citation update

Author: wshuai294

README.md

@@ -492,12 +492,12 @@ SpecImmune requires `conda 4.12.0+`, `cmake 3.16.3+`, and `GCC 9.4.0+` for envir
 SpecImmune enables automatic installation of these third party packages using `conda` or `mamba`. 
 
 ## Citation
-[Shuai Wang, Xuedong Wang, Mengyao Wang, Qian Zhou, Shuaicheng Li
-bioRxiv 2025.02.04.636381; doi: https://doi.org/10.1101/2025.02.04.636381
-](https://doi.org/10.1101/2025.02.04.636381)
+Wang, S., Wang, X., Wang, M., Zhou, Q., Wang, L., & Li, S. C. (2026). A scalable framework for comprehensive typing of polymorphic immune genes from long-read data. Advanced Science (Weinheim, Baden-Wurttemberg, Germany), e21531, e21531.
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 ## Getting help
 Should you have any queries, please feel free to contact us via opening an issue or sending an email, we will reply as soon as possible (wshuai294@gmail.com).
 
 
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