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Multi-omics identification and verification of Dnajb14 as a modulator of retinal ganglion cell survival in glaucoma through ferroptosis

doi: 10.1016/j.jgg.2026.05.011
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This study was supported by grants from the National Key Research and Development Program of China (2021YFA1101200 &

2021YFA1101202), the National Natural Science Foundation of China (U23A20435, 82271091), Hunan Youth Science and Technology Talent Project (2023RC3074), Hunan Provincial Natural Science Foundation of China (2024JJ7015), Science and Technology Innovation Program of Changde city (2023YD21), Fundamental Research Funds for the Central Universities of Central South University (2026ZZTS0053) and Hunan Provincial Youth Student Basic Research Project of Natural Science Foundation of China (2026JJ90184).

  • Received Date: 2025-10-24
  • Accepted Date: 2026-05-20
  • Rev Recd Date: 2026-05-15
  • Glaucoma is a leading cause of irreversible blindness and necessitates the identification of unreported therapeutic targets. Here, we report eight stable plasma protein targets for glaucoma, identified through a large-scale proteome-wide association study integrated with Mendelian randomization and colocalization analyses. Among these candidates, we show that the DnaJ heat shock protein family member B14 (DNAJB14) acts as a critical neuroprotective factor. Using single-cell and bulk transcriptomics, we demonstrate that Dnajb14 is characteristically expressed in retinal ganglion cells (RGCs) and that its abundance is inversely correlated with ferroptosis under ischemic stress. Furthermore, our results reveal that Dnajb14 preserve RGC survival and structural and functional integrity in multiple acute and chronic murine models. Mechanistically, Dnajb14 overexpression robustly alleviate ischemia-reperfusion-induced retinal injury, whereas targeted knockdown exacerbate lipid peroxidation, mitochondrial dysfunction, and ferroptosis. Taken together, our findings highlight that Dnajb14 is a key regulator of RGC survival through inhibition of ferroptosis, thereby making it a promising therapeutic candidate for glaucoma treatment.
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  • Aibar, S., Gonzalez-Blas, C.B., Moerman, T., Huynh-Thu, V.A., Imrichova, H., Hulselmans, G., Rambow, F., Marine, J.C., Geurts, P., Aerts, J., et al., 2017. SCENIC: single-cell regulatory network inference and clustering. Nat. Methods 14, 1083-1086.
    Andreatta, M., Carmona, S.J., 2021. UCell: robust and scalable single-cell gene signature scoring. Comput. Struct. Biotechnol. J. 19, 3796-3798.
    Baumann, B.H., Shu, W., Song, Y., Sterling, J., Kozmik, Z., Lakhal-Littleton, S., Dunaief, J.L., 2019. Liver-specific, but not retina-specific, hepcidin knockout causes retinal iron accumulation and degeneration. Am. J. Pathol. 189, 1814-1830.
    Boffa, I., Brunetti-Pierri, N., 2024. Vision on gyrate atrophy: why treat the liver? EMBO Mol. Med. 16, 8-9.
    Bowden, J., Holmes, M.V., 2019. Meta-analysis and Mendelian randomization: a review. Res. Synth. Methods 10, 486-496.
    Burgess, S., Thompson, S.G., 2017. Interpreting findings from Mendelian randomization using the MR-Egger method. Eur. J. Epidemiol. 32, 377-389.
    Cao, J., Spielmann, M., Qiu, X., Huang, X., Ibrahim, D.M., Hill, A.J., Zhang, F., Mundlos, S., Christiansen, L., Steemers, F.J., et al., 2019. The single-cell transcriptional landscape of mammalian organogenesis. Nature 566, 496-502.
    Chen, J., Ruan, X., Sun, Y., Lu, S., Hu, S., Yuan, S., Li, X., 2024. Multi-omic insight into the molecular networks of mitochondrial dysfunction in the pathogenesis of inflammatory bowel disease. EBioMedicine 99, 104934.
    Christodoulou, C.C., Zachariou, M., Tomazou, M., Karatzas, E., Demetriou, C.A., Zamba-Papanicolaou, E., Spyrou, G.M., 2020. Investigating the transition of pre-symptomatic to symptomatic Huntington's disease status based on omics data. Int. J. Mol. Sci. 21, 7414.
    Craig, J.E., Han, X., Qassim, A., Hassall, M., Cooke Bailey, J.N., Kinzy, T.G., Khawaja, A.P., An, J., Marshall, H., Gharahkhani, P., et al., 2020. Multitrait analysis of glaucoma identifies new risk loci and enables polygenic prediction of disease susceptibility and progression. Nat. Genet. 52, 160-166.
    Dai, Q., Zhao, S., Li, J., Li, N., Wang, A., Gao, Z., Fan, Y., 2025. Integration of single-cell and bulk transcriptomics reveals β-hydroxybutyrylation-related signatures in primary open-angle glaucoma. Exp. Eye Res. 254, 110272.
    Deng, Y., Feng, Y., Lv, Z., He, J., Chen, X., Wang, C., Yuan, M., Xu, T., Gao, W., Chen, D., et al., 2022. Machine learning models identify ferroptosis-related genes as potential diagnostic biomarkers for Alzheimer's disease. Front. Aging Neurosci. 14, 994130.
    Ferkingstad, E., Sulem, P., Atlason, B.A., Sveinbjornsson, G., Magnusson, M.I., Styrmisdottir, E.L., Gunnarsdottir, K., Helgason, A., Oddsson, A., Halldorsson, B.V., et al., 2021. Large-scale integration of the plasma proteome with genetics and disease. Nat. Genet. 53, 1712-1721.
    Gharahkhani, P., Jorgenson, E., Hysi, P., Khawaja, A.P., Pendergrass, S., Han, X., Ong, J.S., Hewitt, A.W., Segre, A.V., Rouhana, J.M., et al., 2021. Genome-wide meta-analysis identifies 127 open-angle glaucoma loci with consistent effect across ancestries. Nat. Commun. 12, 1258.
    Hanzelmann, S., Castelo, R., Guinney, J., 2013. GSVA: gene set variation analysis for microarray and RNA-seq data. BMC Bioinformatics 14, 7.
    Hemani, G., Zheng, J., Elsworth, B., Wade, K.H., Haberland, V., Baird, D., Laurin, C., Burgess, S., Bowden, J., Langdon, R., et al., 2018. The MR-Base platform supports systematic causal inference across the human phenome. eLife 7, e34408.
    Jayaram, H., Kolko, M., Friedman, D.S., Gazzard, G., 2023. Glaucoma: now and beyond. Lancet 402, 1788-1801.
    Kurki, M.I., Karjalainen, J., Palta, P., Sipila, T.P., Kristiansson, K., Donner, K.M., Reeve, M.P., Laivuori, H., Aavikko, M., Kaunisto, M.A., et al., 2023. FinnGen provides genetic insights from a well-phenotyped isolated population Nature 613, 508-518.
    Lan, J., Deng, Z., Wang, Q., Li, D., Fan, K., Chang, J., Ma, Y., 2024. Neuropeptide substance P attenuates colitis by suppressing inflammation and ferroptosis via the cGAS-STING signaling pathway. Int. J. Biol. Sci. 20, 2507-2531.
    Lee, J.H., Kwon, Y.J., Lee, H.S., Han, J.H., Joung, B., Kim, S.J., 2022. Fatty liver is an independent risk factor for elevated intraocular pressure. Nutrients 14, 4455.
    Leek, J.T., Johnson, W.E., Parker, H.S., Jaffe, A.E., Storey, J.D., 2012. The sva package for removing batch effects and other unwanted variation in high-throughput experiments. Bioinformatics 28, 882-883.
    Li, Y., Wen, Y., Liu, X., Li, Z., Lin, B., Deng, C., Yu, Z., Zhu, Y., Zhao, L., Su, W., et al., 2022. Single-cell RNA sequencing reveals a landscape and targeted treatment of ferroptosis in retinal ischemia/reperfusion injury. J. Neuroinflammation 19, 261.
    Li, Y., Yang, W., Zheng, Y., Dai, W., Ji, J., Wu, L., Cheng, Z., Zhang, J., Li, J., Xu, X., et al., 2023. Targeting fatty acid synthase modulates sensitivity of hepatocellular carcinoma to sorafenib via ferroptosis. J. Exp. Clin. Cancer Res. 42, 6.
    Liang, F.G., Zandkarimi, F., Lee, J., Axelrod, J.L., Pekson, R., Yoon, Y., Stockwell, B.R., Kitsis, R.N., 2024. OPA1 promotes ferroptosis by augmenting mitochondrial ROS and suppressing an integrated stress response. Mol. Cell 84, 3098-3114.e6.
    Liu, M., Li, H., Yang, R., Ji, D., Xia, X., 2022. GSK872 and necrostatin-1 protect retinal ganglion cells against necroptosis through inhibition of RIP1/RIP3/MLKL pathway in glutamate-induced retinal excitotoxic model of glaucoma. J. Neuroinflammation 19, 262.
    Lou, J., Tu, M., Xu, M., Cao, Z., Song, W., 2024. Plasma pQTL and brain eQTL integration identifies PNKP as a therapeutic target and reveals mechanistic insights into migraine pathophysiology. J. Headache Pain 25, 202.
    Quigley, H.A., Broman, A.T., 2006. The number of people with glaucoma worldwide in 2010 and 2020. Br. J. Ophthalmol. 90, 262-267.
    Ritchie, M.E., Phipson, B., Wu, D., Hu, Y., Law, C.W., Shi, W., Smyth, G.K., 2015. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 43, e47.
    Rozales, K., Younis, A., Saida, N., Meller, A., Goldman, H., Kellerman, L., Heinrich, R., Berlin, S., Shalgi, R., 2022. Differential roles for DNAJ isoforms in HTT-polyQ and FUS aggregation modulation revealed by chaperone screens. Nat. Commun. 13, 516.
    Sun, B.B., Maranville, J.C., Peters, J.E., Stacey, D., Staley, J.R., Blackshaw, J., Burgess, S., Jiang, T., Paige, E., Surendran, P., et al., 2018. Genomic atlas of the human plasma proteome. Nature 558, 73-79.
    Tribble, J.R., Hagstrom, A., Jusseaume, K., Lardner, E., Wong, R.C., Stalhammar, G., Williams, P.A., 2023. NAD salvage pathway machinery expression in normal and glaucomatous retina and optic nerve. Acta Neuropathol. Commun. 11, 18.
    Tsai, T., Grotegut, P., Reinehr, S., Joachim, S.C., 2019. Role of heat shock proteins in glaucoma. Int. J. Mol. Sci. 20, 5160.
    Verbanck, M., Chen, C.Y., Neale, B., Do, R., 2018. Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat. Genet. 50, 693-698.
    Vosa, U., Claringbould, A., Westra, H.J., Bonder, M.J., Deelen, P., Zeng, B., Kirsten, H., Saha, A., Kreuzhuber, R., Yazar, S., et al., 2021. Large-scale cis- and trans-eQTL analyses identify thousands of genetic loci and polygenic scores that regulate blood gene expression. Nat. Genet. 53, 1300-1310.
    Walters, R.G., Millwood, I.Y., Lin, K., Schmidt Valle, D., McDonnell, P., Hacker, A., Avery, D., Edris, A., Fry, H., Cai, N., et al., 2023. Genotyping and population characteristics of the China Kadoorie Biobank. Cell Genom. 3, 100361.
    Wang, Z., Zhou, H., Wang, F., Huang, H., 2025. Exploration of potential drug targets for glaucoma by plasma proteome screening. J. Proteomics 310, 105324.
    Wu, T., Hu, E., Xu, S., Chen, M., Guo, P., Dai, Z., Feng, T., Zhou, L., Tang, W., Zhan, L., et al., 2021. clusterProfiler 4.0: a universal enrichment tool for interpreting omics data. Innovation (Camb.) 2, 100141.
    Yang, C., Zhao, Y., Wang, L., Guo, Z., Ma, L., Yang, R., Wu, Y., Li, X., Niu, J., Chu, Q., et al., 2023. De novo pyrimidine biosynthetic complexes support cancer cell proliferation and ferroptosis defence. Nat. Cell Biol. 25, 836-847.
    Yin, K.F., Chen, T., Gu, X.J., Su, W.M., Jiang, Z., Lu, S.J., Cao, B., Chi, L.Y., Gao, X., Chen, Y.P., 2024. Systematic druggable genome-wide Mendelian randomization identifies therapeutic targets for sarcopenia. J. Cachexia Sarcopenia Muscle 15, 1324-1334.
    Yuan, S., Xu, F., Li, X., Chen, J., Zheng, J., Mantzoros, C.S., Larsson, S.C., 2023. Plasma proteins and onset of type 2 diabetes and diabetic complications: proteome-wide Mendelian randomization and colocalization analyses. Cell Rep. Med. 4, 101174.
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