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Main Authors: Wang, Yufeng, Wang, Peiyao, Wei, Lu, Rengifo, Emerita Mendoza, Yang, Dali, Ma, Lu, Lin, Yuewei, Liu, Qun, Ling, Haibin
Format: Preprint
Published: 2025
Subjects:
Online Access:https://arxiv.org/abs/2504.18554
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author Wang, Yufeng
Wang, Peiyao
Wei, Lu
Rengifo, Emerita Mendoza
Yang, Dali
Ma, Lu
Lin, Yuewei
Liu, Qun
Ling, Haibin
author_facet Wang, Yufeng
Wang, Peiyao
Wei, Lu
Rengifo, Emerita Mendoza
Yang, Dali
Ma, Lu
Lin, Yuewei
Liu, Qun
Ling, Haibin
contents Earth-abundant iron is an essential metal in regulating the structure and function of proteins. This study presents the development of a comprehensive X-ray Absorption Spectroscopy (XAS) database focused on iron-containing proteins, addressing a critical gap in available high-quality annotated spectral data for iron-containing proteins. The database integrates detailed XAS spectra with their corresponding local structural data of proteins and enables direct comparison between spectral features and structural motifs. Utilizing a combination of manual curation and semi-automated data extraction techniques, we developed a comprehensive dataset via extensive literature review, ensuring the quality and accuracy of data, which contains 437 protein structures and 1954 XAS spectrums. Our methods included careful documentation and validation processes to ensure accuracy and reproducibility. This dataset not only centralizes information on iron-containing proteins but also supports advanced data-driven discoveries, such as machine learning, to predict and analyze protein structure and functions. This work underscores the potential of integrating detailed spectroscopic data with structural biology to advance the field of biological chemistry and catalysis.
format Preprint
id arxiv_https___arxiv_org_abs_2504_18554
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle XDIP: A Curated X-ray Absorption Spectrum Dataset for Iron-Containing Proteins
Wang, Yufeng
Wang, Peiyao
Wei, Lu
Rengifo, Emerita Mendoza
Yang, Dali
Ma, Lu
Lin, Yuewei
Liu, Qun
Ling, Haibin
Biomolecules
Earth-abundant iron is an essential metal in regulating the structure and function of proteins. This study presents the development of a comprehensive X-ray Absorption Spectroscopy (XAS) database focused on iron-containing proteins, addressing a critical gap in available high-quality annotated spectral data for iron-containing proteins. The database integrates detailed XAS spectra with their corresponding local structural data of proteins and enables direct comparison between spectral features and structural motifs. Utilizing a combination of manual curation and semi-automated data extraction techniques, we developed a comprehensive dataset via extensive literature review, ensuring the quality and accuracy of data, which contains 437 protein structures and 1954 XAS spectrums. Our methods included careful documentation and validation processes to ensure accuracy and reproducibility. This dataset not only centralizes information on iron-containing proteins but also supports advanced data-driven discoveries, such as machine learning, to predict and analyze protein structure and functions. This work underscores the potential of integrating detailed spectroscopic data with structural biology to advance the field of biological chemistry and catalysis.
title XDIP: A Curated X-ray Absorption Spectrum Dataset for Iron-Containing Proteins
topic Biomolecules
url https://arxiv.org/abs/2504.18554