Single-Cell Analysis of Tfh ICOS and IL-21 Variation Links Local Immune Activation to Anti-Thyroid Antibodies in Graves’ Disease
DOI:
https://doi.org/10.58445/rars.3571Keywords:
Single-cell RNA sequencing, Autoimmune Disorder, T cell, BiologyAbstract
Graves’ disease (GD) is an autoimmune cause of hyperthyroidism in which T cell and B cell interactions drive thyroid autoantibody production. To test whether intrathyroid T follicular helper (Tfh) signatures relate to downstream immune activation, we analyzed single-cell RNA sequencing (scRNA-seq) data from GD and healthy thyroid tissue. Data were processed in Scanpy with filtering, normalization to 10,000 reads per cell and log-transformation, PCA (principal component analysis, summarizing gene expression into components that capture variation across cells), and Leiden clustering. Batch effects were addressed using BBKNN (Batch Balanced K-Nearest Neighbors), which builds a batch-balanced neighbor graph by selecting neighbors from each sample or batch. We examined Tfh-cell ICOS and IL21 because ICOS co-stimulation supports Tfh survival and IL-21 secretion, and IL-21 promotes B-cell activation and differentiation. ICOS expression was quantified as normalized ICOS transcript abundance in Tfh cells and summarized per donor. We integrated these signals with a per-sample B-cell activation index and serum anti-thyroglobulin (anti-TG) and anti-thyroid peroxidase (anti-TPO) titers.
At the donor level, mean Tfh ICOS expression was higher in GD than in controls but variable and did not separate groups (Welch’s t-test p = 0.302; healthy n = 4, GD n = 5). IL21 expression was low overall and similarly did not separate groups (p = 0.427). We therefore stratified GD donors into Tfh ICOS⁺ and Tfh ICOS⁻ subgroups. B-cell activation differed across Healthy, Tfh ICOS⁻, and Tfh ICOS⁺ groups (ANOVA p = 0.0013), with higher activation in Tfh ICOS⁺ donors. Serum anti-TG (ANOVA p = 0.0011) and anti-TPO (ANOVA p = 0.0289) were highest in the Tfh ICOS⁺ subgroup.
Together, these results suggest that heterogeneity in Tfh ICOS expression may mark a subset of GD donors with stronger B-cell activation and higher anti-thyroid antibodies, while highlighting power limits from small donor counts for donor-level comparisons.
References
Álvarez-Sierra, Daniel, Jorge Rodríguez-Grande, Aroa Gómez-Brey, et al. “Single Cell Transcriptomic Analysis of Graves’ Disease Thyroid Glands Reveals the Broad Immunoregulatory Potential of Thyroid Follicular and Stromal Cells and Implies a Major Re-Interpretation of the Role of Aberrant HLA Class II Expression in Autoimmunity.” Journal of Autoimmunity 139 (September 2023): 103072. https://doi.org/10.1016/j.jaut.2023.103072.
Bartalena, Luigi. “Graves’ Disease: Complications.” In Endotext, edited by Kenneth R. Feingold, Robert A. Adler, S. Faisal Ahmed, et al. MDText.com, Inc., 2000. http://www.ncbi.nlm.nih.gov/books/NBK285551/.
Bogusławska, Joanna, Marlena Godlewska, Ewa Gajda, and Agnieszka Piekiełko-Witkowska. “Cellular and Molecular Basis of Thyroid Autoimmunity.” European Thyroid Journal 11, no. 1 (2022): e210024. https://doi.org/10.1530/ETJ-21-0024.
Bossaller, Lukas, Jan Burger, Ruth Draeger, et al. “ICOS Deficiency Is Associated with a Severe Reduction of CXCR5+CD4 Germinal Center Th Cells.” Journal of Immunology (Baltimore, Md.: 1950) 177, no. 7 (2006): 4927–32. https://doi.org/10.4049/jimmunol.177.7.4927.
Choi, Youn Soo, Robin Kageyama, Danelle Eto, et al. “ICOS Receptor Instructs T Follicular Helper Cell versus Effector Cell Differentiation via Induction of the Transcriptional Repressor Bcl6.” Immunity 34, no. 6 (2011): 932–46. https://doi.org/10.1016/j.immuni.2011.03.023.
Crotty, Shane. “T Follicular Helper Cell Biology: A Decade of Discovery and Diseases.” Immunity 50, no. 5 (2019): 1132–48. https://doi.org/10.1016/j.immuni.2019.04.011.
Ehlers, Margret, Stephanie Allelein, and Matthias Schott. “TSH-Receptor Autoantibodies: Pathophysiology, Assay Methods, and Clinical Applications.” Minerva Endocrinologica 43, no. 3 (2018): 323–32. https://doi.org/10.23736/S0391-1977.17.02791-2.
Eisenbarth, Stephanie C., Dirk Baumjohann, Joe Craft, et al. “CD4+ T Cells That Help B Cells - a Proposal for Uniform Nomenclature.” Trends in Immunology 42, no. 8 (2021): 658–69. https://doi.org/10.1016/j.it.2021.06.003.
“Hyperthyroidism.” American Thyroid Association, n.d. Accessed December 26, 2025. https://www.thyroid.org/hyperthyroidism/.
Ji, Qianfei, Hong Xu, Haiyan Chen, Xiangfang Chen, Suijun Wang, and Junjie Zou. “Pathogenic Genes Associated with Immune-Related Genes in Graves’ Disease: A Multi-Omics Mendelian Randomization Analysis.” Scientific Reports 15, no. 1 (2025): 37875. https://doi.org/10.1038/s41598-025-21754-4.
Jovic, Dragomirka, Xue Liang, Hua Zeng, Lin Lin, Fengping Xu, and Yonglun Luo. “Single-Cell RNA Sequencing Technologies and Applications: A Brief Overview.” Clinical and Translational Medicine 12, no. 3 (2022): e694. https://doi.org/10.1002/ctm2.694.
Kim, Dong Won, Kamil Taneja, Thanh Hoang, et al. “Transcriptomic Profiling of Control and Thyroid-Associated Orbitopathy (TAO) Orbital Fat and TAO Orbital Fibroblasts Undergoing Adipogenesis.” Investigative Ophthalmology & Visual Science 62, no. 9 (2021): 24. https://doi.org/10.1167/iovs.62.9.24.
Martínez-Hernández, Rebeca, Nuria Sánchez de la Blanca, Pablo Sacristán-Gómez, et al. “Unraveling the Molecular Architecture of Autoimmune Thyroid Diseases at Spatial Resolution.” Nature Communications 15, no. 1 (2024): 5895. https://doi.org/10.1038/s41467-024-50192-5.
Pokhrel, Binod, and Kamal Bhusal. “Graves Disease.” In StatPearls. StatPearls Publishing, 2025. http://www.ncbi.nlm.nih.gov/books/NBK448195/.
Polański, Krzysztof, Matthew D Young, Zhichao Miao, Kerstin B Meyer, Sarah A Teichmann, and Jong-Eun Park. “BBKNN: Fast Batch Alignment of Single Cell Transcriptomes.” Bioinformatics 36, no. 3 (2020): 964–65. https://doi.org/10.1093/bioinformatics/btz625.
Pontarini, Elena, William James Murray-Brown, Cristina Croia, et al. “Unique Expansion of IL-21+ Tfh and Tph Cells under Control of ICOS Identifies Sjögren’s Syndrome with Ectopic Germinal Centres and MALT Lymphoma.” Annals of the Rheumatic Diseases 79, no. 12 (2020): 1588–99. https://doi.org/10.1136/annrheumdis-2020-217646.
Stoeckius, Marlon, Christoph Hafemeister, William Stephenson, et al. “Simultaneous Epitope and Transcriptome Measurement in Single Cells.” Nature Methods 14, no. 9 (2017): 865–68. https://doi.org/10.1038/nmeth.4380.
Vogelzang, Alexis, Helen M. McGuire, Di Yu, Jonathan Sprent, Charles R. Mackay, and Cecile King. “A Fundamental Role for Interleukin-21 in the Generation of T Follicular Helper Cells.” Immunity 29, no. 1 (2008): 127–37. https://doi.org/10.1016/j.immuni.2008.06.001.
Wolf, F. Alexander, Philipp Angerer, and Fabian J. Theis. “SCANPY: Large-Scale Single-Cell Gene Expression Data Analysis.” Genome Biology 19, no. 1 (2018): 15. https://doi.org/10.1186/s13059-017-1382-0.
Wong, Siew-Cheng, Edwin Oh, Chee-Hoe Ng, and Kong-Peng Lam. “Impaired Germinal Center Formation and Recall T-Cell-Dependent Immune Responses in Mice Lacking the Costimulatory Ligand B7-H2.” Blood 102, no. 4 (2003): 1381–88. https://doi.org/10.1182/blood-2002-08-2416.
Zhao, Lianyu, Song Jin, Shengyao Wang, et al. “Tertiary Lymphoid Structures in Diseases: Immune Mechanisms and Therapeutic Advances.” Signal Transduction and Targeted Therapy 9 (August 2024): 225. https://doi.org/10.1038/s41392-024-01947-5.
Downloads
Posted
Categories
License
Copyright (c) 2026 Joydeep Basu

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.