akore commited on
Commit
58c237a
1 Parent(s): 61b94f1

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +32 -0
README.md CHANGED
@@ -32,3 +32,35 @@ configs:
32
  - split: test
33
  path: data/test-*
34
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
32
  - split: test
33
  path: data/test-*
34
  ---
35
+
36
+ # Mutation Stability Prediction
37
+
38
+ ## Overview
39
+
40
+ The Mutation Stability Prediction (MSP) task involves classifying whether
41
+ mutations in the SKEMPI 2.0 database (J. Jankauskaite, B. Jiménez-García et al., 2019) are stabilizing or not using the provided protein structures.
42
+
43
+ Each mutation in the MSP task includes a PDB file with the residue of interest transformed to the specified mutant amino acid as well as the native PDB file.
44
+
45
+ A total of 4148 mutant structures accompanied by their 316 WT structures are provided.
46
+
47
+ Non-point mutations or mutants that caused non-binding of the complex were screened out from SKEMPI.
48
+ Additionally, mutations involving a disulfide bond and mutants from the PDBs 1KBH or 1JCK were ignored due to processing difficulties.
49
+ A label of 1 was assigned to a mutant if the Kd of the mutant protein was less than that of the wild-type protein, indicating better binding, and 0 otherwise.
50
+ If a mutant had multiple conflicting stability results in the original data, the first result seen when processing the SKEMPI dataset was used.
51
+
52
+ ## Datasets
53
+
54
+ - splits:
55
+ - split-by-year:
56
+
57
+
58
+ ## Format
59
+
60
+ Each item in the dataset contains the following keys:
61
+
62
+ ['input_ids'] The set of atomic numbers for both the mutated and original atoms concatenated together.
63
+ ['coords'] The 3D coordinates for both the mutated and original atoms concatenated together.
64
+ ['label'] 1 for better binding, 0 for worse or equal.
65
+ ['token_type_ids'] A mask that corresponds to which `inputs_ids`/`coords` belong to the mutated or original atoms (0 for mutated , 1 for original)
66
+