Willete3 commited on
Commit
0502414
·
verified ·
1 Parent(s): 605d62e

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +43 -0
README.md ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Unified All-Atom Molecule Generation with Neural Fields — MCPP Dataset
2
+
3
+ We curated a dataset of **186,685 MCP–protein complexes** (`mcpp_dataset.tar.gz`) starting from **641 protein–MCP complexes** from the **[RCSB PDB](https://www.rcsb.org/)** using a **“mutate-then-relax”** strategy:
4
+
5
+ ## Dataset Generation Pipeline
6
+
7
+ 1. **Mutation:**
8
+ MCPs were randomly mutated at **1 to 8 sites** using **213 distinct amino acids**.
9
+
10
+ 2. **Relaxation:**
11
+ Mutated complexes were relaxed using **FastRelax in Rosetta**, which iteratively performs side-chain packing and all-atom minimization.
12
+
13
+ 3. **Selection:**
14
+ The best complexes were chosen based on **lowest interface scores**.
15
+
16
+ ---
17
+
18
+ ## Dataset Statistics
19
+ - MCP lengths: **4–25 amino acids** (average 10)
20
+ - **78%** of MCPs contain one or more **non-canonical amino acids**
21
+
22
+ ---
23
+
24
+ ## Dataset Splits
25
+ The dataset is split using a clustering-based approach. The **test set** covers **100 protein pockets**:
26
+
27
+ | Split | File |
28
+ |---------------|----------------|
29
+ | Training set | `train_data.pt` |
30
+ | Validation set| `val_data.pt` |
31
+ | Test set | `test_data.pt` |
32
+
33
+ ---
34
+
35
+ ## How to Use
36
+
37
+ 1. **Download and extract:**
38
+ ```bash
39
+ tar -xvzf mcpp_dataset.tar.gz
40
+ ```
41
+ 2. **To generate MCP samples with Funcbind, :**
42
+ ```bash
43
+ cp train_data.pt val_data.pt test_data.pt mcpp_dataset/