๐Ÿ“‹ DeepDDI2๋กœ ์•ฝ๋ฌผ ์ƒํ˜ธ์ž‘์šฉ ์œ„ํ—˜๋„ ์˜ˆ์ธกํ•˜๊ธฐ

๐ŸŽฏ ๋ชฉํ‘œ

์ž…๋ ฅ: ์•ฝ๋ฌผA(SMILES) + ์•ฝ๋ฌผB(SMILES)
์ถœ๋ ฅ: ์ƒํ˜ธ์ž‘์šฉ ์œ„ํ—˜๋„ 0~100%

โœ… ํ•„์ˆ˜ ํŒŒ์ผ ๋ชฉ๋ก

1๏ธโƒฃย ์ฝ”๋“œ ํŒŒ์ผย (3๊ฐœ)

ํŒŒ์ผ ๊ฒฝ๋กœ ์šฉ๋„
preprocessing.py deepddi/preprocessing.py ์•ฝ๋ฌผ ๊ตฌ์กฐ ์œ ์‚ฌ์„ฑ ๊ณ„์‚ฐ, PCA ๋ณ€ํ™˜
DeepDDI.py deepddi/DeepDDI.py ์‹ ๊ฒฝ๋ง ๋ชจ๋ธ๋กœ DDI ์˜ˆ์ธก
result_processing.py deepddi/result_processing.py ๊ฒฐ๊ณผ ํ•ด์„์šฉ (์„ ํƒ)

2๏ธโƒฃย ํ•„์ˆ˜ ๋ฐ์ดํ„ฐ ํŒŒ์ผย (5๊ฐœ)

ํŒŒ์ผ ๊ฒฝ๋กœ ํฌ๊ธฐ ์šฉ๋„
DrugBank5.0_Approved_drugs/ data/DrugBank5.0_Approved_drugs/ - 2,385๊ฐœ ์Šน์ธ ์•ฝ๋ฌผ ๊ตฌ์กฐ ํŒŒ์ผ (.sdf)
DrugList.txt data/DrugList.txt 41 KB 2,385๊ฐœ DrugBank ID ๋ชฉ๋ก
drug_similarity.csv data/drug_similarity.csv 102 MB ์•ฝ๋ฌผ ๊ฐ„ Tanimoto ์œ ์‚ฌ๋„ ํ–‰๋ ฌ
PCA_tanimoto_model_50.pkl data/PCA_tanimoto_model_50.pkl 975 KB PCA ๋ณ€ํ™˜ ๋ชจ๋ธ (50์ฐจ์›)
multilabelbinarizer.pkl data/multilabelbinarizer.pkl 1.2 KB DDI ํƒ€์ž… ๋ ˆ์ด๋ธ” ์ธ์ฝ”๋”

3๏ธโƒฃย ๋ชจ๋ธ ํŒŒ์ผย (2๊ฐœ)

ํŒŒ์ผ ๊ฒฝ๋กœ ํฌ๊ธฐ ์šฉ๋„
ddi_model.json data/models/ddi_model.json 7.8 KB ์‹ ๊ฒฝ๋ง ๊ตฌ์กฐ ์ •์˜
ddi_model.h5 data/models/ddi_model.h5 13.6 MB ํ•™์Šต๋œ ๋ชจ๋ธ ๊ฐ€์ค‘์น˜

๋ชจ๋ธ ๊ตฌ์กฐ:


4๏ธโƒฃย ์ฐธ๊ณ ์šฉ ํŒŒ์ผย (์„ ํƒ)

ํŒŒ์ผ ๊ฒฝ๋กœ ์šฉ๋„
Interaction_information_model1.csv data/Type_information/ 113๊ฐœ DDI ํƒ€์ž… ์„ค๋ช…
DrugBank_known_ddi.txt data/ ์•Œ๋ ค์ง„ DDI ๋ฐ์ดํ„ฐ (๊ฒ€์ฆ์šฉ)