017. https://doi.org/10.1186/s12014-017-9155-z.
Saito S, Hiemori K, Kiyoi K, Tateno H. Glycome analysis of extracellular vesicles derived from human induced pluripotent stem cells using lectin microarray. Sci Rep. 2018;8(1):3997. https://doi.org/10.1038/s41598-018-22450-2.
Matsuda A, Kuno A, Ishida H, Kawamoto T, Shoda J, Hirabayashi J. Development of an all-in-one technology for glycan profiling targeting formalin-embedded tissue sections. Biochem Biophys Res Commun. 2008;370(2):259–63. https://doi.org/10.1016/j.bbrc.2008.03.090.
Fry SA, Afrough B, Lomax-Browne HJ, Timms JF, Velentzis LS, Leathem AJ. Lectin microarray profiling of metastatic breast cancers. Glycobiology. 2011;21(8):1060–70. https://doi.org/10.1093/glycob/cwr045.
Agrawal P, Fontanals-Cirera B, Sokolova E, Jacob S, Vaiana CA, Argibay D, Davalos V, McDermott M, Nayak S, Darvishian F, Castillo M, Ueberheide B, Osman I, Fenyö D, Mahal LK, Hernando E. A systems biology approach identifies FUT8 as a driver of melanoma metastasis. Cancer Cell. 2017;31(6):804-819.e807. https://doi.org/10.1016/j.ccell.2017.05.007.
Matsuda A, Kuno A, Kawamoto T, Matsuzaki H, Irimura T, Ikehara Y, Zen Y, Nakanuma Y, Yamamoto M, Ohkohchi N, Shoda J, Hirabayashi J, Narimatsu H. Wisteria floribunda agglutinin-positive mucin 1 is a sensitive biliary marker for human cholangiocarcinoma. Hepatology. 2010;52(1):174–82. https://doi.org/10.1002/hep.23654.
Bird-Lieberman EL, Neves AA, Lao-Sirieix P, O’Donovan M, Novelli M, Lovat LB, Eng WS, Mahal LK, Brindle KM, Fitzgerald RC. Molecular imaging using fluorescent lectins permits rapid endoscopic identification of dysplasia in Barrett’s esophagus. Nat Med. 2012;18(2):315–21. https://doi.org/10.1038/nm.2616.
Hinneburg H, Korać P, Schirmeister F, Gasparov S, Seeberger PH, Zoldoš V, Kolarich D. Unlocking cancer glycomes from histopathological formalin-fixed and paraffin-embedded (FFPE) tissue microdissections. Mol Cell Proteomics. 2017;16(4):524–36. https://doi.org/10.1074/mcp.M116.062414.
Zou X, Yoshida M, Nagai-Okatani C, Iwaki J, Matsuda A, Tan B, Hagiwara K, Sato T, Itakura Y, Noro E, Kaji H, Toyoda M, Zhang Y, Narimatsu H, Kuno A. A standardized method for lectin microarray-based tissue glycome mapping. Sci Rep. 2017;7:43560. https://doi.org/10.1038/srep43560.
Nagai-Okatani C, Zou X, Matsuda A, Itakura Y, Toyoda M, Zhang Y, Kuno A. Tissue glycome mapping: lectin microarray-based differential glycomic analysis of formalin-fixed paraffin-embedded tissue sections. Methods Mol Biol. 2022;2460:161–80. https://doi.org/10.1007/978-1-0716-2148-6_10.
Nagai-Okatani C, Nishigori M, Sato T, Minamino N, Kaji H, Kuno A. Wisteria floribunda agglutinin staining for the quantitative assessment of cardiac fibrogenic activity in a mouse model of dilated cardiomyopathy. Lab Invest. 2019;99(11):1749–65. https://doi.org/10.1038/s41374-019-0279-9.
Nagai-Okatani C, Zou X, Fujita N, Sogabe I, Arakawa K, Nagai M, Angata K, Zhang Y, Aoki-Kinoshita KF, Kuno A. LM-GlycomeAtlas Ver. 2.0: an integrated visualization for lectin microarray-based mouse tissue glycome mapping data with lectin histochemistry. J Proteome Res. 2021;20(4):2069–75. https://doi.org/10.1021/acs.jproteome.0c00907.
Itakura Y, Hasegawa Y, Kikkawa Y, Murakami Y, Sugiura K, Nagai-Okatani C, Sasaki N, Umemura M, Takahashi Y, Kimura T, Kuno A, Ishiwata T, Toyoda M. Spatiotemporal changes of tissue glycans depending on localization in cardiac aging. Regen Ther. 2023;22:68–78. https://doi.org/10.1016/j.reth.2022.12.009.
Hamilton G, Brown N, Oseroff V, Huey B, Segraves R, Sudar D, Kumler J, Albertson D, Pinkel D. A large field CCD system for quantitative imaging of microarrays. Nucleic Acids Res. 2006;34(8):e58. https://doi.org/10.1093/nar/gkl160.
Lewis SM, Asselin-Labat M-L, Nguyen Q, Berthelet J, Tan X, Wimmer VC, Merino D, Rogers KL, Naik SH. Spatial omics and multiplexed imaging to explore cancer biology. Nature Methods. 2021;18(9):997–1012. https://doi.org/10.1038/s41592-021-01203-6.
Friganović T, Tomašić A, Šeba T, Biruš I, Kerep R, Borko V, Šakić D, Gabričević M, Weitner T. Low-pressure chromatographic separation and UV/Vis spectrophotometric characterization of the native and desialylated human apo-transferrin. Heliyon. 2021;7(9):e08030. https://doi.org/10.1016/j.heliyon.2021.e08030.
Feeney S, Gerlach JQ, Slattery H, Kilcoyne M, Hickey RM, Joshi L. Food Sci Nutr. 2019;7(5):1564–72. https://doi.org/10.1002/fsn3.950.
Acknowledgements
We are grateful to Dr. Atsushi Matsuda and Dr. Takanori Wagatsuma of Keio University, Dr. Yoko Itakura of the Tokyo Metropolitan Institute of Gerontology, and Dr. Takahiro Hiono and Ms. Hiroko Shimazaki of AIST for their valuable discussions and comments.
Funding
This study was funded by a project for utilizing glycans in the development of innovative drug discovery technologies (grant number JP20ae0101021h0005) from the Japan Agency for Medical Research and Development (AMED).
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All animal experiments were performed in accordance with relevant guidelines and regulations. The animal study protocol was approved by the Institutional Animal Care and Use Committee at AIST (no. 2022-082; date of approval, 22/06/2022).
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Published in the topical collection Recent Advances in Ultrasensitive Omics Techniques with guest editor Joseph Zaia.
Patcharaporn Boottanun and Chiaki Nagai-Okatani contributed equally to this work.
Shinjiro Yamane has retired from GlycoTechnica Ltd.
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Boottanun, P., Nagai-Okatani, C., Nagai, M. et al. An improved evanescent fluorescence scanner suitable for high-resolution glycome mapping of formalin-fixed paraffin-embedded tissue sections. Anal Bioanal Chem 415, 6975–6984 (2023). https://doi.org/10.1007/s00216-023-04824-2
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DOI: https://doi.org/10.1007/s00216-023-04824-2