Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers

Zexu Zhou, Xueqin Xie, Yuduo Hao, Kaiyuan Han, Ting Wang, Feitong Hong, Yijie Wei, Sijia Xie, Xinwei Luo, Xiaolong Li, Li Liu, Fuying Dao, Hao Lin, Hongyan Lai, Hao Lyu

Open source

DOI
10.1016/j.ijbiomac.2026.152244
Published
2026-06
Container
International Journal of Biological Macromolecules
Publisher
Elsevier BV
Open access
unknown

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Cite this work

BibTeX

@article{allodium:10.1016/j.ijbiomac.2026.152244,
  title = {Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers},
  author = {Zexu Zhou and Xueqin Xie and Yuduo Hao and Kaiyuan Han and Ting Wang and Feitong Hong and Yijie Wei and Sijia Xie and Xinwei Luo and Xiaolong Li and Li Liu and Fuying Dao and Hao Lin and Hongyan Lai and Hao Lyu},
  year = {2026},
  journal = {International Journal of Biological Macromolecules},
  doi = {10.1016/j.ijbiomac.2026.152244},
  url = {https://doi.org/10.1016/j.ijbiomac.2026.152244}
}

RIS

TY  - JOUR
TI  - Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers
AU  - Zexu Zhou
AU  - Xueqin Xie
AU  - Yuduo Hao
AU  - Kaiyuan Han
AU  - Ting Wang
AU  - Feitong Hong
AU  - Yijie Wei
AU  - Sijia Xie
AU  - Xinwei Luo
AU  - Xiaolong Li
AU  - Li Liu
AU  - Fuying Dao
AU  - Hao Lin
AU  - Hongyan Lai
AU  - Hao Lyu
PY  - 2026
JO  - International Journal of Biological Macromolecules
DO  - 10.1016/j.ijbiomac.2026.152244
UR  - https://doi.org/10.1016/j.ijbiomac.2026.152244
ER  - 

APA

Zhou, Z., Xie, X., Hao, Y., Han, K., Wang, T., Hong, F., Wei, Y., Xie, S., Luo, X., Li, X., Liu, L., Dao, F., Lin, H., Lai, H., & Lyu, H. (2026). Essence: A benchmarking-validated transformer framework for early diagnosis of Parkinson's disease using cerebrospinal fluid protein biomarkers. International Journal of Biological Macromolecules. https://doi.org/10.1016/j.ijbiomac.2026.152244

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