Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx

<p>Mesenchymal Stromal Cells (MSCs) are increasingly recognized as promising candidates for treating Systemic Lupus Erythematosus (SLE) due to their immunomodulatory and regenerative properties. However, their therapeutic efficacy remains inconsistent, largely due to the heterogeneity of MSC o...

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第一著者: Sushmitha Rajeev Kumar (22687190) (author)
その他の著者: Khor Kai He (22687193) (author), Yogeswaran Lokanathan (6931790) (author), Anand Gaurav (3137511) (author), Khatijah Yusoff (2467768) (author), M. Fatima Macedo (6792557) (author), Subha Bhassu (416376) (author)
出版事項: 2025
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author Sushmitha Rajeev Kumar (22687190)
author2 Khor Kai He (22687193)
Yogeswaran Lokanathan (6931790)
Anand Gaurav (3137511)
Khatijah Yusoff (2467768)
M. Fatima Macedo (6792557)
Subha Bhassu (416376)
author2_role author
author
author
author
author
author
author_facet Sushmitha Rajeev Kumar (22687190)
Khor Kai He (22687193)
Yogeswaran Lokanathan (6931790)
Anand Gaurav (3137511)
Khatijah Yusoff (2467768)
M. Fatima Macedo (6792557)
Subha Bhassu (416376)
author_role author
dc.creator.none.fl_str_mv Sushmitha Rajeev Kumar (22687190)
Khor Kai He (22687193)
Yogeswaran Lokanathan (6931790)
Anand Gaurav (3137511)
Khatijah Yusoff (2467768)
M. Fatima Macedo (6792557)
Subha Bhassu (416376)
dc.date.none.fl_str_mv 2025-11-26T06:31:33Z
dc.identifier.none.fl_str_mv 10.3389/fimmu.2025.1654117.s001
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Table_2_How_artificial_intelligence_can_enable_personalized_mesenchymal_stem_cell_based_therapeutic_strategies_in_systemic_lupus_erythematosus_docx/30718550
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Genetic Immunology
machine learning
stem cells
lupus
genetic modifications
personalised medicine
precision therapeutics
dc.title.none.fl_str_mv Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p>Mesenchymal Stromal Cells (MSCs) are increasingly recognized as promising candidates for treating Systemic Lupus Erythematosus (SLE) due to their immunomodulatory and regenerative properties. However, their therapeutic efficacy remains inconsistent, largely due to the heterogeneity of MSC origins, culture conditions, cell quality, host immune interactions, and the influence of immunosuppressive treatments. Artificial Intelligence (AI) offers powerful tools to address these challenges by optimising MSC modification and application. This review explores how AI can identify optimal genetic and epigenetic targets, predict MSC behaviour under different environmental and priming conditions, and design personalise therapies tailored to individual patients. Moreover, AI enables the analysis of extensive datasets to refine dosing strategies and improve the integration of MSC therapy with immunosuppressants. By enhancing the precision, consistency, and personalisation of MSC-based interventions, AI has the potential to significantly improve therapeutic outcomes in SLE, advancing the field toward more effective and patient-centred autoimmune disease management.</p>
eu_rights_str_mv openAccess
id Manara_6847b771e5c41a2402fdc8512cc81da9
identifier_str_mv 10.3389/fimmu.2025.1654117.s001
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/30718550
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docxSushmitha Rajeev Kumar (22687190)Khor Kai He (22687193)Yogeswaran Lokanathan (6931790)Anand Gaurav (3137511)Khatijah Yusoff (2467768)M. Fatima Macedo (6792557)Subha Bhassu (416376)Genetic Immunologymachine learningstem cellslupusgenetic modificationspersonalised medicineprecision therapeutics<p>Mesenchymal Stromal Cells (MSCs) are increasingly recognized as promising candidates for treating Systemic Lupus Erythematosus (SLE) due to their immunomodulatory and regenerative properties. However, their therapeutic efficacy remains inconsistent, largely due to the heterogeneity of MSC origins, culture conditions, cell quality, host immune interactions, and the influence of immunosuppressive treatments. Artificial Intelligence (AI) offers powerful tools to address these challenges by optimising MSC modification and application. This review explores how AI can identify optimal genetic and epigenetic targets, predict MSC behaviour under different environmental and priming conditions, and design personalise therapies tailored to individual patients. Moreover, AI enables the analysis of extensive datasets to refine dosing strategies and improve the integration of MSC therapy with immunosuppressants. By enhancing the precision, consistency, and personalisation of MSC-based interventions, AI has the potential to significantly improve therapeutic outcomes in SLE, advancing the field toward more effective and patient-centred autoimmune disease management.</p>2025-11-26T06:31:33ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.3389/fimmu.2025.1654117.s001https://figshare.com/articles/dataset/Table_2_How_artificial_intelligence_can_enable_personalized_mesenchymal_stem_cell_based_therapeutic_strategies_in_systemic_lupus_erythematosus_docx/30718550CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/307185502025-11-26T06:31:33Z
spellingShingle Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
Sushmitha Rajeev Kumar (22687190)
Genetic Immunology
machine learning
stem cells
lupus
genetic modifications
personalised medicine
precision therapeutics
status_str publishedVersion
title Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
title_full Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
title_fullStr Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
title_full_unstemmed Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
title_short Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
title_sort Table 2_How artificial intelligence can enable personalized mesenchymal stem cell–based therapeutic strategies in systemic lupus erythematosus.docx
topic Genetic Immunology
machine learning
stem cells
lupus
genetic modifications
personalised medicine
precision therapeutics