Differential expression of RNA splice variants among individual cells accounts for cell heterogeneity of gene expression, which plays a key role in the regulation of the immune system. However, currently available techniques face difficulties in achieving single-cell analysis of RNA splice variants with high base resolution, high spatial resolution and accurate quantification. Herein, we constructed DNA-templated dual-functional nanocluster probes to achieve in situ imaging and accurate quantification of RNA splice variants at the single-cell level. By designing ultrasmall nanocluster labeled probes to directly target the splicing junction sequence of RNA splice variants, the base recognition resolution is significantly improved. Benefit from the controllable fluorescence of nanoclusters, in situ imaging and genotyping of RNA splice variants are achieved. Due to the atom-precise nanocluster, RNA splice variants can be accurately quantified by laser ablation inductively coupled plasma mass spectrometry at the single-cell level. We further applied the probes to explore the function of MyD88 splice variants in mononuclear macrophages under immune activation. This strategy provides a novel single-cell analysis tool for studying the functional diversity of the immune system and splicing-related immune diseases.