- Research Article
- 10.1016/j.inffus.2026.104287
Federated learning for spatio-temporal data mining: a survey
- Sep 01, 2026
- Information Fusion
- Wei Huang + 8 more +8
Publications from 2021 to 2026
Showing 10 of 6,762 papers
Federated learning for spatio-temporal data mining: a survey
Multi-dimensional characterization and ensemble genetic algorithm–monte carlo simulation assisted multi-objective optimization of surface integrity in intelligent machining
Inducing hypoxia tolerance in blunt snout bream (Megalobrama amblycephala) through acute cold stress during early embryonic development
The effect of substrate surface roughness on the interfacial adhesion between degradable silk fibroin coatings and polyurethane substrates
A nonparametric least-squares model in network data envelopment analysis
Water-bridged supramolecular polymer assembled by self-complementary organic carboxylate anion as building block
Allele-specific effects of distinct SLC26A4 variants on cochlear function and transcriptomic programs in compound heterozygous models.
SLC26A4 is a major causative gene for hereditary hearing loss, its mutation spectrum shows pronounced population specificity. In Chinese populations, patients predominantly carry biallelic mutations, and compound heterozygous genotypes are prevalent, which results in a wide spectrum of auditory phenotypes. However, how different alleles interact within these contexts to shape phenotypic variability remains poorly understood. We employed cellular and mouse models to explore the allele-specific mechanisms associated with two novel mutations, a frameshift mutation and a missense mutation, in compound heterozygous that share the same splice-site pathogenic allele. In vitro, wild-type (WT) and mutant (c.574delC, c.1211C>A) SLC26A4 constructs were expressed in HeLa cells to assess pendrin localization. Both mutations reduced membrane enrichment and increased intracellular retention. In vivo, compound heterozygous knock-in mouse models (Slc26a4c.574delC/c.919-2A>G and Slc26a4c.1211C>A/c.919-2A>G) were generated using CRISPR/Cas9. The auditory function and cochlear pathology were investigated. Both compound mutants exhibited elevated ABR thresholds, with more severe hearing loss in Slc26a4c.574delC/c.919-2A>G mice. Correspondingly, these mice showed marked hair cell disruption, stereociliary loss, and cochlear structural abnormalities, whereas the Slc26a4c.1211C>A/c.919-2A>G mice displayed milder changes. Transcriptomic profiling examined by bulk RNA-sequencing revealed broader differential expression in Slc26a4c.574delC/c.919-2A>G mice, enriched in structural and developmental pathways, while the missense model showed predominantly immune-related signatures. Our findings demonstrate that allele-specific functional divergence in compound heterozygous SLC26A4 mutations leads to distinct auditory dysfunction, cochlear pathology, and transcriptional programs. These findings provide mechanistic insight into the phenotypic heterogeneity of hearing loss and may indicate future allele-specific interventions or therapeutic strategies.
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A note on the second-largest number of dissociation sets in connected graphs