adjust dashboard

This commit is contained in:
Philipp Jacoby
2026-02-08 15:13:45 +01:00
parent 23efc52da9
commit 142ef81125
5 changed files with 1112 additions and 434 deletions

View File

@@ -489,7 +489,7 @@ try:
st.warning("Network data not available. Run the ETL script to generate this visualization.") st.warning("Network data not available. Run the ETL script to generate this visualization.")
# COMPARE DRUGS PAGE # COMPARE DRUGS PAGE
elif page == "Compare Drugs 🆕": elif page == "Compare Drugs":
st.header("⚖️ Compare Drugs Side-by-Side") st.header("⚖️ Compare Drugs Side-by-Side")
drug_names = sorted(super_drugs['name'].unique()) drug_names = sorted(super_drugs['name'].unique())
@@ -541,7 +541,7 @@ try:
# Winner determination # Winner determination
st.markdown("---") st.markdown("---")
st.subheader("🏆 Recommendation") st.subheader("Recommendation")
if drug1_data['super_score'] > drug2_data['super_score']: 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})") st.success(f"**{drug1}** has a better benefit/risk ratio (Super Score: {drug1_data['super_score']:.2f})")

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@@ -2,22 +2,22 @@ name,num_diseases_treated,num_side_effects,super_score
Dacarbazine,7,0,7.0 Dacarbazine,7,0,7.0
Sulfasalazine,4,0,4.0 Sulfasalazine,4,0,4.0
Cholecalciferol,3,0,3.0 Cholecalciferol,3,0,3.0
Balsalazide,2,0,2.0
Cytarabine,2,0,2.0 Cytarabine,2,0,2.0
Atorvastatin,2,0,2.0 Atorvastatin,2,0,2.0
Balsalazide,2,0,2.0
Carboplatin,9,7,1.125 Carboplatin,9,7,1.125
Olsalazine,1,0,1.0
Doxycycline,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 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 Physostigmine,1,6,0.14285714285714285
Dactinomycin,10,75,0.13157894736842105 Dactinomycin,10,75,0.13157894736842105
Vinblastine,7,59,0.11666666666666667 Vinblastine,7,59,0.11666666666666667
@@ -43,13 +43,13 @@ Chlorambucil,4,83,0.047619047619047616
Tiludronate,1,20,0.047619047619047616 Tiludronate,1,20,0.047619047619047616
Cisplatin,8,169,0.047058823529411764 Cisplatin,8,169,0.047058823529411764
Methylprednisolone,10,216,0.04608294930875576 Methylprednisolone,10,216,0.04608294930875576
Calcipotriol,1,21,0.045454545454545456
Beclomethasone,2,43,0.045454545454545456 Beclomethasone,2,43,0.045454545454545456
Methamphetamine,1,21,0.045454545454545456 Methamphetamine,1,21,0.045454545454545456
Lomustine,2,44,0.044444444444444446 Calcipotriol,1,21,0.045454545454545456
Fluocinonide,2,44,0.044444444444444446 Fluocinonide,2,44,0.044444444444444446
Betamethasone,11,249,0.044 Lomustine,2,44,0.044444444444444446
Dexamethasone,11,249,0.044 Dexamethasone,11,249,0.044
Betamethasone,11,249,0.044
Teniposide,3,70,0.04225352112676056 Teniposide,3,70,0.04225352112676056
Miglitol,1,23,0.041666666666666664 Miglitol,1,23,0.041666666666666664
Benzphetamine,1,23,0.041666666666666664 Benzphetamine,1,23,0.041666666666666664
@@ -62,23 +62,23 @@ Topotecan,4,111,0.03571428571428571
Dyphylline,1,27,0.03571428571428571 Dyphylline,1,27,0.03571428571428571
Mecamylamine,1,27,0.03571428571428571 Mecamylamine,1,27,0.03571428571428571
Spironolactone,2,56,0.03508771929824561 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 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 Melphalan,4,117,0.03389830508474576
Mitoxantrone,6,177,0.033707865168539325
Irinotecan,6,177,0.033707865168539325 Irinotecan,6,177,0.033707865168539325
Isoprenaline,1,29,0.03333333333333333 Mitoxantrone,6,177,0.033707865168539325
Phendimetrazine,1,29,0.03333333333333333 Phendimetrazine,1,29,0.03333333333333333
Isoprenaline,1,29,0.03333333333333333
Doxorubicin,17,511,0.033203125 Doxorubicin,17,511,0.033203125
Tolbutamide,1,30,0.03225806451612903 Tolbutamide,1,30,0.03225806451612903
Gemcitabine,6,189,0.031578947368421054 Gemcitabine,6,189,0.031578947368421054
Tioguanine,1,31,0.03125 Tioguanine,1,31,0.03125
Etidronic acid,2,63,0.03125
Fluoxymesterone,1,31,0.03125 Fluoxymesterone,1,31,0.03125
Etidronic acid,2,63,0.03125
Hydroxyurea,4,130,0.030534351145038167 Hydroxyurea,4,130,0.030534351145038167
Terbutaline,1,32,0.030303030303030304 Terbutaline,1,32,0.030303030303030304
Docetaxel,9,297,0.030201342281879196 Docetaxel,9,297,0.030201342281879196
@@ -91,21 +91,21 @@ Epirubicin,14,511,0.02734375
Valsartan,3,110,0.02702702702702703 Valsartan,3,110,0.02702702702702703
Methimazole,1,36,0.02702702702702703 Methimazole,1,36,0.02702702702702703
Acetazolamide,2,74,0.02666666666666667 Acetazolamide,2,74,0.02666666666666667
Tolazamide,1,38,0.02564102564102564
Chlorpropamide,1,38,0.02564102564102564 Chlorpropamide,1,38,0.02564102564102564
Metipranolol,1,38,0.02564102564102564 Metipranolol,1,38,0.02564102564102564
Tolazamide,1,38,0.02564102564102564
Propantheline,1,39,0.025
Linagliptin,1,39,0.025 Linagliptin,1,39,0.025
Disulfiram,1,39,0.025 Disulfiram,1,39,0.025
Propantheline,1,39,0.025
Rosuvastatin,2,80,0.024691358024691357 Rosuvastatin,2,80,0.024691358024691357
Hydroflumethiazide,1,40,0.024390243902439025 Hydroflumethiazide,1,40,0.024390243902439025
Vinorelbine,4,164,0.024242424242424242 Vinorelbine,4,164,0.024242424242424242
Amobarbital,1,41,0.023809523809523808 Amobarbital,1,41,0.023809523809523808
Acarbose,1,42,0.023255813953488372 Acarbose,1,42,0.023255813953488372
Acetylsalicylic acid,2,86,0.022988505747126436 Acetylsalicylic acid,2,86,0.022988505747126436
Ethacrynic acid,1,43,0.022727272727272728
Phenylpropanolamine,1,43,0.022727272727272728
Reserpine,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 Montelukast,3,132,0.022556390977443608
Colchicine,2,88,0.02247191011235955 Colchicine,2,88,0.02247191011235955
Calcium Acetate,1,44,0.022222222222222223 Calcium Acetate,1,44,0.022222222222222223
@@ -115,26 +115,26 @@ Primidone,1,45,0.021739130434782608
Tazarotene,1,45,0.021739130434782608 Tazarotene,1,45,0.021739130434782608
Thiotepa,4,184,0.021621621621621623 Thiotepa,4,184,0.021621621621621623
Metformin,3,139,0.02142857142857143 Metformin,3,139,0.02142857142857143
Nateglinide,1,46,0.02127659574468085
Carteolol,1,46,0.02127659574468085 Carteolol,1,46,0.02127659574468085
Nateglinide,1,46,0.02127659574468085
Alendronate,2,94,0.021052631578947368 Alendronate,2,94,0.021052631578947368
Fenoldopam,1,47,0.020833333333333332
Aminophylline,2,95,0.020833333333333332 Aminophylline,2,95,0.020833333333333332
Fenoldopam,1,47,0.020833333333333332
Ketotifen,1,48,0.02040816326530612 Ketotifen,1,48,0.02040816326530612
Phentermine,1,48,0.02040816326530612
Diclofenamide,1,48,0.02040816326530612 Diclofenamide,1,48,0.02040816326530612
Idarubicin,2,98,0.020202020202020204 Phentermine,1,48,0.02040816326530612
Raloxifene,2,98,0.020202020202020204 Raloxifene,2,98,0.020202020202020204
Idarubicin,2,98,0.020202020202020204
Captopril,3,148,0.020134228187919462 Captopril,3,148,0.020134228187919462
Pitavastatin,1,49,0.02 Pitavastatin,1,49,0.02
Nebivolol,1,50,0.0196078431372549
Erlotinib,3,152,0.0196078431372549 Erlotinib,3,152,0.0196078431372549
Nebivolol,1,50,0.0196078431372549
Glyburide,2,102,0.019417475728155338 Glyburide,2,102,0.019417475728155338
Ramipril,4,206,0.01932367149758454 Ramipril,4,206,0.01932367149758454
Carbachol,1,51,0.019230769230769232 Carbachol,1,51,0.019230769230769232
Desonide,1,52,0.018867924528301886 Desonide,1,52,0.018867924528301886
Zileuton,1,52,0.018867924528301886
Valrubicin,1,52,0.018867924528301886 Valrubicin,1,52,0.018867924528301886
Zileuton,1,52,0.018867924528301886
Calcitriol,2,106,0.018691588785046728 Calcitriol,2,106,0.018691588785046728
Levobunolol,1,53,0.018518518518518517 Levobunolol,1,53,0.018518518518518517
Timolol,4,218,0.0182648401826484 Timolol,4,218,0.0182648401826484
@@ -148,8 +148,8 @@ Propranolol,2,112,0.017699115044247787
Furosemide,3,171,0.01744186046511628 Furosemide,3,171,0.01744186046511628
Torasemide,1,58,0.01694915254237288 Torasemide,1,58,0.01694915254237288
Nedocromil,1,58,0.01694915254237288 Nedocromil,1,58,0.01694915254237288
Methazolamide,1,59,0.016666666666666666
Pirbuterol,1,59,0.016666666666666666 Pirbuterol,1,59,0.016666666666666666
Methazolamide,1,59,0.016666666666666666
Temozolomide,4,241,0.01652892561983471 Temozolomide,4,241,0.01652892561983471
Lovastatin,2,121,0.01639344262295082 Lovastatin,2,121,0.01639344262295082
Losartan,3,187,0.015957446808510637 Losartan,3,187,0.015957446808510637
@@ -158,46 +158,46 @@ Chlorothiazide,1,62,0.015873015873015872
Ezetimibe,2,127,0.015625 Ezetimibe,2,127,0.015625
Entecavir,1,63,0.015625 Entecavir,1,63,0.015625
Latanoprost,1,64,0.015384615384615385 Latanoprost,1,64,0.015384615384615385
Lisinopril,4,263,0.015151515151515152
Fluticasone furoate,1,65,0.015151515151515152
Chlorthalidone,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 Sorafenib,3,198,0.01507537688442211
Prazosin,1,66,0.014925373134328358
Repaglinide,1,66,0.014925373134328358
Bumetanide,1,66,0.014925373134328358 Bumetanide,1,66,0.014925373134328358
Estramustine,1,66,0.014925373134328358 Estramustine,1,66,0.014925373134328358
Repaglinide,1,66,0.014925373134328358
Prazosin,1,66,0.014925373134328358
Flunisolide,2,133,0.014925373134328358 Flunisolide,2,133,0.014925373134328358
Eplerenone,2,134,0.014814814814814815 Eplerenone,2,134,0.014814814814814815
Vorinostat,1,67,0.014705882352941176 Vorinostat,1,67,0.014705882352941176
Adefovir Dipivoxil,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 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 Verapamil,2,138,0.014388489208633094
Roflumilast,1,69,0.014285714285714285 Roflumilast,1,69,0.014285714285714285
Levothyroxine,1,71,0.013888888888888888
Simvastatin,2,143,0.013888888888888888
Dextrothyroxine,1,71,0.013888888888888888 Dextrothyroxine,1,71,0.013888888888888888
Abiraterone,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 Fluocinolone Acetonide,2,143,0.013888888888888888
Fludarabine,2,145,0.0136986301369863 Fludarabine,2,145,0.0136986301369863
Floxuridine,1,72,0.0136986301369863 Floxuridine,1,72,0.0136986301369863
Lapatinib,1,73,0.013513513513513514
Amprenavir,1,73,0.013513513513513514 Amprenavir,1,73,0.013513513513513514
Desloratadine,1,73,0.013513513513513514 Desloratadine,1,73,0.013513513513513514
Lapatinib,1,73,0.013513513513513514
Estrone,1,74,0.013333333333333334 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 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 Cimetidine,1,77,0.01282051282051282
Sulfadiazine,1,78,0.012658227848101266 Sulfadiazine,1,78,0.012658227848101266
Leflunomide,3,240,0.012448132780082987 Leflunomide,3,240,0.012448132780082987
Capecitabine,6,483,0.012396694214876033 Capecitabine,6,483,0.012396694214876033
Risedronate,2,163,0.012195121951219513 Risedronate,2,163,0.012195121951219513
Candesartan,1,83,0.011904761904761904
Olmesartan,2,167,0.011904761904761904 Olmesartan,2,167,0.011904761904761904
Candesartan,1,83,0.011904761904761904
Phenobarbital,1,84,0.011764705882352941 Phenobarbital,1,84,0.011764705882352941
Orlistat,2,170,0.011695906432748537 Orlistat,2,170,0.011695906432748537
Cyclosporine,4,344,0.011594202898550725 Cyclosporine,4,344,0.011594202898550725
@@ -206,11 +206,11 @@ Methyldopa,1,86,0.011494252873563218
Niacin,2,177,0.011235955056179775 Niacin,2,177,0.011235955056179775
Rufinamide,1,88,0.011235955056179775 Rufinamide,1,88,0.011235955056179775
Nilutamide,1,89,0.011111111111111112 Nilutamide,1,89,0.011111111111111112
Hydralazine,1,90,0.01098901098901099 Fingolimod,1,90,0.01098901098901099
Fulvestrant,1,90,0.01098901098901099 Fulvestrant,1,90,0.01098901098901099
Amiloride,1,90,0.01098901098901099 Amiloride,1,90,0.01098901098901099
Flutamide,1,90,0.01098901098901099 Flutamide,1,90,0.01098901098901099
Fingolimod,1,90,0.01098901098901099 Hydralazine,1,90,0.01098901098901099
Pravastatin,2,184,0.010810810810810811 Pravastatin,2,184,0.010810810810810811
Didanosine,1,92,0.010752688172043012 Didanosine,1,92,0.010752688172043012
Pamidronate,2,185,0.010752688172043012 Pamidronate,2,185,0.010752688172043012
@@ -218,8 +218,8 @@ Clonidine,2,186,0.0106951871657754
Cladribine,2,186,0.0106951871657754 Cladribine,2,186,0.0106951871657754
Toremifene,1,93,0.010638297872340425 Toremifene,1,93,0.010638297872340425
Pindolol,1,93,0.010638297872340425 Pindolol,1,93,0.010638297872340425
Arformoterol,2,188,0.010582010582010581
Formoterol,2,188,0.010582010582010581 Formoterol,2,188,0.010582010582010581
Arformoterol,2,188,0.010582010582010581
Ciclesonide,1,96,0.010309278350515464 Ciclesonide,1,96,0.010309278350515464
Quinapril,1,97,0.01020408163265306 Quinapril,1,97,0.01020408163265306
Trandolapril,2,198,0.010050251256281407 Trandolapril,2,198,0.010050251256281407
@@ -227,49 +227,49 @@ Crizotinib,1,99,0.01
Enalapril,2,200,0.009950248756218905 Enalapril,2,200,0.009950248756218905
Benazepril,1,101,0.00980392156862745 Benazepril,1,101,0.00980392156862745
Nadolol,1,102,0.009708737864077669 Nadolol,1,102,0.009708737864077669
Lacosamide,1,103,0.009615384615384616
Telbivudine,1,103,0.009615384615384616
Ifosfamide,3,311,0.009615384615384616 Ifosfamide,3,311,0.009615384615384616
Telbivudine,1,103,0.009615384615384616
Lacosamide,1,103,0.009615384615384616
Telmisartan,2,207,0.009615384615384616 Telmisartan,2,207,0.009615384615384616
Estradiol valerate/Dienogest,1,104,0.009523809523809525 Estradiol valerate/Dienogest,1,104,0.009523809523809525
Glipizide,1,106,0.009345794392523364
Isradipine,1,106,0.009345794392523364 Isradipine,1,106,0.009345794392523364
Glipizide,1,106,0.009345794392523364
Guanfacine,1,107,0.009259259259259259 Guanfacine,1,107,0.009259259259259259
Lamivudine,2,216,0.009216589861751152 Lamivudine,2,216,0.009216589861751152
Nicardipine,1,108,0.009174311926605505
Salbutamol,2,217,0.009174311926605505 Salbutamol,2,217,0.009174311926605505
Olopatadine,1,108,0.009174311926605505 Olopatadine,1,108,0.009174311926605505
Nicardipine,1,108,0.009174311926605505
Paclitaxel,4,442,0.009029345372460496 Paclitaxel,4,442,0.009029345372460496
Tamoxifen,2,222,0.008968609865470852 Tamoxifen,2,222,0.008968609865470852
Clobazam,1,111,0.008928571428571428
Felodipine,1,111,0.008928571428571428 Felodipine,1,111,0.008928571428571428
Clobazam,1,111,0.008928571428571428
Metolazone,1,111,0.008928571428571428 Metolazone,1,111,0.008928571428571428
Apraclonidine,1,112,0.008849557522123894 Apraclonidine,1,112,0.008849557522123894
Zoledronate,2,232,0.008583690987124463 Zoledronate,2,232,0.008583690987124463
Gemfibrozil,1,116,0.008547008547008548 Gemfibrozil,1,116,0.008547008547008548
Budesonide,2,235,0.00847457627118644 Budesonide,2,235,0.00847457627118644
Esmolol,1,118,0.008403361344537815
Degarelix,1,118,0.008403361344537815
Pioglitazone,1,118,0.008403361344537815 Pioglitazone,1,118,0.008403361344537815
Degarelix,1,118,0.008403361344537815
Esmolol,1,118,0.008403361344537815
Perindopril,2,239,0.008333333333333333 Perindopril,2,239,0.008333333333333333
Irbesartan,2,241,0.008264462809917356
Nevirapine,1,120,0.008264462809917356 Nevirapine,1,120,0.008264462809917356
Irbesartan,2,241,0.008264462809917356
Bimatoprost,1,121,0.00819672131147541 Bimatoprost,1,121,0.00819672131147541
Cromoglicic acid,1,122,0.008130081300813009
Terazosin,1,122,0.008130081300813009 Terazosin,1,122,0.008130081300813009
Penicillamine,1,122,0.008130081300813009 Penicillamine,1,122,0.008130081300813009
Cromoglicic acid,1,122,0.008130081300813009
Hydrochlorothiazide,2,246,0.008097165991902834 Hydrochlorothiazide,2,246,0.008097165991902834
Ticagrelor,1,123,0.008064516129032258 Ticagrelor,1,123,0.008064516129032258
Pimecrolimus,1,124,0.008 Pimecrolimus,1,124,0.008
Pemetrexed,1,124,0.008
Goserelin,2,249,0.008 Goserelin,2,249,0.008
Pemetrexed,1,124,0.008
Glimepiride,1,126,0.007874015748031496 Glimepiride,1,126,0.007874015748031496
Gefitinib,1,126,0.007874015748031496 Gefitinib,1,126,0.007874015748031496
Sitagliptin,1,127,0.0078125
Conjugated Estrogens,2,255,0.0078125 Conjugated Estrogens,2,255,0.0078125
Sitagliptin,1,127,0.0078125
Exemestane,1,128,0.007751937984496124 Exemestane,1,128,0.007751937984496124
Acebutolol,1,130,0.007633587786259542
Nelfinavir,1,130,0.007633587786259542 Nelfinavir,1,130,0.007633587786259542
Acebutolol,1,130,0.007633587786259542
Stavudine,1,131,0.007575757575757576 Stavudine,1,131,0.007575757575757576
Betaxolol,2,263,0.007575757575757576 Betaxolol,2,263,0.007575757575757576
Labetalol,1,133,0.007462686567164179 Labetalol,1,133,0.007462686567164179
@@ -281,13 +281,13 @@ Ixabepilone,1,148,0.006711409395973154
Nelarabine,1,150,0.006622516556291391 Nelarabine,1,150,0.006622516556291391
Ipratropium bromide,1,153,0.006493506493506494 Ipratropium bromide,1,153,0.006493506493506494
Liotrix,1,153,0.006493506493506494 Liotrix,1,153,0.006493506493506494
Amlodipine,1,155,0.00641025641025641
Nisoldipine,1,155,0.00641025641025641 Nisoldipine,1,155,0.00641025641025641
Amlodipine,1,155,0.00641025641025641
Mycophenolate mofetil,3,488,0.006134969325153374 Mycophenolate mofetil,3,488,0.006134969325153374
Valproic Acid,2,326,0.0061162079510703364 Valproic Acid,2,326,0.0061162079510703364
Sunitinib,2,327,0.006097560975609756 Sunitinib,2,327,0.006097560975609756
Clindamycin,1,163,0.006097560975609756
Bromocriptine,1,163,0.006097560975609756 Bromocriptine,1,163,0.006097560975609756
Clindamycin,1,163,0.006097560975609756
Brimonidine,1,164,0.006060606060606061 Brimonidine,1,164,0.006060606060606061
Fluticasone Propionate,1,166,0.005988023952095809 Fluticasone Propionate,1,166,0.005988023952095809
Salmeterol,1,167,0.005952380952380952 Salmeterol,1,167,0.005952380952380952
@@ -304,8 +304,8 @@ Anagrelide,1,179,0.005555555555555556
Estropipate,1,181,0.005494505494505495 Estropipate,1,181,0.005494505494505495
Metoprolol,1,181,0.005494505494505495 Metoprolol,1,181,0.005494505494505495
Guanabenz,1,181,0.005494505494505495 Guanabenz,1,181,0.005494505494505495
Dorzolamide,1,184,0.005405405405405406
Galantamine,1,184,0.005405405405405406 Galantamine,1,184,0.005405405405405406
Dorzolamide,1,184,0.005405405405405406
Nicotine,1,185,0.005376344086021506 Nicotine,1,185,0.005376344086021506
Travoprost,1,186,0.0053475935828877 Travoprost,1,186,0.0053475935828877
Zidovudine,1,186,0.0053475935828877 Zidovudine,1,186,0.0053475935828877
@@ -340,9 +340,9 @@ Indapamide,1,243,0.004098360655737705
Diltiazem,1,243,0.004098360655737705 Diltiazem,1,243,0.004098360655737705
Carvedilol,1,249,0.004 Carvedilol,1,249,0.004
Busulfan,1,254,0.00392156862745098 Busulfan,1,254,0.00392156862745098
Cetirizine,1,255,0.00390625
Felbamate,1,255,0.00390625
Allopurinol,1,255,0.00390625 Allopurinol,1,255,0.00390625
Felbamate,1,255,0.00390625
Cetirizine,1,255,0.00390625
Doxazosin,1,256,0.0038910505836575876 Doxazosin,1,256,0.0038910505836575876
Efavirenz,1,257,0.003875968992248062 Efavirenz,1,257,0.003875968992248062
Gabapentin,2,521,0.0038314176245210726 Gabapentin,2,521,0.0038314176245210726
@@ -354,8 +354,8 @@ Zonisamide,1,269,0.003703703703703704
Nifedipine,1,273,0.0036496350364963502 Nifedipine,1,273,0.0036496350364963502
Acitretin,1,284,0.0035087719298245615 Acitretin,1,284,0.0035087719298245615
Delavirdine,1,287,0.003472222222222222 Delavirdine,1,287,0.003472222222222222
Dasatinib,1,288,0.0034602076124567475
Bexarotene,1,288,0.0034602076124567475 Bexarotene,1,288,0.0034602076124567475
Dasatinib,1,288,0.0034602076124567475
Clonazepam,1,295,0.0033783783783783786 Clonazepam,1,295,0.0033783783783783786
Octreotide,1,295,0.0033783783783783786 Octreotide,1,295,0.0033783783783783786
Varenicline,1,297,0.003355704697986577 Varenicline,1,297,0.003355704697986577
@@ -377,8 +377,8 @@ Medroxyprogesterone Acetate,1,403,0.0024752475247524753
Riluzole,1,408,0.0024449877750611247 Riluzole,1,408,0.0024449877750611247
Everolimus,1,417,0.0023923444976076554 Everolimus,1,417,0.0023923444976076554
Memantine,1,443,0.0022522522522522522 Memantine,1,443,0.0022522522522522522
Tretinoin,1,453,0.0022026431718061676
Isotretinoin,1,453,0.0022026431718061676 Isotretinoin,1,453,0.0022026431718061676
Tretinoin,1,453,0.0022026431718061676
Rivastigmine,1,468,0.0021321961620469083 Rivastigmine,1,468,0.0021321961620469083
Lenalidomide,1,502,0.0019880715705765406 Lenalidomide,1,502,0.0019880715705765406
Bupropion,1,520,0.0019193857965451055 Bupropion,1,520,0.0019193857965451055
1 name num_diseases_treated num_side_effects super_score
2 Dacarbazine 7 0 7.0
3 Sulfasalazine 4 0 4.0
4 Cholecalciferol 3 0 3.0
Balsalazide 2 0 2.0
5 Cytarabine 2 0 2.0
6 Atorvastatin 2 0 2.0
7 Balsalazide 2 0 2.0
8 Carboplatin 9 7 1.125
Olsalazine 1 0 1.0
9 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
10 Isoetarine 1 0 1.0
11 Moexipril 1 0 1.0
12 Olsalazine 1 0 1.0
13 Rifampicin 1 0 1.0
14 Vitamin C 1 0 1.0
15 Eribulin 1 0 1.0
16 Artemether 1 0 1.0
17 Guanethidine 1 0 1.0
18 Lopinavir 1 0 1.0
19 Guanadrel 1 0 1.0
20 Minoxidil 1 0 1.0
21 Physostigmine 1 6 0.14285714285714285
22 Dactinomycin 10 75 0.13157894736842105
23 Vinblastine 7 59 0.11666666666666667
43 Tiludronate 1 20 0.047619047619047616
44 Cisplatin 8 169 0.047058823529411764
45 Methylprednisolone 10 216 0.04608294930875576
Calcipotriol 1 21 0.045454545454545456
46 Beclomethasone 2 43 0.045454545454545456
47 Methamphetamine 1 21 0.045454545454545456
48 Lomustine Calcipotriol 2 1 44 21 0.044444444444444446 0.045454545454545456
49 Fluocinonide 2 44 0.044444444444444446
50 Betamethasone Lomustine 11 2 249 44 0.044 0.044444444444444446
51 Dexamethasone 11 249 0.044
52 Betamethasone 11 249 0.044
53 Teniposide 3 70 0.04225352112676056
54 Miglitol 1 23 0.041666666666666664
55 Benzphetamine 1 23 0.041666666666666664
62 Dyphylline 1 27 0.03571428571428571
63 Mecamylamine 1 27 0.03571428571428571
64 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
65 Hydrocortisone 8 231 0.034482758620689655
66 Diphenhydramine 2 57 0.034482758620689655
67 Dimenhydrinate 2 57 0.034482758620689655
68 Triamterene 1 28 0.034482758620689655
69 Probenecid 1 28 0.034482758620689655
70 Proguanil 1 28 0.034482758620689655
71 Melphalan 4 117 0.03389830508474576
Mitoxantrone 6 177 0.033707865168539325
72 Irinotecan 6 177 0.033707865168539325
73 Isoprenaline Mitoxantrone 1 6 29 177 0.03333333333333333 0.033707865168539325
74 Phendimetrazine 1 29 0.03333333333333333
75 Isoprenaline 1 29 0.03333333333333333
76 Doxorubicin 17 511 0.033203125
77 Tolbutamide 1 30 0.03225806451612903
78 Gemcitabine 6 189 0.031578947368421054
79 Tioguanine 1 31 0.03125
Etidronic acid 2 63 0.03125
80 Fluoxymesterone 1 31 0.03125
81 Etidronic acid 2 63 0.03125
82 Hydroxyurea 4 130 0.030534351145038167
83 Terbutaline 1 32 0.030303030303030304
84 Docetaxel 9 297 0.030201342281879196
91 Valsartan 3 110 0.02702702702702703
92 Methimazole 1 36 0.02702702702702703
93 Acetazolamide 2 74 0.02666666666666667
94 Tolazamide 1 38 0.02564102564102564
95 Chlorpropamide 1 38 0.02564102564102564
96 Metipranolol 1 38 0.02564102564102564
Tolazamide 1 38 0.02564102564102564
Propantheline 1 39 0.025
97 Linagliptin 1 39 0.025
98 Disulfiram 1 39 0.025
99 Propantheline 1 39 0.025
100 Rosuvastatin 2 80 0.024691358024691357
101 Hydroflumethiazide 1 40 0.024390243902439025
102 Vinorelbine 4 164 0.024242424242424242
103 Amobarbital 1 41 0.023809523809523808
104 Acarbose 1 42 0.023255813953488372
105 Acetylsalicylic acid 2 86 0.022988505747126436
Ethacrynic acid 1 43 0.022727272727272728
Phenylpropanolamine 1 43 0.022727272727272728
106 Reserpine 1 43 0.022727272727272728
107 Phenylpropanolamine 1 43 0.022727272727272728
108 Ethacrynic acid 1 43 0.022727272727272728
109 Montelukast 3 132 0.022556390977443608
110 Colchicine 2 88 0.02247191011235955
111 Calcium Acetate 1 44 0.022222222222222223
115 Tazarotene 1 45 0.021739130434782608
116 Thiotepa 4 184 0.021621621621621623
117 Metformin 3 139 0.02142857142857143
Nateglinide 1 46 0.02127659574468085
118 Carteolol 1 46 0.02127659574468085
119 Nateglinide 1 46 0.02127659574468085
120 Alendronate 2 94 0.021052631578947368
Fenoldopam 1 47 0.020833333333333332
121 Aminophylline 2 95 0.020833333333333332
122 Fenoldopam 1 47 0.020833333333333332
123 Ketotifen 1 48 0.02040816326530612
Phentermine 1 48 0.02040816326530612
124 Diclofenamide 1 48 0.02040816326530612
125 Idarubicin Phentermine 2 1 98 48 0.020202020202020204 0.02040816326530612
126 Raloxifene 2 98 0.020202020202020204
127 Idarubicin 2 98 0.020202020202020204
128 Captopril 3 148 0.020134228187919462
129 Pitavastatin 1 49 0.02
Nebivolol 1 50 0.0196078431372549
130 Erlotinib 3 152 0.0196078431372549
131 Nebivolol 1 50 0.0196078431372549
132 Glyburide 2 102 0.019417475728155338
133 Ramipril 4 206 0.01932367149758454
134 Carbachol 1 51 0.019230769230769232
135 Desonide 1 52 0.018867924528301886
Zileuton 1 52 0.018867924528301886
136 Valrubicin 1 52 0.018867924528301886
137 Zileuton 1 52 0.018867924528301886
138 Calcitriol 2 106 0.018691588785046728
139 Levobunolol 1 53 0.018518518518518517
140 Timolol 4 218 0.0182648401826484
148 Furosemide 3 171 0.01744186046511628
149 Torasemide 1 58 0.01694915254237288
150 Nedocromil 1 58 0.01694915254237288
Methazolamide 1 59 0.016666666666666666
151 Pirbuterol 1 59 0.016666666666666666
152 Methazolamide 1 59 0.016666666666666666
153 Temozolomide 4 241 0.01652892561983471
154 Lovastatin 2 121 0.01639344262295082
155 Losartan 3 187 0.015957446808510637
158 Ezetimibe 2 127 0.015625
159 Entecavir 1 63 0.015625
160 Latanoprost 1 64 0.015384615384615385
Lisinopril 4 263 0.015151515151515152
Fluticasone furoate 1 65 0.015151515151515152
161 Chlorthalidone 1 65 0.015151515151515152
162 Fluticasone furoate 1 65 0.015151515151515152
163 Lisinopril 4 263 0.015151515151515152
164 Sorafenib 3 198 0.01507537688442211
Prazosin 1 66 0.014925373134328358
Repaglinide 1 66 0.014925373134328358
165 Bumetanide 1 66 0.014925373134328358
166 Estramustine 1 66 0.014925373134328358
167 Repaglinide 1 66 0.014925373134328358
168 Prazosin 1 66 0.014925373134328358
169 Flunisolide 2 133 0.014925373134328358
170 Eplerenone 2 134 0.014814814814814815
171 Vorinostat 1 67 0.014705882352941176
172 Adefovir Dipivoxil 1 67 0.014705882352941176
Procarbazine 2 137 0.014492753623188406
Diethylpropion 1 68 0.014492753623188406
Clobetasol propionate 1 68 0.014492753623188406
173 Cyproheptadine 1 68 0.014492753623188406
174 Procarbazine 2 137 0.014492753623188406
175 Clobetasol propionate 1 68 0.014492753623188406
176 Diethylpropion 1 68 0.014492753623188406
177 Verapamil 2 138 0.014388489208633094
178 Roflumilast 1 69 0.014285714285714285
Levothyroxine 1 71 0.013888888888888888
Simvastatin 2 143 0.013888888888888888
179 Dextrothyroxine 1 71 0.013888888888888888
180 Abiraterone 1 71 0.013888888888888888
181 Levothyroxine 1 71 0.013888888888888888
182 Simvastatin 2 143 0.013888888888888888
183 Fluocinolone Acetonide 2 143 0.013888888888888888
184 Fludarabine 2 145 0.0136986301369863
185 Floxuridine 1 72 0.0136986301369863
186 Lapatinib 1 73 0.013513513513513514
187 Amprenavir 1 73 0.013513513513513514
188 Desloratadine 1 73 0.013513513513513514
Lapatinib 1 73 0.013513513513513514
189 Estrone 1 74 0.013333333333333334
Zafirlukast 1 76 0.012987012987012988
Bepridil 1 76 0.012987012987012988
Ethinyl Estradiol 2 153 0.012987012987012988
190 Rosiglitazone 1 76 0.012987012987012988
191 Bepridil 1 76 0.012987012987012988
192 Zafirlukast 1 76 0.012987012987012988
193 Ethinyl Estradiol 2 153 0.012987012987012988
194 Cimetidine 1 77 0.01282051282051282
195 Sulfadiazine 1 78 0.012658227848101266
196 Leflunomide 3 240 0.012448132780082987
197 Capecitabine 6 483 0.012396694214876033
198 Risedronate 2 163 0.012195121951219513
Candesartan 1 83 0.011904761904761904
199 Olmesartan 2 167 0.011904761904761904
200 Candesartan 1 83 0.011904761904761904
201 Phenobarbital 1 84 0.011764705882352941
202 Orlistat 2 170 0.011695906432748537
203 Cyclosporine 4 344 0.011594202898550725
206 Niacin 2 177 0.011235955056179775
207 Rufinamide 1 88 0.011235955056179775
208 Nilutamide 1 89 0.011111111111111112
209 Hydralazine Fingolimod 1 90 0.01098901098901099
210 Fulvestrant 1 90 0.01098901098901099
211 Amiloride 1 90 0.01098901098901099
212 Flutamide 1 90 0.01098901098901099
213 Fingolimod Hydralazine 1 90 0.01098901098901099
214 Pravastatin 2 184 0.010810810810810811
215 Didanosine 1 92 0.010752688172043012
216 Pamidronate 2 185 0.010752688172043012
218 Cladribine 2 186 0.0106951871657754
219 Toremifene 1 93 0.010638297872340425
220 Pindolol 1 93 0.010638297872340425
Arformoterol 2 188 0.010582010582010581
221 Formoterol 2 188 0.010582010582010581
222 Arformoterol 2 188 0.010582010582010581
223 Ciclesonide 1 96 0.010309278350515464
224 Quinapril 1 97 0.01020408163265306
225 Trandolapril 2 198 0.010050251256281407
227 Enalapril 2 200 0.009950248756218905
228 Benazepril 1 101 0.00980392156862745
229 Nadolol 1 102 0.009708737864077669
Lacosamide 1 103 0.009615384615384616
Telbivudine 1 103 0.009615384615384616
230 Ifosfamide 3 311 0.009615384615384616
231 Telbivudine 1 103 0.009615384615384616
232 Lacosamide 1 103 0.009615384615384616
233 Telmisartan 2 207 0.009615384615384616
234 Estradiol valerate/Dienogest 1 104 0.009523809523809525
Glipizide 1 106 0.009345794392523364
235 Isradipine 1 106 0.009345794392523364
236 Glipizide 1 106 0.009345794392523364
237 Guanfacine 1 107 0.009259259259259259
238 Lamivudine 2 216 0.009216589861751152
Nicardipine 1 108 0.009174311926605505
239 Salbutamol 2 217 0.009174311926605505
240 Olopatadine 1 108 0.009174311926605505
241 Nicardipine 1 108 0.009174311926605505
242 Paclitaxel 4 442 0.009029345372460496
243 Tamoxifen 2 222 0.008968609865470852
Clobazam 1 111 0.008928571428571428
244 Felodipine 1 111 0.008928571428571428
245 Clobazam 1 111 0.008928571428571428
246 Metolazone 1 111 0.008928571428571428
247 Apraclonidine 1 112 0.008849557522123894
248 Zoledronate 2 232 0.008583690987124463
249 Gemfibrozil 1 116 0.008547008547008548
250 Budesonide 2 235 0.00847457627118644
Esmolol 1 118 0.008403361344537815
Degarelix 1 118 0.008403361344537815
251 Pioglitazone 1 118 0.008403361344537815
252 Degarelix 1 118 0.008403361344537815
253 Esmolol 1 118 0.008403361344537815
254 Perindopril 2 239 0.008333333333333333
Irbesartan 2 241 0.008264462809917356
255 Nevirapine 1 120 0.008264462809917356
256 Irbesartan 2 241 0.008264462809917356
257 Bimatoprost 1 121 0.00819672131147541
258 Cromoglicic acid 1 122 0.008130081300813009
259 Terazosin 1 122 0.008130081300813009
260 Penicillamine 1 122 0.008130081300813009
Cromoglicic acid 1 122 0.008130081300813009
261 Hydrochlorothiazide 2 246 0.008097165991902834
262 Ticagrelor 1 123 0.008064516129032258
263 Pimecrolimus 1 124 0.008
Pemetrexed 1 124 0.008
264 Goserelin 2 249 0.008
265 Pemetrexed 1 124 0.008
266 Glimepiride 1 126 0.007874015748031496
267 Gefitinib 1 126 0.007874015748031496
Sitagliptin 1 127 0.0078125
268 Conjugated Estrogens 2 255 0.0078125
269 Sitagliptin 1 127 0.0078125
270 Exemestane 1 128 0.007751937984496124
Acebutolol 1 130 0.007633587786259542
271 Nelfinavir 1 130 0.007633587786259542
272 Acebutolol 1 130 0.007633587786259542
273 Stavudine 1 131 0.007575757575757576
274 Betaxolol 2 263 0.007575757575757576
275 Labetalol 1 133 0.007462686567164179
281 Nelarabine 1 150 0.006622516556291391
282 Ipratropium bromide 1 153 0.006493506493506494
283 Liotrix 1 153 0.006493506493506494
Amlodipine 1 155 0.00641025641025641
284 Nisoldipine 1 155 0.00641025641025641
285 Amlodipine 1 155 0.00641025641025641
286 Mycophenolate mofetil 3 488 0.006134969325153374
287 Valproic Acid 2 326 0.0061162079510703364
288 Sunitinib 2 327 0.006097560975609756
Clindamycin 1 163 0.006097560975609756
289 Bromocriptine 1 163 0.006097560975609756
290 Clindamycin 1 163 0.006097560975609756
291 Brimonidine 1 164 0.006060606060606061
292 Fluticasone Propionate 1 166 0.005988023952095809
293 Salmeterol 1 167 0.005952380952380952
304 Estropipate 1 181 0.005494505494505495
305 Metoprolol 1 181 0.005494505494505495
306 Guanabenz 1 181 0.005494505494505495
Dorzolamide 1 184 0.005405405405405406
307 Galantamine 1 184 0.005405405405405406
308 Dorzolamide 1 184 0.005405405405405406
309 Nicotine 1 185 0.005376344086021506
310 Travoprost 1 186 0.0053475935828877
311 Zidovudine 1 186 0.0053475935828877
340 Diltiazem 1 243 0.004098360655737705
341 Carvedilol 1 249 0.004
342 Busulfan 1 254 0.00392156862745098
Cetirizine 1 255 0.00390625
Felbamate 1 255 0.00390625
343 Allopurinol 1 255 0.00390625
344 Felbamate 1 255 0.00390625
345 Cetirizine 1 255 0.00390625
346 Doxazosin 1 256 0.0038910505836575876
347 Efavirenz 1 257 0.003875968992248062
348 Gabapentin 2 521 0.0038314176245210726
354 Nifedipine 1 273 0.0036496350364963502
355 Acitretin 1 284 0.0035087719298245615
356 Delavirdine 1 287 0.003472222222222222
Dasatinib 1 288 0.0034602076124567475
357 Bexarotene 1 288 0.0034602076124567475
358 Dasatinib 1 288 0.0034602076124567475
359 Clonazepam 1 295 0.0033783783783783786
360 Octreotide 1 295 0.0033783783783783786
361 Varenicline 1 297 0.003355704697986577
377 Riluzole 1 408 0.0024449877750611247
378 Everolimus 1 417 0.0023923444976076554
379 Memantine 1 443 0.0022522522522522522
Tretinoin 1 453 0.0022026431718061676
380 Isotretinoin 1 453 0.0022026431718061676
381 Tretinoin 1 453 0.0022026431718061676
382 Rivastigmine 1 468 0.0021321961620469083
383 Lenalidomide 1 502 0.0019880715705765406
384 Bupropion 1 520 0.0019193857965451055

View File

@@ -1,97 +1,95 @@
symptom,num_diseases,num_treating_drugs,drugs_with_side_effects,impact_score symptom,num_diseases,num_treating_drugs,drugs_with_side_effects,impact_score
Edema,49,216,204,10584 Vomiting,38,123,114,4674
Fever,39,175,164,6825 Fatigue,25,137,131,3425
Nausea,34,148,139,5032 Psychophysiologic Disorders,18,170,160,3060
Anoxia,25,179,170,4475 Birth Weight,14,168,159,2352
Neurologic Manifestations,28,84,79,2352
Sleep Disorders,20,115,113,2300
Paresthesia,26,87,83,2262 Paresthesia,26,87,83,2262
Paralysis,28,74,70,2072 "Hearing Loss, Sensorineural",24,70,65,1680
Hoarseness,16,82,79,1312 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 Muscular Atrophy,16,81,77,1296
"Pain, Intractable",18,71,68,1278 Sleep Apnea Syndromes,12,95,90,1140
Pruritus,16,77,72,1232 Ataxia,16,68,67,1088
Confusion,16,76,75,1216 Intellectual Disability,17,59,58,1003
Polyuria,12,101,96,1212 "Purpura, Thrombocytopenic",14,70,64,980
Tetany,13,81,78,1053
Down Syndrome,19,53,51,1007
Oral Manifestations,15,62,57,930
Colic,18,51,46,918
Flushing,12,75,73,900 Flushing,12,75,73,900
Neck Pain,16,54,51,864 Asthenia,13,68,66,884
Pelvic Pain,17,49,47,833 "Obesity, Abdominal",8,108,103,864
Snoring,7,115,109,805 Sciatica,15,50,48,750
Aphasia,13,57,57,741
Respiratory Sounds,11,67,66,737 Respiratory Sounds,11,67,66,737
Oliguria,7,100,93,700 Ataxia Telangiectasia,13,49,47,637
Hemianopsia,11,60,59,660
Vertigo,13,48,46,624 Vertigo,13,48,46,624
Deafness,16,39,38,624 "Urinary Bladder, Neurogenic",16,37,36,592
"Purpura, Thrombotic Thrombocytopenic",7,84,81,588 "Purpura, Thrombotic Thrombocytopenic",7,84,81,588
Weight Loss,9,62,60,558 Syncope,11,48,47,528
Hearing Loss,15,36,35,540 Hyperventilation,7,74,73,518
Speech Disorders,16,29,29,464 Amnesia,10,50,50,500
Hematemesis,16,29,28,464 Hyperalgesia,10,48,46,480
"Jaundice, Obstructive",14,30,29,420 Voice Disorders,9,52,51,468
"Hearing Loss, Conductive",10,40,38,400 Emaciation,8,57,54,456
Gastroparesis,8,47,46,376 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 "Urinary Bladder, Overactive",6,59,58,354
Color Vision Defects,9,39,39,351 Color Vision Defects,9,39,39,351
Cafe-au-Lait Spots,11,28,27,308 Acute Coronary Syndrome,6,47,46,282
Hot Flashes,5,58,55,290 Pruritus Ani,6,43,39,258
Decerebrate State,3,93,88,279 Eye Pain,7,36,35,252
Vitreous Hemorrhage,8,34,33,272 Agnosia,7,36,36,252
Nocturia,3,89,83,267 "Hearing Loss, Bilateral",8,30,29,240
Apraxias,9,27,27,243 "Hearing Loss, Noise-Induced",3,80,74,240
"Diarrhea, Infantile",7,34,28,238 "Diarrhea, Infantile",7,34,28,238
Flank Pain,9,25,25,225 Tremor,5,46,45,230
Brain Death,9,24,24,216 Choroid Hemorrhage,6,34,33,204
Mouth Breathing,5,43,42,215
Pain Threshold,7,29,28,203
Sarcopenia,5,39,38,195 Sarcopenia,5,39,38,195
Dysuria,6,32,30,192
"Hearing Loss, Central",6,32,31,192 "Hearing Loss, Central",6,32,31,192
"Dyslexia, Acquired",7,27,27,189 Hiccup,7,27,27,189
Hyphema,5,34,33,170 Phantom Limb,6,30,28,180
Spinocerebellar Ataxias,6,26,26,156 Thinness,5,36,35,180
Kearns-Sayre Syndrome,5,30,30,150 Stuttering,6,25,25,150
"Aphasia, Broca",5,27,27,135 Gait Ataxia,6,22,22,132
Photophobia,4,27,27,108 Huntington Disease,8,16,16,128
"Syncope, Vasovagal",4,32,32,128
Miosis,4,27,27,108
Athetosis,3,36,36,108 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 Toothache,5,16,16,80
Ageusia,3,26,24,78 Ageusia,3,26,24,78
Hyperacusis,4,19,18,76 Rett Syndrome,3,25,25,75
"Dyspnea, Paroxysmal",2,38,37,76
Stupor,3,25,25,75
"Urinary Incontinence, Urge",3,25,25,75
Post-Exercise Hypotension,1,68,63,68 Post-Exercise Hypotension,1,68,63,68
Obesity Hypoventilation Syndrome,3,20,20,60
Fasciculation,4,15,15,60 Fasciculation,4,15,15,60
Lesch-Nyhan Syndrome,6,10,10,60 Dyssomnias,2,29,28,58
"Angina, Stable",2,28,27,56 Hyperemesis Gravidarum,3,18,18,54
"Ophthalmoplegia, Chronic Progressive External",2,27,27,54 Respiratory Paralysis,4,13,13,52
Livedo Reticularis,4,13,13,52 Nocturnal Paroxysmal Dystonia,2,25,25,50
Hyperphagia,3,15,15,45 Hyperesthesia,3,14,13,42
Anomia,4,11,11,44
Gerstmann Syndrome,3,13,13,39 Gerstmann Syndrome,3,13,13,39
Insulin Coma,3,11,10,33 Polydipsia,4,9,9,36
Myalgia,1,29,28,29 Urinoma,3,12,12,36
Eructation,2,15,13,30
Ophthalmoplegic Migraine,2,14,14,28 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 Muscle Hypertonia,2,11,11,22
"Supranuclear Palsy, Progressive",4,5,5,20 Halitosis,4,4,4,16
Schnitzler Syndrome,1,15,14,15 "Apraxia, Ideomotor",3,5,5,15
Orthostatic Intolerance,1,11,11,11
Prader-Willi Syndrome,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 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 Striae Distensae,1,2,2,2
Fetal Weight,2,1,1,2 Fetal Weight,2,1,1,2
Failed Back Surgery Syndrome,1,0,0,0 Wolfram Syndrome,1,1,1,1
Tics,2,0,0,0 "Dyskinesia, Drug-Induced",5,0,0,0
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
Nocturnal Myoclonus Syndrome,5,0,0,0 Nocturnal Myoclonus Syndrome,5,0,0,0
Waterhouse-Friderichsen Syndrome,1,0,0,0
1 symptom num_diseases num_treating_drugs drugs_with_side_effects impact_score
2 Edema Vomiting 49 38 216 123 204 114 10584 4674
3 Fever Fatigue 39 25 175 137 164 131 6825 3425
4 Nausea Psychophysiologic Disorders 34 18 148 170 139 160 5032 3060
5 Anoxia Birth Weight 25 14 179 168 170 159 4475 2352
Neurologic Manifestations 28 84 79 2352
Sleep Disorders 20 115 113 2300
6 Paresthesia 26 87 83 2262
7 Paralysis Hearing Loss, Sensorineural 28 24 74 70 70 65 2072 1680
8 Hoarseness Dyspnea 16 21 82 77 79 75 1312 1617
9 Cerebellar Ataxia 17 84 82 1428
10 Cough 16 86 83 1376
11 Purpura, Thrombocytopenic, Idiopathic 15 89 83 1335
12 Muscular Atrophy 16 81 77 1296
13 Pain, Intractable Sleep Apnea Syndromes 18 12 71 95 68 90 1278 1140
14 Pruritus Ataxia 16 77 68 72 67 1232 1088
15 Confusion Intellectual Disability 16 17 76 59 75 58 1216 1003
16 Polyuria Purpura, Thrombocytopenic 12 14 101 70 96 64 1212 980
Tetany 13 81 78 1053
Down Syndrome 19 53 51 1007
Oral Manifestations 15 62 57 930
Colic 18 51 46 918
17 Flushing 12 75 73 900
18 Neck Pain Asthenia 16 13 54 68 51 66 864 884
19 Pelvic Pain Obesity, Abdominal 17 8 49 108 47 103 833 864
20 Snoring Sciatica 7 15 115 50 109 48 805 750
21 Aphasia 13 57 57 741
22 Respiratory Sounds 11 67 66 737
23 Oliguria Ataxia Telangiectasia 7 13 100 49 93 47 700 637
Hemianopsia 11 60 59 660
24 Vertigo 13 48 46 624
25 Deafness Urinary Bladder, Neurogenic 16 39 37 38 36 624 592
26 Purpura, Thrombotic Thrombocytopenic 7 84 81 588
27 Weight Loss Syncope 9 11 62 48 60 47 558 528
28 Hearing Loss Hyperventilation 15 7 36 74 35 73 540 518
29 Speech Disorders Amnesia 16 10 29 50 29 50 464 500
30 Hematemesis Hyperalgesia 16 10 29 48 28 46 464 480
31 Jaundice, Obstructive Voice Disorders 14 9 30 52 29 51 420 468
32 Hearing Loss, Conductive Emaciation 10 8 40 57 38 54 400 456
33 Gastroparesis Flatulence 8 47 53 46 48 376 424
34 Cerebrospinal Fluid Rhinorrhea 10 39 38 390
35 Eye Hemorrhage 8 47 44 376
36 Hearing Loss, High-Frequency 10 37 36 370
37 Chronic Pain 8 46 44 368
38 Olfaction Disorders 10 36 36 360
39 Urinary Bladder, Overactive 6 59 58 354
40 Color Vision Defects 9 39 39 351
41 Cafe-au-Lait Spots Acute Coronary Syndrome 11 6 28 47 27 46 308 282
42 Hot Flashes Pruritus Ani 5 6 58 43 55 39 290 258
43 Decerebrate State Eye Pain 3 7 93 36 88 35 279 252
44 Vitreous Hemorrhage Agnosia 8 7 34 36 33 36 272 252
45 Nocturia Hearing Loss, Bilateral 3 8 89 30 83 29 267 240
46 Apraxias Hearing Loss, Noise-Induced 9 3 27 80 27 74 243 240
47 Diarrhea, Infantile 7 34 28 238
48 Flank Pain Tremor 9 5 25 46 25 45 225 230
49 Brain Death Choroid Hemorrhage 9 6 24 34 24 33 216 204
Mouth Breathing 5 43 42 215
Pain Threshold 7 29 28 203
50 Sarcopenia 5 39 38 195
Dysuria 6 32 30 192
51 Hearing Loss, Central 6 32 31 192
52 Dyslexia, Acquired Hiccup 7 27 27 189
53 Hyphema Phantom Limb 5 6 34 30 33 28 170 180
54 Spinocerebellar Ataxias Thinness 6 5 26 36 26 35 156 180
55 Kearns-Sayre Syndrome Stuttering 5 6 30 25 30 25 150
56 Aphasia, Broca Gait Ataxia 5 6 27 22 27 22 135 132
57 Photophobia Huntington Disease 4 8 27 16 27 16 108 128
58 Syncope, Vasovagal 4 32 32 128
59 Miosis 4 27 27 108
60 Athetosis 3 36 36 108
61 Acute Pain Purpura, Hyperglobulinemic 3 4 28 24 27 20 84 96
62 Metatarsalgia 3 27 25 81
63 Toothache 5 16 16 80
64 Ageusia 3 26 24 78
65 Hyperacusis Rett Syndrome 4 3 19 25 18 25 76 75
Dyspnea, Paroxysmal 2 38 37 76
Stupor 3 25 25 75
Urinary Incontinence, Urge 3 25 25 75
66 Post-Exercise Hypotension 1 68 63 68
Obesity Hypoventilation Syndrome 3 20 20 60
67 Fasciculation 4 15 15 60
68 Lesch-Nyhan Syndrome Dyssomnias 6 2 10 29 10 28 60 58
69 Angina, Stable Hyperemesis Gravidarum 2 3 28 18 27 18 56 54
70 Ophthalmoplegia, Chronic Progressive External Respiratory Paralysis 2 4 27 13 27 13 54 52
71 Livedo Reticularis Nocturnal Paroxysmal Dystonia 4 2 13 25 13 25 52 50
72 Hyperphagia Hyperesthesia 3 15 14 15 13 45 42
Anomia 4 11 11 44
73 Gerstmann Syndrome 3 13 13 39
74 Insulin Coma Polydipsia 3 4 11 9 10 9 33 36
75 Myalgia Urinoma 1 3 29 12 28 12 29 36
76 Eructation 2 15 13 30
77 Ophthalmoplegic Migraine 2 14 14 28
78 Sleep Arousal Disorders 1 25 25 25
79 Aphonia 3 8 8 24
80 Reticulocytosis 2 11 9 22
81 Adrenoleukodystrophy 2 11 11 22
82 Muscle Hypertonia 2 11 11 22
83 Supranuclear Palsy, Progressive Halitosis 4 5 4 5 4 20 16
84 Schnitzler Syndrome Apraxia, Ideomotor 1 3 15 5 14 5 15
85 Orthostatic Intolerance 1 11 11 11
86 Prader-Willi Syndrome 1 11 11 11
87 Susac Syndrome 1 11 11 11
88 Aphasia, Primary Progressive 2 4 4 8
89 Benign Paroxysmal Positional Vertigo 1 7 7 7
90 Alice in Wonderland Syndrome Anhedonia 1 4 7 1 7 1 7 4
91 Striae Distensae 1 2 2 2
92 Fetal Weight 2 1 1 2
93 Failed Back Surgery Syndrome Wolfram Syndrome 1 0 1 0 1 0 1
94 Tics Dyskinesia, Drug-Induced 2 5 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
95 Nocturnal Myoclonus Syndrome 5 0 0 0
Waterhouse-Friderichsen Syndrome 1 0 0 0

View File

@@ -228,7 +228,7 @@ for disease_id in list(disease_ids)[:100]:
existing_treatments = disease_to_drugs[disease_id] existing_treatments = disease_to_drugs[disease_id]
new_candidates = candidate_drugs - existing_treatments 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({ repurposing_candidates.append({
'disease': node_id_to_name.get(disease_id, disease_id), 'disease': node_id_to_name.get(disease_id, disease_id),
'candidate_drug': node_id_to_name.get(drug_id, drug_id), 'candidate_drug': node_id_to_name.get(drug_id, drug_id),