Spatial Modularity of Innate Immune Networks Across Bactrian Camel Tissues

The Bactrian camel exemplifies mammalian adaptation to deserts, but the spatial organization of its innate immune system remains uncharacterized. This study integrated transcriptomes from 110 samples across 11 major tissues and organs to resolve tissue-specific gene expression and innate immune modularity. Through differential expression analysis, Tau specificity index (τ > 0.8), and machine learning validation (Random Forest F1-score = 0.86 ± 0.11), we identified 4242 high-confidence tissue-specific genes (e.g., <i>LIPE</i>/<i>PLIN1</i> in adipose). Weighted gene co-expression network analysis (WGCNA) of 1522 innate immune genes revealed 11 co-expression modules, with six exhibiting significant tissue associations (FDR < 0.01): liver-specific (r = 0.96), spleen-adipose-enriched (r = 0.88), muscle-associated (r = 0.82), and blood-specific (r = 0.80) modules. These networks demonstrated multifunctional coordination of immune pathways-including Pattern Recognition, Cytokine Signaling, and Phagocytosis-rather than isolated functions. Our results establish that camel innate immunity is organized into spatially modular networks tailored to tissue microenvironments, providing the first systems-level framework for understanding immune resilience in desert-adapted mammals and may inform strategies for enhancing livestock resilience in arid regions.

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Publication Details

Journal
Animals
Published
2025-10-31
DOI
https://doi.org/10.3390/ani15213173
Primary Topic
Animal Diversity and Health Studies
Type
article
Field-Weighted Citation Impact
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article

Spatial Modularity of Innate Immune Networks Across Bactrian Camel Tissues

Lili Guo, Le Zhou, Chencheng Chang, Bin Liu et al.
Animals
Animal Diversity and Health Studies
article

Spatial Modularity of Innate Immune Networks Across Bactrian Camel Tissues

Lili Guo, Le Zhou, Chencheng Chang, Bin Liu, Wenguang Zhang, Fengying Ma
article en

Abstract

The Bactrian camel exemplifies mammalian adaptation to deserts, but the spatial organization of its innate immune system remains uncharacterized. This study integrated transcriptomes from 110 samples across 11 major tissues and organs to resolve tissue-specific gene expression and innate immune modularity. Through differential expression analysis, Tau specificity index (τ > 0.8), and machine learning validation (Random Forest F1-score = 0.86 ± 0.11), we identified 4242 high-confidence tissue-specific genes (e.g., <i>LIPE</i>/<i>PLIN1</i> in adipose). Weighted gene co-expression network analysis (WGCNA) of 1522 innate immune genes revealed 11 co-expression modules, with six exhibiting significant tissue associations (FDR < 0.01): liver-specific (r = 0.96), spleen-adipose-enriched (r = 0.88), muscle-associated (r = 0.82), and blood-specific (r = 0.80) modules. These networks demonstrated multifunctional coordination of immune pathways-including Pattern Recognition, Cytokine Signaling, and Phagocytosis-rather than isolated functions. Our results establish that camel innate immunity is organized into spatially modular networks tailored to tissue microenvironments, providing the first systems-level framework for understanding immune resilience in desert-adapted mammals and may inform strategies for enhancing livestock resilience in arid regions.

AnimalsVol. 15(21)
Inner Mongolia Agricultural University (CN), Inner Mongolia Electric Power Survey & Design Institute (China) (CN), Inner Mongolia University of Technology (CN)
Openalex Percentile: Top 62%
Animal Diversity and Health Studies
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Spatial Modularity of Innate Immune Networks Across Bactrian Camel Tissues — Lili Guo, Le Zhou, et al. · Animals (2025) | TGRS Research Map | TGRS