• • M-IBI core parameters (Chao1, Sobs, Acinetobacter relative abundance, hgcl-clade relative abundance) were identified through rigorous screening, providing a standardized, multi-metric index for river health.
• • Seasonal M-IBI scores followed winter > autumn > summer > spring, indicating significant temporal variability in microbial community integrity, with winter exhibiting highest health status.
• • Spatial analysis revealed downstream water quality superior to upstream, suggesting longitudinal gradients in pollution load and recovery capacity.
• • WQI and M-IBI results were spatially and seasonally concordant, yet M-IBI demonstrated higher sensitivity to human disturbance and environmental changes, offering earlier warning signals for ecological degradation.
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