Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,153 @@
|
|
| 1 |
---
|
| 2 |
license: cc-by-4.0
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 3 |
---
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
license: cc-by-4.0
|
| 3 |
+
language:
|
| 4 |
+
- en
|
| 5 |
+
pretty_name: AutoTPD+
|
| 6 |
+
tags:
|
| 7 |
+
- targeted-protein-degradation
|
| 8 |
+
- protac
|
| 9 |
+
- molecular-glue
|
| 10 |
+
- drug-discovery
|
| 11 |
+
- tabular
|
| 12 |
+
arxiv: 2605.11221
|
| 13 |
+
configs:
|
| 14 |
+
- config_name: autotpdplus-protac
|
| 15 |
+
data_files:
|
| 16 |
+
- split: train
|
| 17 |
+
path: AutoTPDplus-PROTAC.csv
|
| 18 |
+
- config_name: autotpdplus-mg
|
| 19 |
+
data_files:
|
| 20 |
+
- split: train
|
| 21 |
+
path: AutoTPDplus-MG.csv
|
| 22 |
+
- config_name: autotpd-protac
|
| 23 |
+
data_files:
|
| 24 |
+
- split: train
|
| 25 |
+
path: AutoTPD-PROTAC.csv
|
| 26 |
+
- config_name: autotpd-mg
|
| 27 |
+
data_files:
|
| 28 |
+
- split: train
|
| 29 |
+
path: AutoTPD-MG.csv
|
| 30 |
---
|
| 31 |
+
|
| 32 |
+
# AutoTPD+
|
| 33 |
+
|
| 34 |
+
[](https://yaochenr.github.io/LLM-TPD-Extraction/)
|
| 35 |
+
[](https://github.com/yaochenr/LLM-TPD-Extraction)
|
| 36 |
+
[](https://arxiv.org/abs/2605.11221)
|
| 37 |
+
[](https://creativecommons.org/licenses/by/4.0/)
|
| 38 |
+
|
| 39 |
+
AutoTPD+ is a living database of PROTAC and molecular glue degradation assays mined from the literature using an agentic LLM workflow.
|
| 40 |
+
|
| 41 |
+
It contains standardized compound, target, recruiter, assay, cell-line, DC50, and Dmax information. AutoTPD+ combines literature extracted records with PROTAC-DB 3.0 and MolGlueDB and is designed for monthly updates.
|
| 42 |
+
|
| 43 |
+
- **7,570** assay records
|
| 44 |
+
- **1,008** source publications
|
| 45 |
+
- **2,402** unique chemical structures
|
| 46 |
+
- **2 modalities:** PROTAC and molecular glue
|
| 47 |
+
|
| 48 |
+
## Files
|
| 49 |
+
|
| 50 |
+
| File | Description | Records |
|
| 51 |
+
|---|---|---:|
|
| 52 |
+
| `AutoTPDplus-PROTAC.csv` | Living PROTAC dataset | 6,719 |
|
| 53 |
+
| `AutoTPDplus-MG.csv` | Living molecular glue dataset | 851 |
|
| 54 |
+
| `AutoTPD-PROTAC.csv` | Frozen PROTAC benchmark | 714 |
|
| 55 |
+
| `AutoTPD-MG.csv` | Frozen molecular glue benchmark | 246 |
|
| 56 |
+
|
| 57 |
+
## Data format
|
| 58 |
+
|
| 59 |
+
Each row represents one degradation assay record.
|
| 60 |
+
|
| 61 |
+
<details>
|
| 62 |
+
<summary><strong>All columns</strong></summary>
|
| 63 |
+
|
| 64 |
+
| **Column** | **Description** |
|
| 65 |
+
| :--- | :--- |
|
| 66 |
+
| **IDENTIFIERS** | |
|
| 67 |
+
| `AutoTPD_ID` | Stable row identifier, unchanged across monthly releases |
|
| 68 |
+
| `Record_ID` | Record ID in the source database; empty for LLM-extracted records |
|
| 69 |
+
| `Compound_ID` | Compound ID in the source database; empty for LLM-extracted records |
|
| 70 |
+
| `DOI` | Source publication |
|
| 71 |
+
| **COMPOUND** | |
|
| 72 |
+
| `Compound_Name` | Compound name or label as reported in the paper |
|
| 73 |
+
| `IUPAC_Name` | IUPAC name |
|
| 74 |
+
| `IUPAC_Name_Source` | Where the IUPAC name came from (PAPER, PUBCHEM) |
|
| 75 |
+
| `SMILES` | RDKit canonical SMILES |
|
| 76 |
+
| `SMILES_Source` | Where the SMILES came from (PAPER, PUBCHEM, OPSIN, source database) |
|
| 77 |
+
| `StdInChIKey` | Standard InChIKey computed by RDKit from the standardized canonical SMILES |
|
| 78 |
+
| `Connectivity_Key` | First block of the InChIKey (connectivity only, ignores stereochemistry) |
|
| 79 |
+
| **DEGRADATION TARGET** | |
|
| 80 |
+
| `Degradation_Target` | Target as reported in the paper |
|
| 81 |
+
| `Degradation_Target_Gene` | HGNC gene symbol |
|
| 82 |
+
| `Degradation_Target_Uniprot` | UniProt accession |
|
| 83 |
+
| `Degradation_Target_Uniprot_MutationID` | UniProt variant ID when a specific mutant is targeted |
|
| 84 |
+
| `Degradation_Target_Sequence` | UniProt protein sequence |
|
| 85 |
+
| **RECRUITER** | |
|
| 86 |
+
| `Recruiter` | Recruiter (usually an E3 ligase) as reported |
|
| 87 |
+
| `Recruiter_Gene` | Gene symbol |
|
| 88 |
+
| `Recruiter_Uniprot` | UniProt accession |
|
| 89 |
+
| `Recruiter_Sequence` | UniProt protein sequence |
|
| 90 |
+
| **ASSAY CONTEXT** | |
|
| 91 |
+
| `Assay` | Assay as described in the paper |
|
| 92 |
+
| `Assay_STD` | Standardized assay family |
|
| 93 |
+
| `Cell_Line` | Cell line as reported, or cell-free |
|
| 94 |
+
| `Cell_Line_STD` | Cellosaurus recommended name |
|
| 95 |
+
| `Cell_Line_STD_Accession` | Cellosaurus accession (RRID) |
|
| 96 |
+
| `Cell_Line_Modification` | Engineered construct, e.g. a HiBiT knock-in |
|
| 97 |
+
| `Cell_Line_Species` | Species of the cell line |
|
| 98 |
+
| **DC50** | |
|
| 99 |
+
| `DC50` | Concentration giving 50% degradation |
|
| 100 |
+
| `DC50_units` | Units of DC50 |
|
| 101 |
+
| `DC50_h` | Treatment time in hours |
|
| 102 |
+
| `DC50_operator` | Qualifier: `<`, `>`, `~`, `<=`, `>=` |
|
| 103 |
+
| `DC50_range_min` | Range low end, or mean − error |
|
| 104 |
+
| `DC50_range_max` | Range high end, or mean + error |
|
| 105 |
+
| **DMAX** | |
|
| 106 |
+
| `Dmax` | Maximal degradation, in % |
|
| 107 |
+
| `Dmax_h` | Treatment time in hours |
|
| 108 |
+
| `Dmax_operator` | Qualifier: `<`, `>`, `~`, `<=`, `>=` |
|
| 109 |
+
| `Dmax_range_min` | Range low end, or mean − error |
|
| 110 |
+
| `Dmax_range_max` | Range high end, or mean + error |
|
| 111 |
+
| **DMAX CONCENTRATION** | |
|
| 112 |
+
| `Dmax_conc` | Concentration at which Dmax was measured |
|
| 113 |
+
| `Dmax_conc_units` | Units of Dmax_conc |
|
| 114 |
+
| `Dmax_conc_operator` | Qualifier for Dmax_conc |
|
| 115 |
+
| `Dmax_conc_range_min` | Range low end |
|
| 116 |
+
| `Dmax_conc_range_max` | Range high end |
|
| 117 |
+
|
| 118 |
+
</details>
|
| 119 |
+
|
| 120 |
+
## Usage
|
| 121 |
+
|
| 122 |
+
```python
|
| 123 |
+
from datasets import load_dataset
|
| 124 |
+
|
| 125 |
+
protac = load_dataset(
|
| 126 |
+
"ailab-bio/AutoTPDplus",
|
| 127 |
+
"autotpdplus-protac",
|
| 128 |
+
token=True,
|
| 129 |
+
)
|
| 130 |
+
|
| 131 |
+
molecular_glue = load_dataset(
|
| 132 |
+
"ailab-bio/AutoTPDplus",
|
| 133 |
+
"autotpdplus-mg",
|
| 134 |
+
token=True,
|
| 135 |
+
)
|
| 136 |
+
```
|
| 137 |
+
|
| 138 |
+
## Citation
|
| 139 |
+
|
| 140 |
+
```bibtex
|
| 141 |
+
@article{rao2026beyond,
|
| 142 |
+
title={Beyond Manual Curation: Augmenting Targeted Protein Degradation Databases via Agentic Literature Extraction Workflows},
|
| 143 |
+
author={Rao, Yaochen and Jalalypour, Farzaneh and Krishnan, NM and Mercado, Rocío},
|
| 144 |
+
journal={arXiv preprint arXiv:2605.11221},
|
| 145 |
+
year={2026}
|
| 146 |
+
}
|
| 147 |
+
```
|
| 148 |
+
|
| 149 |
+
## License
|
| 150 |
+
|
| 151 |
+
The structured datasets are released under CC BY 4.0. Original publications,
|
| 152 |
+
PROTAC-DB, MolGlueDB, and other upstream resources remain subject to their
|
| 153 |
+
respective licenses.
|