From 142ef8112516b912d80112e7a06b14d889021eb4 Mon Sep 17 00:00:00 2001 From: Philipp Jacoby Date: Sun, 8 Feb 2026 15:13:45 +0100 Subject: [PATCH] adjust dashboard --- dashboard_update.py | 4 +- neo4j_csv/analysis_drug_repurposing.csv | 1260 +++++++++++++++++------ neo4j_csv/analysis_super_drugs.csv | 138 +-- neo4j_csv/analysis_symptom_triangle.csv | 142 ++- schnellerereETL.py | 2 +- 5 files changed, 1112 insertions(+), 434 deletions(-) diff --git a/dashboard_update.py b/dashboard_update.py index 257b9dc..efb845f 100644 --- a/dashboard_update.py +++ b/dashboard_update.py @@ -489,7 +489,7 @@ try: st.warning("Network data not available. Run the ETL script to generate this visualization.") # COMPARE DRUGS PAGE - elif page == "Compare Drugs 🆕": + elif page == "Compare Drugs": st.header("⚖️ Compare Drugs Side-by-Side") drug_names = sorted(super_drugs['name'].unique()) @@ -541,7 +541,7 @@ try: # Winner determination st.markdown("---") - st.subheader("🏆 Recommendation") + st.subheader("Recommendation") if drug1_data['super_score'] > drug2_data['super_score']: st.success(f"**{drug1}** has a better benefit/risk ratio (Super Score: {drug1_data['super_score']:.2f})") diff --git a/neo4j_csv/analysis_drug_repurposing.csv b/neo4j_csv/analysis_drug_repurposing.csv index 5e23393..707221f 100644 --- a/neo4j_csv/analysis_drug_repurposing.csv +++ b/neo4j_csv/analysis_drug_repurposing.csv @@ -1,292 +1,972 @@ disease,candidate_drug,shared_genes -hematologic cancer,Nifedipine,1007 -hematologic cancer,Balsalazide,1007 -hematologic cancer,Levetiracetam,1007 -breast cancer,Balsalazide,1004 -breast cancer,Cytarabine,1004 -breast cancer,Nifedipine,1004 -IgA glomerulonephritis,Nifedipine,930 -IgA glomerulonephritis,Balsalazide,930 -IgA glomerulonephritis,Cytarabine,930 -rheumatoid arthritis,Balsalazide,741 -rheumatoid arthritis,Nifedipine,741 -rheumatoid arthritis,Cytarabine,741 -schizophrenia,Cytarabine,729 -schizophrenia,Nifedipine,729 -schizophrenia,Balsalazide,729 -polycystic ovary syndrome,Cytarabine,692 -polycystic ovary syndrome,Nifedipine,692 -polycystic ovary syndrome,Balsalazide,692 -Alzheimer's disease,Nifedipine,685 -Alzheimer's disease,Cytarabine,685 -Alzheimer's disease,Balsalazide,685 -Parkinson's disease,Nifedipine,637 -Parkinson's disease,Cytarabine,637 -Parkinson's disease,Balsalazide,637 -lung cancer,Cytarabine,629 -lung cancer,Balsalazide,629 -lung cancer,Nifedipine,629 -ulcerative colitis,Cytarabine,611 -prostate cancer,Cytarabine,611 -prostate cancer,Nifedipine,611 -prostate cancer,Balsalazide,611 -ulcerative colitis,Nifedipine,611 -ulcerative colitis,Lenalidomide,611 -psoriasis,Cytarabine,584 -psoriasis,Nifedipine,584 -psoriasis,Balsalazide,584 -chronic obstructive pulmonary disease,Balsalazide,573 -chronic obstructive pulmonary disease,Nifedipine,573 -chronic obstructive pulmonary disease,Cytarabine,573 -amyotrophic lateral sclerosis,Balsalazide,551 -amyotrophic lateral sclerosis,Cytarabine,551 -amyotrophic lateral sclerosis,Nifedipine,551 -systemic scleroderma,Balsalazide,550 -systemic scleroderma,Nifedipine,550 -systemic scleroderma,Cytarabine,550 -malaria,Nifedipine,548 -malaria,Cytarabine,548 -malaria,Balsalazide,548 -coronary artery disease,Nifedipine,536 -acquired immunodeficiency syndrome,Cytarabine,536 -coronary artery disease,Cytarabine,536 -acquired immunodeficiency syndrome,Balsalazide,536 -coronary artery disease,Balsalazide,536 -acquired immunodeficiency syndrome,Nifedipine,536 -azoospermia,Balsalazide,535 -azoospermia,Nifedipine,535 -azoospermia,Cytarabine,535 -psoriatic arthritis,Balsalazide,523 -psoriatic arthritis,Nifedipine,523 -psoriatic arthritis,Cytarabine,523 -abdominal aortic aneurysm,Cytarabine,522 -abdominal aortic aneurysm,Nifedipine,522 -abdominal aortic aneurysm,Balsalazide,522 -nicotine dependence,Balsalazide,519 -nicotine dependence,Nifedipine,519 -nicotine dependence,Cytarabine,519 -idiopathic pulmonary fibrosis,Nifedipine,518 -idiopathic pulmonary fibrosis,Cytarabine,518 -idiopathic pulmonary fibrosis,Balsalazide,518 -alopecia areata,Balsalazide,510 -alopecia areata,Nifedipine,510 -alopecia areata,Cytarabine,510 -uterine fibroid,Balsalazide,403 -uterine fibroid,Cytarabine,403 -uterine fibroid,Nifedipine,403 -alcohol dependence,Cytarabine,353 -alcohol dependence,Nifedipine,353 -alcohol dependence,Balsalazide,353 -ovarian cancer,Cytarabine,317 -ovarian cancer,Nifedipine,317 -ovarian cancer,Balsalazide,317 -stomach cancer,Cytarabine,298 -stomach cancer,Nifedipine,298 -stomach cancer,Balsalazide,298 -anemia,Balsalazide,262 -anemia,Nifedipine,262 -anemia,Cytarabine,262 -asthma,Cytarabine,226 -asthma,Balsalazide,226 -asthma,Nifedipine,226 -liver cancer,Balsalazide,179 -liver cancer,Nifedipine,179 -liver cancer,Cytarabine,179 -esophageal cancer,Nifedipine,168 -esophageal cancer,Balsalazide,168 -esophageal cancer,Cytarabine,168 -atherosclerosis,Balsalazide,166 -atherosclerosis,Nifedipine,166 -atherosclerosis,Cytarabine,166 -multiple sclerosis,Cytarabine,165 -multiple sclerosis,Nifedipine,165 -multiple sclerosis,Balsalazide,165 -type 1 diabetes mellitus,Cytarabine,148 -type 1 diabetes mellitus,Nifedipine,148 -type 1 diabetes mellitus,Balsalazide,148 -chronic kidney failure,Balsalazide,132 -chronic kidney failure,Nifedipine,132 -chronic kidney failure,Cytarabine,132 -glaucoma,Cytarabine,122 -glaucoma,Nifedipine,122 -glaucoma,Balsalazide,122 -salivary gland cancer,Cytarabine,118 -salivary gland cancer,Nifedipine,118 -salivary gland cancer,Balsalazide,118 -brain cancer,Balsalazide,111 -brain cancer,Cytarabine,111 -brain cancer,Nifedipine,111 -bipolar disorder,Balsalazide,106 -bipolar disorder,Cytarabine,106 -bipolar disorder,Nifedipine,106 -pancreatitis,Cytarabine,103 -pancreatitis,Nifedipine,103 -pancreatitis,Balsalazide,103 -osteoporosis,Cytarabine,98 -osteoporosis,Nifedipine,98 -osteoporosis,Balsalazide,98 -metabolic syndrome X,Cytarabine,90 -metabolic syndrome X,Nifedipine,90 -metabolic syndrome X,Balsalazide,90 -uterine cancer,Balsalazide,89 -uterine cancer,Nifedipine,89 -uterine cancer,Cytarabine,89 -primary biliary cirrhosis,Nifedipine,78 -primary biliary cirrhosis,Balsalazide,78 -primary biliary cirrhosis,Cytarabine,78 -atopic dermatitis,Balsalazide,77 -atopic dermatitis,Nifedipine,77 -atopic dermatitis,Cytarabine,77 -bone cancer,Cytarabine,74 -bone cancer,Nifedipine,74 -bone cancer,Balsalazide,74 -peripheral nervous system neoplasm,Balsalazide,70 -peripheral nervous system neoplasm,Cytarabine,70 -peripheral nervous system neoplasm,Nifedipine,70 -skin cancer,Cytarabine,69 -sarcoma,Balsalazide,69 -sarcoma,Nifedipine,69 -sarcoma,Cytarabine,69 -skin cancer,Balsalazide,69 -skin cancer,Nifedipine,69 -hepatitis B,Cytarabine,68 -hepatitis B,Nifedipine,68 -hepatitis B,Balsalazide,68 -osteoarthritis,Cytarabine,62 -osteoarthritis,Balsalazide,62 -osteoarthritis,Nifedipine,62 -germ cell cancer,Nifedipine,58 -thyroid cancer,Balsalazide,58 -thyroid cancer,Nifedipine,58 -thyroid cancer,Cytarabine,58 -germ cell cancer,Balsalazide,58 -germ cell cancer,Cytarabine,58 -head and neck cancer,Cytarabine,55 -head and neck cancer,Nifedipine,55 -head and neck cancer,Balsalazide,55 -age related macular degeneration,Balsalazide,55 -age related macular degeneration,Nifedipine,55 -age related macular degeneration,Cytarabine,55 -cleft lip,Balsalazide,54 -ocular cancer,Balsalazide,54 -ocular cancer,Nifedipine,54 -cleft lip,Nifedipine,54 -ocular cancer,Cytarabine,54 -cleft lip,Cytarabine,54 -celiac disease,Nifedipine,48 -celiac disease,Cytarabine,48 -celiac disease,Balsalazide,48 -migraine,Nifedipine,46 -migraine,Cytarabine,46 -migraine,Balsalazide,46 -hypothyroidism,Cytarabine,44 -hypothyroidism,Nifedipine,44 -hypothyroidism,Balsalazide,44 -cervical cancer,Nifedipine,42 -bile duct cancer,Nifedipine,42 -cervical cancer,Cytarabine,42 -muscle cancer,Cytarabine,42 -muscle cancer,Nifedipine,42 -muscle cancer,Balsalazide,42 -cervical cancer,Balsalazide,42 -bile duct cancer,Balsalazide,42 -bile duct cancer,Cytarabine,42 -attention deficit hyperactivity disorder,Cytarabine,41 -attention deficit hyperactivity disorder,Nifedipine,41 -attention deficit hyperactivity disorder,Balsalazide,41 -vitiligo,Balsalazide,38 -vitiligo,Cytarabine,38 -vitiligo,Nifedipine,38 -endogenous depression,Balsalazide,33 -endogenous depression,Cytarabine,33 -endogenous depression,Nifedipine,33 -meningioma,Cytarabine,28 -meningioma,Balsalazide,28 -meningioma,Nifedipine,28 -membranous glomerulonephritis,Balsalazide,27 -membranous glomerulonephritis,Nifedipine,27 -narcolepsy,Cytarabine,27 -membranous glomerulonephritis,Cytarabine,27 -narcolepsy,Balsalazide,27 -narcolepsy,Nifedipine,27 -nephrolithiasis,Clomifene,26 -nephrolithiasis,Cytarabine,26 -nephrolithiasis,Nifedipine,26 -testicular cancer,Cytarabine,23 -leprosy,Balsalazide,23 -leprosy,Nifedipine,23 -testicular cancer,Nifedipine,23 -leprosy,Cytarabine,23 -testicular cancer,Balsalazide,23 -Behcet's disease,Nifedipine,21 -Behcet's disease,Balsalazide,21 -Behcet's disease,Cytarabine,21 -thymus cancer,Cytarabine,19 -thymus cancer,Nifedipine,19 -thymus cancer,Balsalazide,19 -gout,Cytarabine,18 -gout,Nifedipine,18 -gout,Balsalazide,18 -Gilles de la Tourette syndrome,Cytarabine,16 -Gilles de la Tourette syndrome,Disulfiram,16 -pharynx cancer,Balsalazide,16 -pharynx cancer,Nifedipine,16 -pharynx cancer,Cytarabine,16 -Gilles de la Tourette syndrome,Nifedipine,16 -degenerative disc disease,Clomifene,14 -degenerative disc disease,Zoledronate,14 -Kawasaki disease,Balsalazide,14 -Kawasaki disease,Nifedipine,14 -Kawasaki disease,Cytarabine,14 -degenerative disc disease,Balsalazide,14 -thoracic aortic aneurysm,Cytarabine,13 -dental caries,Cytarabine,13 -dental caries,Nifedipine,13 -dental caries,Balsalazide,13 -thoracic aortic aneurysm,Nifedipine,13 -thoracic aortic aneurysm,Balsalazide,13 -gallbladder cancer,Balsalazide,13 -gallbladder cancer,Nifedipine,13 -gallbladder cancer,Cytarabine,13 -conduct disorder,Cytarabine,12 -conduct disorder,Disulfiram,12 -conduct disorder,Nifedipine,12 -restless legs syndrome,Lenalidomide,12 -restless legs syndrome,Nifedipine,12 -restless legs syndrome,Cytarabine,12 -vascular cancer,Balsalazide,9 -vascular cancer,Nifedipine,9 -vascular cancer,Cytarabine,9 -malignant mesothelioma,Cytarabine,9 -lymphatic system cancer,Prednisolone,9 -malignant mesothelioma,Nifedipine,9 -malignant mesothelioma,Balsalazide,9 -lymphatic system cancer,Balsalazide,9 -lymphatic system cancer,Lenalidomide,9 -vulva cancer,Gemcitabine,6 -Fuchs' endothelial dystrophy,Imatinib,6 -Fuchs' endothelial dystrophy,Cytarabine,6 -vulva cancer,Clomifene,6 -vulva cancer,Everolimus,6 -Fuchs' endothelial dystrophy,Dasatinib,6 -larynx cancer,Cytarabine,5 -larynx cancer,Disulfiram,5 -larynx cancer,Nifedipine,5 -duodenum cancer,Levetiracetam,4 -duodenum cancer,Nifedipine,4 -duodenum cancer,Prednisolone,4 -vaginal cancer,Cytarabine,3 -vaginal cancer,Balsalazide,3 -fallopian tube cancer,Dacarbazine,3 -fallopian tube cancer,Gemcitabine,3 -vaginal cancer,Prednisolone,3 -fallopian tube cancer,Everolimus,3 -ureter cancer,Dacarbazine,1 -peritoneum cancer,Altretamine,1 +hematologic cancer,Primidone,1007 +hematologic cancer,Valrubicin,1007 +hematologic cancer,Clopidogrel,1007 +hematologic cancer,Cyclosporine,1007 +hematologic cancer,Ticagrelor,1007 +hematologic cancer,Diltiazem,1007 +hematologic cancer,Bendroflumethiazide,1007 +hematologic cancer,Dipivefrin,1007 +hematologic cancer,Clobetasol propionate,1007 +hematologic cancer,Propylthiouracil,1007 +IgA glomerulonephritis,Melphalan,930 +IgA glomerulonephritis,Cyclosporine,930 +IgA glomerulonephritis,Teniposide,930 +IgA glomerulonephritis,Ticagrelor,930 +IgA glomerulonephritis,Dexamethasone,930 +IgA glomerulonephritis,Valrubicin,930 +IgA glomerulonephritis,Bendroflumethiazide,930 +IgA glomerulonephritis,Dipivefrin,930 +IgA glomerulonephritis,Diltiazem,930 +IgA glomerulonephritis,Clopidogrel,930 +melanoma,Dipivefrin,828 +melanoma,Bendroflumethiazide,828 +melanoma,Valrubicin,828 +melanoma,Dexamethasone,828 +melanoma,Ticagrelor,828 +melanoma,Cyclosporine,828 +melanoma,Diltiazem,828 +melanoma,Melphalan,828 +melanoma,Teniposide,828 +melanoma,Clopidogrel,828 +schizophrenia,Valrubicin,729 +schizophrenia,Dipivefrin,729 +schizophrenia,Dexamethasone,729 +schizophrenia,Ticagrelor,729 +schizophrenia,Teniposide,729 +schizophrenia,Cyclosporine,729 +schizophrenia,Diltiazem,729 +schizophrenia,Clopidogrel,729 +schizophrenia,Melphalan,729 +schizophrenia,Bendroflumethiazide,729 +kidney cancer,Bendroflumethiazide,699 +kidney cancer,Valrubicin,699 +kidney cancer,Dexamethasone,699 +kidney cancer,Ticagrelor,699 +kidney cancer,Teniposide,699 +kidney cancer,Cyclosporine,699 +kidney cancer,Diltiazem,699 +kidney cancer,Melphalan,699 +kidney cancer,Dipivefrin,699 +kidney cancer,Clopidogrel,699 +polycystic ovary syndrome,Diltiazem,692 +polycystic ovary syndrome,Dipivefrin,692 +polycystic ovary syndrome,Bendroflumethiazide,692 +polycystic ovary syndrome,Valrubicin,692 +polycystic ovary syndrome,Dexamethasone,692 +polycystic ovary syndrome,Ticagrelor,692 +polycystic ovary syndrome,Teniposide,692 +polycystic ovary syndrome,Cyclosporine,692 +polycystic ovary syndrome,Clopidogrel,692 +polycystic ovary syndrome,Melphalan,692 +Alzheimer's disease,Cyclosporine,685 +Alzheimer's disease,Dexamethasone,685 +Alzheimer's disease,Ticagrelor,685 +Alzheimer's disease,Teniposide,685 +Alzheimer's disease,Valrubicin,685 +Alzheimer's disease,Diltiazem,685 +Alzheimer's disease,Melphalan,685 +Alzheimer's disease,Dipivefrin,685 +Alzheimer's disease,Bendroflumethiazide,685 +Alzheimer's disease,Clopidogrel,685 +Parkinson's disease,Clopidogrel,637 +Parkinson's disease,Bendroflumethiazide,637 +Parkinson's disease,Valrubicin,637 +Parkinson's disease,Dexamethasone,637 +Parkinson's disease,Ticagrelor,637 +Parkinson's disease,Teniposide,637 +Parkinson's disease,Cyclosporine,637 +Parkinson's disease,Diltiazem,637 +Parkinson's disease,Dipivefrin,637 +Parkinson's disease,Melphalan,637 +pancreatic cancer,Valrubicin,628 +pancreatic cancer,Dipivefrin,628 +pancreatic cancer,Bendroflumethiazide,628 +pancreatic cancer,Cyclosporine,628 +pancreatic cancer,Dexamethasone,628 +pancreatic cancer,Ticagrelor,628 +pancreatic cancer,Teniposide,628 +pancreatic cancer,Melphalan,628 +pancreatic cancer,Clopidogrel,628 +pancreatic cancer,Diltiazem,628 +ulcerative colitis,Ticagrelor,611 +prostate cancer,Diltiazem,611 +Crohn's disease,Teniposide,611 +Crohn's disease,Ticagrelor,611 +Crohn's disease,Dexamethasone,611 +Crohn's disease,Valrubicin,611 +Crohn's disease,Bendroflumethiazide,611 +Crohn's disease,Dipivefrin,611 +prostate cancer,Dipivefrin,611 +prostate cancer,Bendroflumethiazide,611 +ulcerative colitis,Melphalan,611 +prostate cancer,Melphalan,611 +prostate cancer,Clopidogrel,611 +prostate cancer,Cyclosporine,611 +ulcerative colitis,Teniposide,611 +prostate cancer,Teniposide,611 +prostate cancer,Ticagrelor,611 +prostate cancer,Dexamethasone,611 +prostate cancer,Valrubicin,611 +Crohn's disease,Melphalan,611 +Crohn's disease,Clopidogrel,611 +ulcerative colitis,Clobetasol propionate,611 +ulcerative colitis,Dipivefrin,611 +ulcerative colitis,Bendroflumethiazide,611 +ulcerative colitis,Diltiazem,611 +ulcerative colitis,Cyclosporine,611 +ulcerative colitis,Clopidogrel,611 +ulcerative colitis,Valrubicin,611 +Crohn's disease,Diltiazem,611 +Crohn's disease,Cyclosporine,611 +hypertension,Clobetasol propionate,596 +hypertension,Dipivefrin,596 +hypertension,Valrubicin,596 +hypertension,Dexamethasone,596 +hypertension,Ticagrelor,596 +hypertension,Teniposide,596 +hypertension,Cyclosporine,596 +hypertension,Clopidogrel,596 +hypertension,Melphalan,596 +hypertension,Propylthiouracil,596 +colon cancer,Melphalan,557 +colon cancer,Cyclosporine,557 +colon cancer,Teniposide,557 +colon cancer,Ticagrelor,557 +colon cancer,Bendroflumethiazide,557 +colon cancer,Dexamethasone,557 +colon cancer,Valrubicin,557 +colon cancer,Diltiazem,557 +colon cancer,Dipivefrin,557 +colon cancer,Clopidogrel,557 +amyotrophic lateral sclerosis,Ticagrelor,551 +amyotrophic lateral sclerosis,Diltiazem,551 +amyotrophic lateral sclerosis,Cyclosporine,551 +amyotrophic lateral sclerosis,Teniposide,551 +amyotrophic lateral sclerosis,Valrubicin,551 +amyotrophic lateral sclerosis,Bendroflumethiazide,551 +amyotrophic lateral sclerosis,Dipivefrin,551 +amyotrophic lateral sclerosis,Dexamethasone,551 +amyotrophic lateral sclerosis,Clopidogrel,551 +amyotrophic lateral sclerosis,Melphalan,551 +systemic scleroderma,Melphalan,550 +systemic scleroderma,Valrubicin,550 +systemic scleroderma,Dipivefrin,550 +systemic scleroderma,Dexamethasone,550 +systemic scleroderma,Ticagrelor,550 +systemic scleroderma,Teniposide,550 +systemic scleroderma,Cyclosporine,550 +systemic scleroderma,Diltiazem,550 +systemic scleroderma,Clopidogrel,550 +systemic scleroderma,Bendroflumethiazide,550 +coronary artery disease,Clobetasol propionate,536 +coronary artery disease,Dipivefrin,536 +coronary artery disease,Bendroflumethiazide,536 +coronary artery disease,Valrubicin,536 +coronary artery disease,Dexamethasone,536 +coronary artery disease,Teniposide,536 +coronary artery disease,Cyclosporine,536 +coronary artery disease,Diltiazem,536 +coronary artery disease,Melphalan,536 +coronary artery disease,Propylthiouracil,536 +azoospermia,Clopidogrel,535 +azoospermia,Melphalan,535 +azoospermia,Dipivefrin,535 +azoospermia,Cyclosporine,535 +azoospermia,Valrubicin,535 +azoospermia,Dexamethasone,535 +azoospermia,Ticagrelor,535 +azoospermia,Teniposide,535 +azoospermia,Bendroflumethiazide,535 +azoospermia,Diltiazem,535 +Barrett's esophagus,Dipivefrin,523 +Barrett's esophagus,Bendroflumethiazide,523 +Barrett's esophagus,Valrubicin,523 +Barrett's esophagus,Dexamethasone,523 +Barrett's esophagus,Ticagrelor,523 +Barrett's esophagus,Melphalan,523 +Barrett's esophagus,Cyclosporine,523 +Barrett's esophagus,Diltiazem,523 +Barrett's esophagus,Teniposide,523 +Barrett's esophagus,Clopidogrel,523 +abdominal aortic aneurysm,Melphalan,522 +abdominal aortic aneurysm,Clopidogrel,522 +abdominal aortic aneurysm,Diltiazem,522 +abdominal aortic aneurysm,Cyclosporine,522 +abdominal aortic aneurysm,Teniposide,522 +abdominal aortic aneurysm,Ticagrelor,522 +abdominal aortic aneurysm,Dexamethasone,522 +abdominal aortic aneurysm,Valrubicin,522 +abdominal aortic aneurysm,Bendroflumethiazide,522 +abdominal aortic aneurysm,Dipivefrin,522 +nicotine dependence,Cyclosporine,519 +nicotine dependence,Melphalan,519 +nicotine dependence,Clopidogrel,519 +nicotine dependence,Diltiazem,519 +nicotine dependence,Dexamethasone,519 +nicotine dependence,Teniposide,519 +nicotine dependence,Ticagrelor,519 +nicotine dependence,Valrubicin,519 +nicotine dependence,Bendroflumethiazide,519 +nicotine dependence,Dipivefrin,519 +idiopathic pulmonary fibrosis,Dipivefrin,518 +idiopathic pulmonary fibrosis,Bendroflumethiazide,518 +idiopathic pulmonary fibrosis,Valrubicin,518 +idiopathic pulmonary fibrosis,Dexamethasone,518 +idiopathic pulmonary fibrosis,Cyclosporine,518 +idiopathic pulmonary fibrosis,Diltiazem,518 +idiopathic pulmonary fibrosis,Clopidogrel,518 +idiopathic pulmonary fibrosis,Melphalan,518 +idiopathic pulmonary fibrosis,Ticagrelor,518 +idiopathic pulmonary fibrosis,Teniposide,518 +alopecia areata,Diltiazem,510 +alopecia areata,Clopidogrel,510 +alopecia areata,Dipivefrin,510 +alopecia areata,Bendroflumethiazide,510 +alopecia areata,Valrubicin,510 +alopecia areata,Dexamethasone,510 +alopecia areata,Ticagrelor,510 +alopecia areata,Teniposide,510 +alopecia areata,Cyclosporine,510 +alopecia areata,Melphalan,510 +uterine fibroid,Ticagrelor,403 +uterine fibroid,Diltiazem,403 +uterine fibroid,Cyclosporine,403 +uterine fibroid,Teniposide,403 +uterine fibroid,Clopidogrel,403 +uterine fibroid,Dexamethasone,403 +uterine fibroid,Valrubicin,403 +uterine fibroid,Bendroflumethiazide,403 +uterine fibroid,Melphalan,403 +uterine fibroid,Dipivefrin,403 +alcohol dependence,Clopidogrel,353 +alcohol dependence,Melphalan,353 +alcohol dependence,Bendroflumethiazide,353 +alcohol dependence,Valrubicin,353 +alcohol dependence,Diltiazem,353 +alcohol dependence,Cyclosporine,353 +alcohol dependence,Teniposide,353 +alcohol dependence,Ticagrelor,353 +alcohol dependence,Dexamethasone,353 +alcohol dependence,Dipivefrin,353 +stomach cancer,Melphalan,298 +stomach cancer,Bendroflumethiazide,298 +stomach cancer,Valrubicin,298 +stomach cancer,Clopidogrel,298 +stomach cancer,Diltiazem,298 +stomach cancer,Cyclosporine,298 +stomach cancer,Teniposide,298 +stomach cancer,Dipivefrin,298 +stomach cancer,Ticagrelor,298 +stomach cancer,Dexamethasone,298 +type 2 diabetes mellitus,Clopidogrel,276 +type 2 diabetes mellitus,Diltiazem,276 +type 2 diabetes mellitus,Teniposide,276 +type 2 diabetes mellitus,Melphalan,276 +type 2 diabetes mellitus,Cyclosporine,276 +type 2 diabetes mellitus,Dipivefrin,276 +type 2 diabetes mellitus,Ticagrelor,276 +type 2 diabetes mellitus,Valrubicin,276 +type 2 diabetes mellitus,Bendroflumethiazide,276 +type 2 diabetes mellitus,Dexamethasone,276 +anemia,Dipivefrin,262 +anemia,Melphalan,262 +anemia,Diltiazem,262 +anemia,Cyclosporine,262 +anemia,Teniposide,262 +anemia,Ticagrelor,262 +anemia,Dexamethasone,262 +anemia,Bendroflumethiazide,262 +anemia,Valrubicin,262 +anemia,Clopidogrel,262 +autistic disorder,Dexamethasone,257 +autistic disorder,Dipivefrin,257 +autistic disorder,Clopidogrel,257 +autistic disorder,Bendroflumethiazide,257 +autistic disorder,Valrubicin,257 +autistic disorder,Melphalan,257 +autistic disorder,Ticagrelor,257 +autistic disorder,Teniposide,257 +autistic disorder,Cyclosporine,257 +autistic disorder,Diltiazem,257 +ankylosing spondylitis,Bendroflumethiazide,182 +ankylosing spondylitis,Valrubicin,182 +ankylosing spondylitis,Ticagrelor,182 +ankylosing spondylitis,Teniposide,182 +ankylosing spondylitis,Clobetasol propionate,182 +ankylosing spondylitis,Cyclosporine,182 +ankylosing spondylitis,Diltiazem,182 +ankylosing spondylitis,Clopidogrel,182 +ankylosing spondylitis,Melphalan,182 +ankylosing spondylitis,Dipivefrin,182 +malignant glioma,Ticagrelor,181 +malignant glioma,Dipivefrin,181 +malignant glioma,Valrubicin,181 +malignant glioma,Dexamethasone,181 +malignant glioma,Teniposide,181 +malignant glioma,Cyclosporine,181 +malignant glioma,Diltiazem,181 +malignant glioma,Clopidogrel,181 +malignant glioma,Bendroflumethiazide,181 +malignant glioma,Melphalan,181 +liver cancer,Teniposide,179 +liver cancer,Melphalan,179 +liver cancer,Clopidogrel,179 +liver cancer,Diltiazem,179 +liver cancer,Cyclosporine,179 +liver cancer,Dexamethasone,179 +liver cancer,Ticagrelor,179 +liver cancer,Valrubicin,179 +liver cancer,Bendroflumethiazide,179 +liver cancer,Dipivefrin,179 +atherosclerosis,Dexamethasone,166 +atherosclerosis,Melphalan,166 +atherosclerosis,Clopidogrel,166 +atherosclerosis,Cyclosporine,166 +atherosclerosis,Teniposide,166 +atherosclerosis,Ticagrelor,166 +atherosclerosis,Diltiazem,166 +atherosclerosis,Dipivefrin,166 +atherosclerosis,Bendroflumethiazide,166 +atherosclerosis,Valrubicin,166 +multiple sclerosis,Diltiazem,165 +multiple sclerosis,Melphalan,165 +multiple sclerosis,Clobetasol propionate,165 +multiple sclerosis,Clopidogrel,165 +multiple sclerosis,Dipivefrin,165 +multiple sclerosis,Cyclosporine,165 +multiple sclerosis,Teniposide,165 +multiple sclerosis,Ticagrelor,165 +multiple sclerosis,Valrubicin,165 +multiple sclerosis,Bendroflumethiazide,165 +systemic lupus erythematosus,Clopidogrel,155 +systemic lupus erythematosus,Diltiazem,155 +systemic lupus erythematosus,Teniposide,155 +systemic lupus erythematosus,Ticagrelor,155 +systemic lupus erythematosus,Valrubicin,155 +systemic lupus erythematosus,Bendroflumethiazide,155 +systemic lupus erythematosus,Dipivefrin,155 +systemic lupus erythematosus,Propylthiouracil,155 +systemic lupus erythematosus,Clobetasol propionate,155 +systemic lupus erythematosus,Melphalan,155 +type 1 diabetes mellitus,Teniposide,148 +type 1 diabetes mellitus,Dipivefrin,148 +type 1 diabetes mellitus,Diltiazem,148 +type 1 diabetes mellitus,Clopidogrel,148 +type 1 diabetes mellitus,Ticagrelor,148 +type 1 diabetes mellitus,Dexamethasone,148 +type 1 diabetes mellitus,Cyclosporine,148 +type 1 diabetes mellitus,Valrubicin,148 +type 1 diabetes mellitus,Melphalan,148 +type 1 diabetes mellitus,Bendroflumethiazide,148 +glaucoma,Cyclosporine,122 +glaucoma,Clobetasol propionate,122 +glaucoma,Diltiazem,122 +glaucoma,Bendroflumethiazide,122 +glaucoma,Dexamethasone,122 +glaucoma,Teniposide,122 +glaucoma,Melphalan,122 +glaucoma,Clopidogrel,122 +glaucoma,Valrubicin,122 +glaucoma,Ticagrelor,122 +salivary gland cancer,Dipivefrin,118 +salivary gland cancer,Bendroflumethiazide,118 +salivary gland cancer,Valrubicin,118 +salivary gland cancer,Dexamethasone,118 +salivary gland cancer,Ticagrelor,118 +salivary gland cancer,Teniposide,118 +salivary gland cancer,Cyclosporine,118 +salivary gland cancer,Diltiazem,118 +salivary gland cancer,Clopidogrel,118 +salivary gland cancer,Melphalan,118 +bipolar disorder,Clopidogrel,106 +bipolar disorder,Melphalan,106 +bipolar disorder,Diltiazem,106 +bipolar disorder,Teniposide,106 +bipolar disorder,Ticagrelor,106 +bipolar disorder,Dexamethasone,106 +bipolar disorder,Valrubicin,106 +bipolar disorder,Bendroflumethiazide,106 +bipolar disorder,Dipivefrin,106 +bipolar disorder,Cyclosporine,106 +osteoporosis,Teniposide,98 +osteoporosis,Melphalan,98 +osteoporosis,Dipivefrin,98 +osteoporosis,Bendroflumethiazide,98 +osteoporosis,Valrubicin,98 +osteoporosis,Ticagrelor,98 +osteoporosis,Clopidogrel,98 +refractive error,Dipivefrin,98 +osteoporosis,Diltiazem,98 +refractive error,Melphalan,98 +refractive error,Clopidogrel,98 +refractive error,Bendroflumethiazide,98 +refractive error,Teniposide,98 +refractive error,Diltiazem,98 +osteoporosis,Cyclosporine,98 +refractive error,Cyclosporine,98 +refractive error,Ticagrelor,98 +refractive error,Dexamethasone,98 +refractive error,Valrubicin,98 +osteoporosis,Dexamethasone,98 +metabolic syndrome X,Melphalan,90 +metabolic syndrome X,Clopidogrel,90 +metabolic syndrome X,Diltiazem,90 +metabolic syndrome X,Cyclosporine,90 +metabolic syndrome X,Teniposide,90 +metabolic syndrome X,Dexamethasone,90 +metabolic syndrome X,Ticagrelor,90 +metabolic syndrome X,Dipivefrin,90 +metabolic syndrome X,Bendroflumethiazide,90 +metabolic syndrome X,Valrubicin,90 +uterine cancer,Ticagrelor,89 +uterine cancer,Bendroflumethiazide,89 +uterine cancer,Valrubicin,89 +uterine cancer,Dipivefrin,89 +uterine cancer,Melphalan,89 +uterine cancer,Clopidogrel,89 +uterine cancer,Diltiazem,89 +uterine cancer,Cyclosporine,89 +uterine cancer,Teniposide,89 +uterine cancer,Dexamethasone,89 +primary biliary cirrhosis,Valrubicin,78 +primary biliary cirrhosis,Clopidogrel,78 +primary biliary cirrhosis,Dexamethasone,78 +primary biliary cirrhosis,Melphalan,78 +primary biliary cirrhosis,Bendroflumethiazide,78 +primary biliary cirrhosis,Dipivefrin,78 +primary biliary cirrhosis,Ticagrelor,78 +primary biliary cirrhosis,Teniposide,78 +primary biliary cirrhosis,Cyclosporine,78 +primary biliary cirrhosis,Diltiazem,78 +atopic dermatitis,Bendroflumethiazide,77 +atopic dermatitis,Cyclosporine,77 +atopic dermatitis,Diltiazem,77 +atopic dermatitis,Teniposide,77 +atopic dermatitis,Ticagrelor,77 +atopic dermatitis,Valrubicin,77 +atopic dermatitis,Melphalan,77 +atopic dermatitis,Dipivefrin,77 +atopic dermatitis,Clobetasol propionate,77 +atopic dermatitis,Clopidogrel,77 +bone cancer,Melphalan,74 +bone cancer,Clopidogrel,74 +bone cancer,Diltiazem,74 +bone cancer,Teniposide,74 +bone cancer,Ticagrelor,74 +bone cancer,Dexamethasone,74 +bone cancer,Valrubicin,74 +bone cancer,Bendroflumethiazide,74 +bone cancer,Dipivefrin,74 +bone cancer,Cyclosporine,74 +dilated cardiomyopathy,Dipivefrin,72 +dilated cardiomyopathy,Melphalan,72 +dilated cardiomyopathy,Bendroflumethiazide,72 +dilated cardiomyopathy,Teniposide,72 +dilated cardiomyopathy,Diltiazem,72 +dilated cardiomyopathy,Cyclosporine,72 +dilated cardiomyopathy,Clopidogrel,72 +dilated cardiomyopathy,Ticagrelor,72 +dilated cardiomyopathy,Dexamethasone,72 +dilated cardiomyopathy,Valrubicin,72 +skin cancer,Melphalan,69 +skin cancer,Clopidogrel,69 +skin cancer,Diltiazem,69 +sarcoma,Bendroflumethiazide,69 +skin cancer,Cyclosporine,69 +skin cancer,Teniposide,69 +skin cancer,Ticagrelor,69 +skin cancer,Dexamethasone,69 +skin cancer,Valrubicin,69 +skin cancer,Bendroflumethiazide,69 +skin cancer,Dipivefrin,69 +sarcoma,Dipivefrin,69 +sarcoma,Dexamethasone,69 +sarcoma,Valrubicin,69 +sarcoma,Teniposide,69 +sarcoma,Cyclosporine,69 +sarcoma,Diltiazem,69 +sarcoma,Clopidogrel,69 +sarcoma,Melphalan,69 +sarcoma,Ticagrelor,69 +hepatitis B,Dipivefrin,68 +hepatitis B,Dexamethasone,68 +hepatitis B,Valrubicin,68 +hepatitis B,Bendroflumethiazide,68 +hepatitis B,Ticagrelor,68 +hepatitis B,Diltiazem,68 +hepatitis B,Clopidogrel,68 +hepatitis B,Melphalan,68 +hepatitis B,Cyclosporine,68 +hepatitis B,Teniposide,68 +osteoarthritis,Dipivefrin,62 +osteoarthritis,Bendroflumethiazide,62 +osteoarthritis,Valrubicin,62 +osteoarthritis,Dexamethasone,62 +osteoarthritis,Ticagrelor,62 +osteoarthritis,Teniposide,62 +osteoarthritis,Cyclosporine,62 +osteoarthritis,Diltiazem,62 +osteoarthritis,Clopidogrel,62 +osteoarthritis,Melphalan,62 +germ cell cancer,Clopidogrel,58 +thyroid cancer,Cyclosporine,58 +germ cell cancer,Valrubicin,58 +germ cell cancer,Bendroflumethiazide,58 +germ cell cancer,Dipivefrin,58 +thyroid cancer,Clopidogrel,58 +thyroid cancer,Diltiazem,58 +thyroid cancer,Bendroflumethiazide,58 +thyroid cancer,Teniposide,58 +thyroid cancer,Ticagrelor,58 +thyroid cancer,Dexamethasone,58 +thyroid cancer,Valrubicin,58 +germ cell cancer,Ticagrelor,58 +thyroid cancer,Dipivefrin,58 +germ cell cancer,Dexamethasone,58 +thyroid cancer,Melphalan,58 +germ cell cancer,Cyclosporine,58 +germ cell cancer,Diltiazem,58 +germ cell cancer,Melphalan,58 +germ cell cancer,Teniposide,58 +head and neck cancer,Melphalan,55 +head and neck cancer,Valrubicin,55 +head and neck cancer,Dexamethasone,55 +head and neck cancer,Ticagrelor,55 +head and neck cancer,Teniposide,55 +head and neck cancer,Cyclosporine,55 +head and neck cancer,Diltiazem,55 +head and neck cancer,Clopidogrel,55 +head and neck cancer,Bendroflumethiazide,55 +head and neck cancer,Dipivefrin,55 +migraine,Clopidogrel,46 +migraine,Teniposide,46 +migraine,Dipivefrin,46 +migraine,Bendroflumethiazide,46 +migraine,Valrubicin,46 +migraine,Dexamethasone,46 +migraine,Ticagrelor,46 +migraine,Melphalan,46 +migraine,Cyclosporine,46 +migraine,Diltiazem,46 +hypothyroidism,Diltiazem,44 +focal segmental glomerulosclerosis,Clopidogrel,44 +hypothyroidism,Cyclosporine,44 +hypothyroidism,Ticagrelor,44 +hypothyroidism,Clopidogrel,44 +hypothyroidism,Melphalan,44 +focal segmental glomerulosclerosis,Melphalan,44 +hypothyroidism,Bendroflumethiazide,44 +hypothyroidism,Valrubicin,44 +hypothyroidism,Teniposide,44 +hypothyroidism,Dexamethasone,44 +focal segmental glomerulosclerosis,Diltiazem,44 +focal segmental glomerulosclerosis,Bendroflumethiazide,44 +focal segmental glomerulosclerosis,Ticagrelor,44 +focal segmental glomerulosclerosis,Dexamethasone,44 +focal segmental glomerulosclerosis,Valrubicin,44 +focal segmental glomerulosclerosis,Teniposide,44 +focal segmental glomerulosclerosis,Dipivefrin,44 +focal segmental glomerulosclerosis,Clobetasol propionate,44 +hypothyroidism,Propylthiouracil,44 +bile duct cancer,Clopidogrel,42 +muscle cancer,Diltiazem,42 +muscle cancer,Cyclosporine,42 +muscle cancer,Teniposide,42 +muscle cancer,Ticagrelor,42 +muscle cancer,Dexamethasone,42 +muscle cancer,Valrubicin,42 +muscle cancer,Bendroflumethiazide,42 +muscle cancer,Dipivefrin,42 +muscle cancer,Clopidogrel,42 +bile duct cancer,Valrubicin,42 +muscle cancer,Melphalan,42 +bile duct cancer,Diltiazem,42 +bile duct cancer,Melphalan,42 +bile duct cancer,Dipivefrin,42 +bile duct cancer,Bendroflumethiazide,42 +bile duct cancer,Dexamethasone,42 +bile duct cancer,Ticagrelor,42 +bile duct cancer,Teniposide,42 +bile duct cancer,Cyclosporine,42 +adrenal gland cancer,Teniposide,38 +adrenal gland cancer,Clopidogrel,38 +adrenal gland cancer,Dipivefrin,38 +adrenal gland cancer,Bendroflumethiazide,38 +adrenal gland cancer,Valrubicin,38 +adrenal gland cancer,Dexamethasone,38 +adrenal gland cancer,Ticagrelor,38 +adrenal gland cancer,Melphalan,38 +adrenal gland cancer,Cyclosporine,38 +adrenal gland cancer,Diltiazem,38 +Graves' disease,Dexamethasone,34 +Graves' disease,Ticagrelor,34 +Graves' disease,Melphalan,34 +Graves' disease,Dipivefrin,34 +Graves' disease,Clopidogrel,34 +Graves' disease,Bendroflumethiazide,34 +Graves' disease,Diltiazem,34 +Graves' disease,Cyclosporine,34 +Graves' disease,Valrubicin,34 +Graves' disease,Teniposide,34 +endogenous depression,Clopidogrel,33 +endogenous depression,Teniposide,33 +endogenous depression,Melphalan,33 +endogenous depression,Cyclosporine,33 +endogenous depression,Diltiazem,33 +endogenous depression,Dipivefrin,33 +endogenous depression,Bendroflumethiazide,33 +endogenous depression,Valrubicin,33 +endogenous depression,Dexamethasone,33 +endogenous depression,Ticagrelor,33 +meningioma,Dipivefrin,28 +meningioma,Melphalan,28 +meningioma,Diltiazem,28 +meningioma,Teniposide,28 +meningioma,Cyclosporine,28 +meningioma,Ticagrelor,28 +meningioma,Dexamethasone,28 +meningioma,Valrubicin,28 +meningioma,Bendroflumethiazide,28 +meningioma,Clopidogrel,28 +narcolepsy,Clopidogrel,27 +narcolepsy,Dexamethasone,27 +narcolepsy,Ticagrelor,27 +narcolepsy,Teniposide,27 +narcolepsy,Cyclosporine,27 +narcolepsy,Diltiazem,27 +narcolepsy,Bendroflumethiazide,27 +narcolepsy,Dipivefrin,27 +narcolepsy,Valrubicin,27 +narcolepsy,Melphalan,27 +nephrolithiasis,Irinotecan,26 +nephrolithiasis,Melphalan,26 +nephrolithiasis,Diltiazem,26 +nephrolithiasis,Teniposide,26 +nephrolithiasis,Cyclosporine,26 +nephrolithiasis,Zonisamide,26 +nephrolithiasis,Dexamethasone,26 +nephrolithiasis,Erlotinib,26 +nephrolithiasis,Primidone,26 +nephrolithiasis,Bendroflumethiazide,26 +leprosy,Ticagrelor,23 +testicular cancer,Cyclosporine,23 +leprosy,Cyclosporine,23 +leprosy,Diltiazem,23 +testicular cancer,Valrubicin,23 +testicular cancer,Dexamethasone,23 +testicular cancer,Ticagrelor,23 +leprosy,Clopidogrel,23 +testicular cancer,Teniposide,23 +leprosy,Melphalan,23 +testicular cancer,Diltiazem,23 +testicular cancer,Clopidogrel,23 +testicular cancer,Melphalan,23 +leprosy,Teniposide,23 +intracranial aneurysm,Melphalan,23 +leprosy,Dexamethasone,23 +leprosy,Valrubicin,23 +leprosy,Bendroflumethiazide,23 +intracranial aneurysm,Diltiazem,23 +leprosy,Dipivefrin,23 +intracranial aneurysm,Dipivefrin,23 +intracranial aneurysm,Clopidogrel,23 +testicular cancer,Dipivefrin,23 +intracranial aneurysm,Bendroflumethiazide,23 +intracranial aneurysm,Valrubicin,23 +intracranial aneurysm,Dexamethasone,23 +intracranial aneurysm,Ticagrelor,23 +intracranial aneurysm,Teniposide,23 +intracranial aneurysm,Cyclosporine,23 +testicular cancer,Bendroflumethiazide,23 +thymus cancer,Dipivefrin,19 +thymus cancer,Bendroflumethiazide,19 +thymus cancer,Valrubicin,19 +thymus cancer,Dexamethasone,19 +thymus cancer,Ticagrelor,19 +thymus cancer,Teniposide,19 +thymus cancer,Cyclosporine,19 +thymus cancer,Diltiazem,19 +thymus cancer,Clopidogrel,19 +thymus cancer,Melphalan,19 +gout,Ticagrelor,18 +gout,Melphalan,18 +gout,Clopidogrel,18 +gout,Diltiazem,18 +gout,Teniposide,18 +gout,Cyclosporine,18 +gout,Dexamethasone,18 +gout,Bendroflumethiazide,18 +gout,Primidone,18 +gout,Clobetasol propionate,18 +gestational diabetes,Bendroflumethiazide,17 +gestational diabetes,Teniposide,17 +gestational diabetes,Dipivefrin,17 +gestational diabetes,Dexamethasone,17 +rectum cancer,Melphalan,17 +gestational diabetes,Cyclosporine,17 +gestational diabetes,Diltiazem,17 +gestational diabetes,Clopidogrel,17 +gestational diabetes,Melphalan,17 +rectum cancer,Dipivefrin,17 +rectum cancer,Clopidogrel,17 +gestational diabetes,Ticagrelor,17 +rectum cancer,Diltiazem,17 +rectum cancer,Teniposide,17 +rectum cancer,Cyclosporine,17 +rectum cancer,Ticagrelor,17 +rectum cancer,Dexamethasone,17 +rectum cancer,Valrubicin,17 +rectum cancer,Bendroflumethiazide,17 +gestational diabetes,Valrubicin,17 +Paget's disease of bone,Triamterene,16 +pharynx cancer,Dexamethasone,16 +panic disorder,Diltiazem,16 +panic disorder,Clopidogrel,16 +panic disorder,Melphalan,16 +pharynx cancer,Dipivefrin,16 +pharynx cancer,Bendroflumethiazide,16 +pharynx cancer,Valrubicin,16 +pharynx cancer,Diltiazem,16 +pharynx cancer,Ticagrelor,16 +pharynx cancer,Teniposide,16 +pharynx cancer,Cyclosporine,16 +Paget's disease of bone,Benazepril,16 +pharynx cancer,Clopidogrel,16 +pharynx cancer,Melphalan,16 +panic disorder,Teniposide,16 +panic disorder,Ticagrelor,16 +panic disorder,Dexamethasone,16 +Gilles de la Tourette syndrome,Diltiazem,16 +Paget's disease of bone,Clobetasol propionate,16 +Paget's disease of bone,Dipivefrin,16 +Paget's disease of bone,Bendroflumethiazide,16 +Paget's disease of bone,Dexamethasone,16 +Paget's disease of bone,Cyclosporine,16 +Paget's disease of bone,Teniposide,16 +panic disorder,Triamterene,16 +Gilles de la Tourette syndrome,Melphalan,16 +Gilles de la Tourette syndrome,Clopidogrel,16 +Gilles de la Tourette syndrome,Teniposide,16 +panic disorder,Bendroflumethiazide,16 +Gilles de la Tourette syndrome,Bupropion,16 +Gilles de la Tourette syndrome,Ticagrelor,16 +Gilles de la Tourette syndrome,Medroxyprogesterone Acetate,16 +Gilles de la Tourette syndrome,Zonisamide,16 +Gilles de la Tourette syndrome,Dexamethasone,16 +Gilles de la Tourette syndrome,Irinotecan,16 +Paget's disease of bone,Melphalan,16 +panic disorder,Benazepril,16 +panic disorder,Primidone,16 +Paget's disease of bone,Diltiazem,16 +Kawasaki disease,Melphalan,14 +degenerative disc disease,Ticagrelor,14 +Kawasaki disease,Valrubicin,14 +degenerative disc disease,Zonisamide,14 +degenerative disc disease,Dexamethasone,14 +degenerative disc disease,Irinotecan,14 +degenerative disc disease,Donepezil,14 +degenerative disc disease,Erlotinib,14 +degenerative disc disease,Primidone,14 +degenerative disc disease,Cyclosporine,14 +degenerative disc disease,Clopidogrel,14 +degenerative disc disease,Melphalan,14 +Kawasaki disease,Clopidogrel,14 +Kawasaki disease,Dipivefrin,14 +Kawasaki disease,Bendroflumethiazide,14 +Kawasaki disease,Dexamethasone,14 +Kawasaki disease,Ticagrelor,14 +Kawasaki disease,Teniposide,14 +Kawasaki disease,Cyclosporine,14 +Kawasaki disease,Diltiazem,14 +thoracic aortic aneurysm,Clopidogrel,13 +dental caries,Lomustine,13 +dental caries,Triamterene,13 +dental caries,Melphalan,13 +dental caries,Diltiazem,13 +dental caries,Benazepril,13 +dental caries,Teniposide,13 +dental caries,Cyclosporine,13 +dental caries,Dexamethasone,13 +thoracic aortic aneurysm,Melphalan,13 +thoracic aortic aneurysm,Bendroflumethiazide,13 +thoracic aortic aneurysm,Diltiazem,13 +thoracic aortic aneurysm,Valrubicin,13 +thoracic aortic aneurysm,Teniposide,13 +thoracic aortic aneurysm,Dipivefrin,13 +dental caries,Clobetasol propionate,13 +dental caries,Bendroflumethiazide,13 +thoracic aortic aneurysm,Dexamethasone,13 +thoracic aortic aneurysm,Ticagrelor,13 +thoracic aortic aneurysm,Cyclosporine,13 +restless legs syndrome,Clopidogrel,12 +restless legs syndrome,Diltiazem,12 +restless legs syndrome,Teniposide,12 +restless legs syndrome,Cyclosporine,12 +restless legs syndrome,Ticagrelor,12 +restless legs syndrome,Dexamethasone,12 +restless legs syndrome,Bendroflumethiazide,12 +restless legs syndrome,Melphalan,12 +restless legs syndrome,Primidone,12 +restless legs syndrome,Indomethacin,12 +lymphatic system cancer,Melphalan,9 +lymphatic system cancer,Bexarotene,9 +malignant mesothelioma,Clopidogrel,9 +malignant mesothelioma,Diltiazem,9 +malignant mesothelioma,Teniposide,9 +malignant mesothelioma,Bupropion,9 +malignant mesothelioma,Ticagrelor,9 +malignant mesothelioma,Cyclosporine,9 +malignant mesothelioma,Medroxyprogesterone Acetate,9 +malignant mesothelioma,Zonisamide,9 +malignant mesothelioma,Dexamethasone,9 +malignant mesothelioma,Melphalan,9 +lymphatic system cancer,Cyclosporine,9 +lymphatic system cancer,Bupropion,9 +lymphatic system cancer,Zonisamide,9 +lymphatic system cancer,Dexamethasone,9 +lymphatic system cancer,Irinotecan,9 +lymphatic system cancer,Erlotinib,9 +lymphatic system cancer,Primidone,9 +lymphatic system cancer,Fosphenytoin,9 +Creutzfeldt-Jakob disease,Dexamethasone,7 +Creutzfeldt-Jakob disease,Bendroflumethiazide,7 +Creutzfeldt-Jakob disease,Donepezil,7 +Creutzfeldt-Jakob disease,Irinotecan,7 +Creutzfeldt-Jakob disease,Cyclosporine,7 +Creutzfeldt-Jakob disease,Zonisamide,7 +Creutzfeldt-Jakob disease,Teniposide,7 +spinal cancer,Topotecan,7 +Creutzfeldt-Jakob disease,Diltiazem,7 +spinal cancer,Prednisolone,7 +spinal cancer,Vigabatrin,7 +Creutzfeldt-Jakob disease,Erlotinib,7 +spinal cancer,Fosphenytoin,7 +spinal cancer,Primidone,7 +spinal cancer,Erlotinib,7 +spinal cancer,Irinotecan,7 +spinal cancer,Dexamethasone,7 +Creutzfeldt-Jakob disease,Melphalan,7 +spinal cancer,Melphalan,7 +spinal cancer,Zonisamide,7 +vulva cancer,Irinotecan,6 +vulva cancer,Erlotinib,6 +vulva cancer,Idarubicin,6 +vulva cancer,Fulvestrant,6 +vulva cancer,Valrubicin,6 +vulva cancer,Dactinomycin,6 +Fuchs' endothelial dystrophy,Clobetasol propionate,6 +vulva cancer,Fluoxymesterone,6 +Fuchs' endothelial dystrophy,Cyclosporine,6 +Fuchs' endothelial dystrophy,Fosphenytoin,6 +vulva cancer,Teniposide,6 +Fuchs' endothelial dystrophy,Irinotecan,6 +Fuchs' endothelial dystrophy,Dexamethasone,6 +Fuchs' endothelial dystrophy,Zonisamide,6 +Fuchs' endothelial dystrophy,Primidone,6 +Fuchs' endothelial dystrophy,Teniposide,6 +Fuchs' endothelial dystrophy,Vorinostat,6 +Fuchs' endothelial dystrophy,Melphalan,6 +vulva cancer,Melphalan,6 +vulva cancer,Chenodeoxycholic acid,6 +larynx cancer,Bendroflumethiazide,5 +larynx cancer,Melphalan,5 +larynx cancer,Diltiazem,5 +larynx cancer,Teniposide,5 +larynx cancer,Cyclosporine,5 +larynx cancer,Medroxyprogesterone Acetate,5 +larynx cancer,Dexamethasone,5 +larynx cancer,Irinotecan,5 +larynx cancer,Donepezil,5 +larynx cancer,Dipivefrin,5 +otosclerosis,Melphalan,4 +nasal cavity cancer,Stavudine,4 +otosclerosis,Dexamethasone,4 +duodenum cancer,Benazepril,4 +nasal cavity cancer,Balsalazide,4 +nasal cavity cancer,Mercaptopurine,4 +nasal cavity cancer,Nicotine,4 +otosclerosis,Clopidogrel,4 +nasal cavity cancer,Indinavir,4 +nasal cavity cancer,Efavirenz,4 +nasal cavity cancer,Dexamethasone,4 +nasal cavity cancer,Zidovudine,4 +nasal cavity cancer,Azathioprine,4 +otosclerosis,Benazepril,4 +otosclerosis,Primidone,4 +otosclerosis,Bendroflumethiazide,4 +nasal cavity cancer,Prednisone,4 +otosclerosis,Ticagrelor,4 +duodenum cancer,Dexamethasone,4 +duodenum cancer,Erlotinib,4 +duodenum cancer,Primidone,4 +duodenum cancer,Bendroflumethiazide,4 +otosclerosis,Cyclosporine,4 +duodenum cancer,Donepezil,4 +duodenum cancer,Irinotecan,4 +duodenum cancer,Zonisamide,4 +duodenum cancer,Diltiazem,4 +otosclerosis,Diltiazem,4 +otosclerosis,Teniposide,4 +duodenum cancer,Fosphenytoin,4 +fallopian tube cancer,Irinotecan,3 +fallopian tube cancer,Nilutamide,3 +fallopian tube cancer,Fluoxymesterone,3 +fallopian tube cancer,Melphalan,3 +fallopian tube cancer,Erlotinib,3 +fallopian tube cancer,Fulvestrant,3 +fallopian tube cancer,Idarubicin,3 +fallopian tube cancer,Prednisone,3 +fallopian tube cancer,Etoposide,3 +vaginal cancer,Bexarotene,3 +vaginal cancer,Dimenhydrinate,3 +fallopian tube cancer,Dactinomycin,3 +vaginal cancer,Erlotinib,3 +vaginal cancer,Clobetasol propionate,3 +retroperitoneal cancer,Melphalan,3 +retroperitoneal cancer,Vorinostat,3 +retroperitoneal cancer,Teniposide,3 +retroperitoneal cancer,Cladribine,3 +retroperitoneal cancer,Dexamethasone,3 +retroperitoneal cancer,Irinotecan,3 +retroperitoneal cancer,Pentostatin,3 +retroperitoneal cancer,Idarubicin,3 +retroperitoneal cancer,Prednisone,3 +vaginal cancer,Melphalan,3 +vaginal cancer,Teniposide,3 +vaginal cancer,Cyclosporine,3 +vaginal cancer,Dexamethasone,3 +vaginal cancer,Irinotecan,3 +vaginal cancer,Valrubicin,3 +retroperitoneal cancer,Bexarotene,3 +penile cancer,Imiquimod,2 +penile cancer,Irinotecan,2 +penile cancer,Vismodegib,2 +penile cancer,Fluoxymesterone,2 +penile cancer,Dactinomycin,2 +penile cancer,Fulvestrant,2 +penile cancer,Idarubicin,2 +penile cancer,Thiotepa,2 +penile cancer,Mitoxantrone,2 +penile cancer,Melphalan,2 +tracheal cancer,Clomifene,1 +peritoneum cancer,Doxorubicin,1 +peritoneum cancer,Vigabatrin,1 +peritoneum cancer,Fosphenytoin,1 +peritoneum cancer,Oxcarbazepine,1 +peritoneum cancer,Valproic Acid,1 +peritoneum cancer,Topotecan,1 +peritoneum cancer,Primidone,1 +peritoneum cancer,Zonisamide,1 +peritoneum cancer,Vinorelbine,1 +ureter cancer,Vemurafenib,1 ureter cancer,Clomifene,1 -ureter cancer,Docetaxel,1 -peritoneum cancer,Clobazam,1 -mediastinal cancer,Nifedipine,1 -mediastinal cancer,Cytarabine,1 -peritoneum cancer,Chlorambucil,1 -mediastinal cancer,Prednisolone,1 +ureter cancer,Temozolomide,1 +ureter cancer,Dactinomycin,1 +ureter cancer,Donepezil,1 +ureter cancer,Galantamine,1 +ureter cancer,Rivastigmine,1 +ureter cancer,Irinotecan,1 +ureter cancer,Capecitabine,1 +ureter cancer,Carmustine,1 +peritoneum cancer,Melphalan,1 diff --git a/neo4j_csv/analysis_super_drugs.csv b/neo4j_csv/analysis_super_drugs.csv index d46b533..7f77076 100644 --- a/neo4j_csv/analysis_super_drugs.csv +++ b/neo4j_csv/analysis_super_drugs.csv @@ -2,22 +2,22 @@ name,num_diseases_treated,num_side_effects,super_score Dacarbazine,7,0,7.0 Sulfasalazine,4,0,4.0 Cholecalciferol,3,0,3.0 -Balsalazide,2,0,2.0 Cytarabine,2,0,2.0 Atorvastatin,2,0,2.0 +Balsalazide,2,0,2.0 Carboplatin,9,7,1.125 -Olsalazine,1,0,1.0 Doxycycline,1,0,1.0 -Lopinavir,1,0,1.0 -Moexipril,1,0,1.0 -Rifampicin,1,0,1.0 -Minoxidil,1,0,1.0 -Guanadrel,1,0,1.0 -Eribulin,1,0,1.0 -Vitamin C,1,0,1.0 -Guanethidine,1,0,1.0 -Artemether,1,0,1.0 Isoetarine,1,0,1.0 +Moexipril,1,0,1.0 +Olsalazine,1,0,1.0 +Rifampicin,1,0,1.0 +Vitamin C,1,0,1.0 +Eribulin,1,0,1.0 +Artemether,1,0,1.0 +Guanethidine,1,0,1.0 +Lopinavir,1,0,1.0 +Guanadrel,1,0,1.0 +Minoxidil,1,0,1.0 Physostigmine,1,6,0.14285714285714285 Dactinomycin,10,75,0.13157894736842105 Vinblastine,7,59,0.11666666666666667 @@ -43,13 +43,13 @@ Chlorambucil,4,83,0.047619047619047616 Tiludronate,1,20,0.047619047619047616 Cisplatin,8,169,0.047058823529411764 Methylprednisolone,10,216,0.04608294930875576 -Calcipotriol,1,21,0.045454545454545456 Beclomethasone,2,43,0.045454545454545456 Methamphetamine,1,21,0.045454545454545456 -Lomustine,2,44,0.044444444444444446 +Calcipotriol,1,21,0.045454545454545456 Fluocinonide,2,44,0.044444444444444446 -Betamethasone,11,249,0.044 +Lomustine,2,44,0.044444444444444446 Dexamethasone,11,249,0.044 +Betamethasone,11,249,0.044 Teniposide,3,70,0.04225352112676056 Miglitol,1,23,0.041666666666666664 Benzphetamine,1,23,0.041666666666666664 @@ -62,23 +62,23 @@ Topotecan,4,111,0.03571428571428571 Dyphylline,1,27,0.03571428571428571 Mecamylamine,1,27,0.03571428571428571 Spironolactone,2,56,0.03508771929824561 -Probenecid,1,28,0.034482758620689655 -Dimenhydrinate,2,57,0.034482758620689655 -Proguanil,1,28,0.034482758620689655 -Diphenhydramine,2,57,0.034482758620689655 -Triamterene,1,28,0.034482758620689655 Hydrocortisone,8,231,0.034482758620689655 +Diphenhydramine,2,57,0.034482758620689655 +Dimenhydrinate,2,57,0.034482758620689655 +Triamterene,1,28,0.034482758620689655 +Probenecid,1,28,0.034482758620689655 +Proguanil,1,28,0.034482758620689655 Melphalan,4,117,0.03389830508474576 -Mitoxantrone,6,177,0.033707865168539325 Irinotecan,6,177,0.033707865168539325 -Isoprenaline,1,29,0.03333333333333333 +Mitoxantrone,6,177,0.033707865168539325 Phendimetrazine,1,29,0.03333333333333333 +Isoprenaline,1,29,0.03333333333333333 Doxorubicin,17,511,0.033203125 Tolbutamide,1,30,0.03225806451612903 Gemcitabine,6,189,0.031578947368421054 Tioguanine,1,31,0.03125 -Etidronic acid,2,63,0.03125 Fluoxymesterone,1,31,0.03125 +Etidronic acid,2,63,0.03125 Hydroxyurea,4,130,0.030534351145038167 Terbutaline,1,32,0.030303030303030304 Docetaxel,9,297,0.030201342281879196 @@ -91,21 +91,21 @@ Epirubicin,14,511,0.02734375 Valsartan,3,110,0.02702702702702703 Methimazole,1,36,0.02702702702702703 Acetazolamide,2,74,0.02666666666666667 +Tolazamide,1,38,0.02564102564102564 Chlorpropamide,1,38,0.02564102564102564 Metipranolol,1,38,0.02564102564102564 -Tolazamide,1,38,0.02564102564102564 -Propantheline,1,39,0.025 Linagliptin,1,39,0.025 Disulfiram,1,39,0.025 +Propantheline,1,39,0.025 Rosuvastatin,2,80,0.024691358024691357 Hydroflumethiazide,1,40,0.024390243902439025 Vinorelbine,4,164,0.024242424242424242 Amobarbital,1,41,0.023809523809523808 Acarbose,1,42,0.023255813953488372 Acetylsalicylic acid,2,86,0.022988505747126436 -Ethacrynic acid,1,43,0.022727272727272728 -Phenylpropanolamine,1,43,0.022727272727272728 Reserpine,1,43,0.022727272727272728 +Phenylpropanolamine,1,43,0.022727272727272728 +Ethacrynic acid,1,43,0.022727272727272728 Montelukast,3,132,0.022556390977443608 Colchicine,2,88,0.02247191011235955 Calcium Acetate,1,44,0.022222222222222223 @@ -115,26 +115,26 @@ Primidone,1,45,0.021739130434782608 Tazarotene,1,45,0.021739130434782608 Thiotepa,4,184,0.021621621621621623 Metformin,3,139,0.02142857142857143 -Nateglinide,1,46,0.02127659574468085 Carteolol,1,46,0.02127659574468085 +Nateglinide,1,46,0.02127659574468085 Alendronate,2,94,0.021052631578947368 -Fenoldopam,1,47,0.020833333333333332 Aminophylline,2,95,0.020833333333333332 +Fenoldopam,1,47,0.020833333333333332 Ketotifen,1,48,0.02040816326530612 -Phentermine,1,48,0.02040816326530612 Diclofenamide,1,48,0.02040816326530612 -Idarubicin,2,98,0.020202020202020204 +Phentermine,1,48,0.02040816326530612 Raloxifene,2,98,0.020202020202020204 +Idarubicin,2,98,0.020202020202020204 Captopril,3,148,0.020134228187919462 Pitavastatin,1,49,0.02 -Nebivolol,1,50,0.0196078431372549 Erlotinib,3,152,0.0196078431372549 +Nebivolol,1,50,0.0196078431372549 Glyburide,2,102,0.019417475728155338 Ramipril,4,206,0.01932367149758454 Carbachol,1,51,0.019230769230769232 Desonide,1,52,0.018867924528301886 -Zileuton,1,52,0.018867924528301886 Valrubicin,1,52,0.018867924528301886 +Zileuton,1,52,0.018867924528301886 Calcitriol,2,106,0.018691588785046728 Levobunolol,1,53,0.018518518518518517 Timolol,4,218,0.0182648401826484 @@ -148,8 +148,8 @@ Propranolol,2,112,0.017699115044247787 Furosemide,3,171,0.01744186046511628 Torasemide,1,58,0.01694915254237288 Nedocromil,1,58,0.01694915254237288 -Methazolamide,1,59,0.016666666666666666 Pirbuterol,1,59,0.016666666666666666 +Methazolamide,1,59,0.016666666666666666 Temozolomide,4,241,0.01652892561983471 Lovastatin,2,121,0.01639344262295082 Losartan,3,187,0.015957446808510637 @@ -158,46 +158,46 @@ Chlorothiazide,1,62,0.015873015873015872 Ezetimibe,2,127,0.015625 Entecavir,1,63,0.015625 Latanoprost,1,64,0.015384615384615385 -Lisinopril,4,263,0.015151515151515152 -Fluticasone furoate,1,65,0.015151515151515152 Chlorthalidone,1,65,0.015151515151515152 +Fluticasone furoate,1,65,0.015151515151515152 +Lisinopril,4,263,0.015151515151515152 Sorafenib,3,198,0.01507537688442211 -Prazosin,1,66,0.014925373134328358 -Repaglinide,1,66,0.014925373134328358 Bumetanide,1,66,0.014925373134328358 Estramustine,1,66,0.014925373134328358 +Repaglinide,1,66,0.014925373134328358 +Prazosin,1,66,0.014925373134328358 Flunisolide,2,133,0.014925373134328358 Eplerenone,2,134,0.014814814814814815 Vorinostat,1,67,0.014705882352941176 Adefovir Dipivoxil,1,67,0.014705882352941176 -Procarbazine,2,137,0.014492753623188406 -Diethylpropion,1,68,0.014492753623188406 -Clobetasol propionate,1,68,0.014492753623188406 Cyproheptadine,1,68,0.014492753623188406 +Procarbazine,2,137,0.014492753623188406 +Clobetasol propionate,1,68,0.014492753623188406 +Diethylpropion,1,68,0.014492753623188406 Verapamil,2,138,0.014388489208633094 Roflumilast,1,69,0.014285714285714285 -Levothyroxine,1,71,0.013888888888888888 -Simvastatin,2,143,0.013888888888888888 Dextrothyroxine,1,71,0.013888888888888888 Abiraterone,1,71,0.013888888888888888 +Levothyroxine,1,71,0.013888888888888888 +Simvastatin,2,143,0.013888888888888888 Fluocinolone Acetonide,2,143,0.013888888888888888 Fludarabine,2,145,0.0136986301369863 Floxuridine,1,72,0.0136986301369863 +Lapatinib,1,73,0.013513513513513514 Amprenavir,1,73,0.013513513513513514 Desloratadine,1,73,0.013513513513513514 -Lapatinib,1,73,0.013513513513513514 Estrone,1,74,0.013333333333333334 -Zafirlukast,1,76,0.012987012987012988 -Bepridil,1,76,0.012987012987012988 -Ethinyl Estradiol,2,153,0.012987012987012988 Rosiglitazone,1,76,0.012987012987012988 +Bepridil,1,76,0.012987012987012988 +Zafirlukast,1,76,0.012987012987012988 +Ethinyl Estradiol,2,153,0.012987012987012988 Cimetidine,1,77,0.01282051282051282 Sulfadiazine,1,78,0.012658227848101266 Leflunomide,3,240,0.012448132780082987 Capecitabine,6,483,0.012396694214876033 Risedronate,2,163,0.012195121951219513 -Candesartan,1,83,0.011904761904761904 Olmesartan,2,167,0.011904761904761904 +Candesartan,1,83,0.011904761904761904 Phenobarbital,1,84,0.011764705882352941 Orlistat,2,170,0.011695906432748537 Cyclosporine,4,344,0.011594202898550725 @@ -206,11 +206,11 @@ Methyldopa,1,86,0.011494252873563218 Niacin,2,177,0.011235955056179775 Rufinamide,1,88,0.011235955056179775 Nilutamide,1,89,0.011111111111111112 -Hydralazine,1,90,0.01098901098901099 +Fingolimod,1,90,0.01098901098901099 Fulvestrant,1,90,0.01098901098901099 Amiloride,1,90,0.01098901098901099 Flutamide,1,90,0.01098901098901099 -Fingolimod,1,90,0.01098901098901099 +Hydralazine,1,90,0.01098901098901099 Pravastatin,2,184,0.010810810810810811 Didanosine,1,92,0.010752688172043012 Pamidronate,2,185,0.010752688172043012 @@ -218,8 +218,8 @@ Clonidine,2,186,0.0106951871657754 Cladribine,2,186,0.0106951871657754 Toremifene,1,93,0.010638297872340425 Pindolol,1,93,0.010638297872340425 -Arformoterol,2,188,0.010582010582010581 Formoterol,2,188,0.010582010582010581 +Arformoterol,2,188,0.010582010582010581 Ciclesonide,1,96,0.010309278350515464 Quinapril,1,97,0.01020408163265306 Trandolapril,2,198,0.010050251256281407 @@ -227,49 +227,49 @@ Crizotinib,1,99,0.01 Enalapril,2,200,0.009950248756218905 Benazepril,1,101,0.00980392156862745 Nadolol,1,102,0.009708737864077669 -Lacosamide,1,103,0.009615384615384616 -Telbivudine,1,103,0.009615384615384616 Ifosfamide,3,311,0.009615384615384616 +Telbivudine,1,103,0.009615384615384616 +Lacosamide,1,103,0.009615384615384616 Telmisartan,2,207,0.009615384615384616 Estradiol valerate/Dienogest,1,104,0.009523809523809525 -Glipizide,1,106,0.009345794392523364 Isradipine,1,106,0.009345794392523364 +Glipizide,1,106,0.009345794392523364 Guanfacine,1,107,0.009259259259259259 Lamivudine,2,216,0.009216589861751152 -Nicardipine,1,108,0.009174311926605505 Salbutamol,2,217,0.009174311926605505 Olopatadine,1,108,0.009174311926605505 +Nicardipine,1,108,0.009174311926605505 Paclitaxel,4,442,0.009029345372460496 Tamoxifen,2,222,0.008968609865470852 -Clobazam,1,111,0.008928571428571428 Felodipine,1,111,0.008928571428571428 +Clobazam,1,111,0.008928571428571428 Metolazone,1,111,0.008928571428571428 Apraclonidine,1,112,0.008849557522123894 Zoledronate,2,232,0.008583690987124463 Gemfibrozil,1,116,0.008547008547008548 Budesonide,2,235,0.00847457627118644 -Esmolol,1,118,0.008403361344537815 -Degarelix,1,118,0.008403361344537815 Pioglitazone,1,118,0.008403361344537815 +Degarelix,1,118,0.008403361344537815 +Esmolol,1,118,0.008403361344537815 Perindopril,2,239,0.008333333333333333 -Irbesartan,2,241,0.008264462809917356 Nevirapine,1,120,0.008264462809917356 +Irbesartan,2,241,0.008264462809917356 Bimatoprost,1,121,0.00819672131147541 +Cromoglicic acid,1,122,0.008130081300813009 Terazosin,1,122,0.008130081300813009 Penicillamine,1,122,0.008130081300813009 -Cromoglicic acid,1,122,0.008130081300813009 Hydrochlorothiazide,2,246,0.008097165991902834 Ticagrelor,1,123,0.008064516129032258 Pimecrolimus,1,124,0.008 -Pemetrexed,1,124,0.008 Goserelin,2,249,0.008 +Pemetrexed,1,124,0.008 Glimepiride,1,126,0.007874015748031496 Gefitinib,1,126,0.007874015748031496 -Sitagliptin,1,127,0.0078125 Conjugated Estrogens,2,255,0.0078125 +Sitagliptin,1,127,0.0078125 Exemestane,1,128,0.007751937984496124 -Acebutolol,1,130,0.007633587786259542 Nelfinavir,1,130,0.007633587786259542 +Acebutolol,1,130,0.007633587786259542 Stavudine,1,131,0.007575757575757576 Betaxolol,2,263,0.007575757575757576 Labetalol,1,133,0.007462686567164179 @@ -281,13 +281,13 @@ Ixabepilone,1,148,0.006711409395973154 Nelarabine,1,150,0.006622516556291391 Ipratropium bromide,1,153,0.006493506493506494 Liotrix,1,153,0.006493506493506494 -Amlodipine,1,155,0.00641025641025641 Nisoldipine,1,155,0.00641025641025641 +Amlodipine,1,155,0.00641025641025641 Mycophenolate mofetil,3,488,0.006134969325153374 Valproic Acid,2,326,0.0061162079510703364 Sunitinib,2,327,0.006097560975609756 -Clindamycin,1,163,0.006097560975609756 Bromocriptine,1,163,0.006097560975609756 +Clindamycin,1,163,0.006097560975609756 Brimonidine,1,164,0.006060606060606061 Fluticasone Propionate,1,166,0.005988023952095809 Salmeterol,1,167,0.005952380952380952 @@ -304,8 +304,8 @@ Anagrelide,1,179,0.005555555555555556 Estropipate,1,181,0.005494505494505495 Metoprolol,1,181,0.005494505494505495 Guanabenz,1,181,0.005494505494505495 -Dorzolamide,1,184,0.005405405405405406 Galantamine,1,184,0.005405405405405406 +Dorzolamide,1,184,0.005405405405405406 Nicotine,1,185,0.005376344086021506 Travoprost,1,186,0.0053475935828877 Zidovudine,1,186,0.0053475935828877 @@ -340,9 +340,9 @@ Indapamide,1,243,0.004098360655737705 Diltiazem,1,243,0.004098360655737705 Carvedilol,1,249,0.004 Busulfan,1,254,0.00392156862745098 -Cetirizine,1,255,0.00390625 -Felbamate,1,255,0.00390625 Allopurinol,1,255,0.00390625 +Felbamate,1,255,0.00390625 +Cetirizine,1,255,0.00390625 Doxazosin,1,256,0.0038910505836575876 Efavirenz,1,257,0.003875968992248062 Gabapentin,2,521,0.0038314176245210726 @@ -354,8 +354,8 @@ Zonisamide,1,269,0.003703703703703704 Nifedipine,1,273,0.0036496350364963502 Acitretin,1,284,0.0035087719298245615 Delavirdine,1,287,0.003472222222222222 -Dasatinib,1,288,0.0034602076124567475 Bexarotene,1,288,0.0034602076124567475 +Dasatinib,1,288,0.0034602076124567475 Clonazepam,1,295,0.0033783783783783786 Octreotide,1,295,0.0033783783783783786 Varenicline,1,297,0.003355704697986577 @@ -377,8 +377,8 @@ Medroxyprogesterone Acetate,1,403,0.0024752475247524753 Riluzole,1,408,0.0024449877750611247 Everolimus,1,417,0.0023923444976076554 Memantine,1,443,0.0022522522522522522 -Tretinoin,1,453,0.0022026431718061676 Isotretinoin,1,453,0.0022026431718061676 +Tretinoin,1,453,0.0022026431718061676 Rivastigmine,1,468,0.0021321961620469083 Lenalidomide,1,502,0.0019880715705765406 Bupropion,1,520,0.0019193857965451055 diff --git a/neo4j_csv/analysis_symptom_triangle.csv b/neo4j_csv/analysis_symptom_triangle.csv index 9f36584..5da6f4f 100644 --- a/neo4j_csv/analysis_symptom_triangle.csv +++ b/neo4j_csv/analysis_symptom_triangle.csv @@ -1,97 +1,95 @@ symptom,num_diseases,num_treating_drugs,drugs_with_side_effects,impact_score -Edema,49,216,204,10584 -Fever,39,175,164,6825 -Nausea,34,148,139,5032 -Anoxia,25,179,170,4475 -Neurologic Manifestations,28,84,79,2352 -Sleep Disorders,20,115,113,2300 +Vomiting,38,123,114,4674 +Fatigue,25,137,131,3425 +Psychophysiologic Disorders,18,170,160,3060 +Birth Weight,14,168,159,2352 Paresthesia,26,87,83,2262 -Paralysis,28,74,70,2072 -Hoarseness,16,82,79,1312 +"Hearing Loss, Sensorineural",24,70,65,1680 +Dyspnea,21,77,75,1617 +Cerebellar Ataxia,17,84,82,1428 +Cough,16,86,83,1376 +"Purpura, Thrombocytopenic, Idiopathic",15,89,83,1335 Muscular Atrophy,16,81,77,1296 -"Pain, Intractable",18,71,68,1278 -Pruritus,16,77,72,1232 -Confusion,16,76,75,1216 -Polyuria,12,101,96,1212 -Tetany,13,81,78,1053 -Down Syndrome,19,53,51,1007 -Oral Manifestations,15,62,57,930 -Colic,18,51,46,918 +Sleep Apnea Syndromes,12,95,90,1140 +Ataxia,16,68,67,1088 +Intellectual Disability,17,59,58,1003 +"Purpura, Thrombocytopenic",14,70,64,980 Flushing,12,75,73,900 -Neck Pain,16,54,51,864 -Pelvic Pain,17,49,47,833 -Snoring,7,115,109,805 +Asthenia,13,68,66,884 +"Obesity, Abdominal",8,108,103,864 +Sciatica,15,50,48,750 +Aphasia,13,57,57,741 Respiratory Sounds,11,67,66,737 -Oliguria,7,100,93,700 -Hemianopsia,11,60,59,660 +Ataxia Telangiectasia,13,49,47,637 Vertigo,13,48,46,624 -Deafness,16,39,38,624 +"Urinary Bladder, Neurogenic",16,37,36,592 "Purpura, Thrombotic Thrombocytopenic",7,84,81,588 -Weight Loss,9,62,60,558 -Hearing Loss,15,36,35,540 -Speech Disorders,16,29,29,464 -Hematemesis,16,29,28,464 -"Jaundice, Obstructive",14,30,29,420 -"Hearing Loss, Conductive",10,40,38,400 -Gastroparesis,8,47,46,376 +Syncope,11,48,47,528 +Hyperventilation,7,74,73,518 +Amnesia,10,50,50,500 +Hyperalgesia,10,48,46,480 +Voice Disorders,9,52,51,468 +Emaciation,8,57,54,456 +Flatulence,8,53,48,424 +Cerebrospinal Fluid Rhinorrhea,10,39,38,390 +Eye Hemorrhage,8,47,44,376 +"Hearing Loss, High-Frequency",10,37,36,370 +Chronic Pain,8,46,44,368 +Olfaction Disorders,10,36,36,360 "Urinary Bladder, Overactive",6,59,58,354 Color Vision Defects,9,39,39,351 -Cafe-au-Lait Spots,11,28,27,308 -Hot Flashes,5,58,55,290 -Decerebrate State,3,93,88,279 -Vitreous Hemorrhage,8,34,33,272 -Nocturia,3,89,83,267 -Apraxias,9,27,27,243 +Acute Coronary Syndrome,6,47,46,282 +Pruritus Ani,6,43,39,258 +Eye Pain,7,36,35,252 +Agnosia,7,36,36,252 +"Hearing Loss, Bilateral",8,30,29,240 +"Hearing Loss, Noise-Induced",3,80,74,240 "Diarrhea, Infantile",7,34,28,238 -Flank Pain,9,25,25,225 -Brain Death,9,24,24,216 -Mouth Breathing,5,43,42,215 -Pain Threshold,7,29,28,203 +Tremor,5,46,45,230 +Choroid Hemorrhage,6,34,33,204 Sarcopenia,5,39,38,195 -Dysuria,6,32,30,192 "Hearing Loss, Central",6,32,31,192 -"Dyslexia, Acquired",7,27,27,189 -Hyphema,5,34,33,170 -Spinocerebellar Ataxias,6,26,26,156 -Kearns-Sayre Syndrome,5,30,30,150 -"Aphasia, Broca",5,27,27,135 -Photophobia,4,27,27,108 +Hiccup,7,27,27,189 +Phantom Limb,6,30,28,180 +Thinness,5,36,35,180 +Stuttering,6,25,25,150 +Gait Ataxia,6,22,22,132 +Huntington Disease,8,16,16,128 +"Syncope, Vasovagal",4,32,32,128 +Miosis,4,27,27,108 Athetosis,3,36,36,108 -Acute Pain,3,28,27,84 +"Purpura, Hyperglobulinemic",4,24,20,96 +Metatarsalgia,3,27,25,81 Toothache,5,16,16,80 Ageusia,3,26,24,78 -Hyperacusis,4,19,18,76 -"Dyspnea, Paroxysmal",2,38,37,76 -Stupor,3,25,25,75 -"Urinary Incontinence, Urge",3,25,25,75 +Rett Syndrome,3,25,25,75 Post-Exercise Hypotension,1,68,63,68 -Obesity Hypoventilation Syndrome,3,20,20,60 Fasciculation,4,15,15,60 -Lesch-Nyhan Syndrome,6,10,10,60 -"Angina, Stable",2,28,27,56 -"Ophthalmoplegia, Chronic Progressive External",2,27,27,54 -Livedo Reticularis,4,13,13,52 -Hyperphagia,3,15,15,45 -Anomia,4,11,11,44 +Dyssomnias,2,29,28,58 +Hyperemesis Gravidarum,3,18,18,54 +Respiratory Paralysis,4,13,13,52 +Nocturnal Paroxysmal Dystonia,2,25,25,50 +Hyperesthesia,3,14,13,42 Gerstmann Syndrome,3,13,13,39 -Insulin Coma,3,11,10,33 -Myalgia,1,29,28,29 +Polydipsia,4,9,9,36 +Urinoma,3,12,12,36 +Eructation,2,15,13,30 Ophthalmoplegic Migraine,2,14,14,28 +Sleep Arousal Disorders,1,25,25,25 +Aphonia,3,8,8,24 +Reticulocytosis,2,11,9,22 +Adrenoleukodystrophy,2,11,11,22 Muscle Hypertonia,2,11,11,22 -"Supranuclear Palsy, Progressive",4,5,5,20 -Schnitzler Syndrome,1,15,14,15 +Halitosis,4,4,4,16 +"Apraxia, Ideomotor",3,5,5,15 +Orthostatic Intolerance,1,11,11,11 Prader-Willi Syndrome,1,11,11,11 +Susac Syndrome,1,11,11,11 +"Aphasia, Primary Progressive",2,4,4,8 Benign Paroxysmal Positional Vertigo,1,7,7,7 -Alice in Wonderland Syndrome,1,7,7,7 +Anhedonia,4,1,1,4 Striae Distensae,1,2,2,2 Fetal Weight,2,1,1,2 -Failed Back Surgery Syndrome,1,0,0,0 -Tics,2,0,0,0 -Labor Pain,1,0,0,0 -"Hypersomnolence, Idiopathic",1,0,0,0 -Systolic Murmurs,1,0,0,0 -Sleep Bruxism,1,0,0,0 -"Akathisia, Drug-Induced",7,0,0,0 -Cataplexy,1,0,0,0 +Wolfram Syndrome,1,1,1,1 +"Dyskinesia, Drug-Induced",5,0,0,0 Nocturnal Myoclonus Syndrome,5,0,0,0 -Waterhouse-Friderichsen Syndrome,1,0,0,0 diff --git a/schnellerereETL.py b/schnellerereETL.py index e527142..6963bff 100644 --- a/schnellerereETL.py +++ b/schnellerereETL.py @@ -228,7 +228,7 @@ for disease_id in list(disease_ids)[:100]: existing_treatments = disease_to_drugs[disease_id] new_candidates = candidate_drugs - existing_treatments - for drug_id in list(new_candidates)[:3]: + for drug_id in list(new_candidates)[:10]: repurposing_candidates.append({ 'disease': node_id_to_name.get(disease_id, disease_id), 'candidate_drug': node_id_to_name.get(drug_id, drug_id),