AI4Protein/DeepSol

---
license: apache-2.0
task_categories:
- text-classification
tags:
- protein
- downstream task
---

# DeepSol Dataset

- Description: Solubility is a fundamental protein property that has important connotations for therapeutics and use in diagnosis.
- Number of labels: 2
- Problem Type: single_label_classification
- Columns:
- aa_seq: protein amino acid sequence

# Github

Simple, Efficient and Scalable Structure-aware Adapter Boosts Protein Language Models

https://github.com/tyang816/SES-Adapter

# Citation
Please cite our work if you use our dataset.
```
@article{tan2024ses-adapter,
title={Simple, Efficient, and Scalable Structure-Aware Adapter Boosts Protein Language Models},
author={Tan, Yang and Li, Mingchen and Zhou, Bingxin and Zhong, Bozitao and Zheng, Lirong and Tan, Pan and Zhou, Ziyi and Yu, Huiqun and Fan, Guisheng and Hong, Liang},
journal={Journal of Chemical Information and Modeling},
year={2024},
publisher={ACS Publications}
}
```

The DeepSol dataset is about protein solubility, which is a fundamental protein property with important implications for therapeutics and diagnosis. The dataset contains two labels and is suitable for single-label classification tasks. The columns in the dataset include the amino acid sequences of proteins.

搜集汇总

背景与挑战

背景概述

DeepSol是一个用于蛋白质溶解度预测的文本分类数据集，包含71,421个蛋白质氨基酸序列样本，每个样本标记为可溶或不可溶（二分类任务）。该数据集旨在支持蛋白质工程和语言模型微调，适用于治疗和诊断相关研究，数据格式为CSV，许可证为Apache-2.0。