Research Article
Supervised Clustering Based on DPClusO: Prediction of Plant-Disease Relations Using Jamu Formulas of KNApSAcK Database
Table 4
List of plants assigned to each disease.
| Number | Plants name | Hit-miss status |
| A. Disease: blood and lymph diseases | | | 1 | Tamarindus indica | Hit | * | 2 | Allium sativum | Hit | * | 3 | Tinospora tuberculata | Hit | * | 4 | Piper retrofractum | Hit | | 5 | Syzygium aromaticum | Hit | * | 6 | Bupleurum falcatum | Hit | | 7 | Graptophyllum pictum | Hit | | 8 | Plantago major | Hit | | 9 | Zingiber officinale | Hit | * | 10 | Cinnamomum burmannii | Hit | * | 11 | Soya max | Miss | * | 12 | Kaempferia galanga | Hit | | 13 | Curcuma longa | Hit | * | 14 | Piper nigrum | Hit | | 15 | Zingiber aromaticum | Hit | * | 16 | Phyllanthus urinaria | Hit | * | 17 | Oryza sativa | Hit | | 18 | Myristica fragrans | Hit | * | 19 | Alstonia scholaris | Hit | * | 20 | Syzygium polyanthum | Miss | | 21 | Andrographis paniculata | Hit | * | 22 | Sida rhombifolia | Miss | | 23 | Cyperus rotundus | Hit | | 24 | Sonchus arvensis | Miss | | 25 | Curcuma aeruginosa | Hit | * | 26 | Curcuma xanthorrhiza | Hit | |
| B. Disease: cancers | | | 1 | Catharanthus roseus | Hit | |
| C. Disease: the digestive system | | | 1 | Foeniculum vulgare | Hit | | 2 | Glycyrrhiza uralensis | Hit | * | 3 | Imperata cylindrica | Hit | | 4 | Zingiber purpureum | Hit | * | 5 | Physalis peruviana | Hit | | 6 | Punica granatum | Hit | * | 7 | Echinacea purpurea | Hit | | 8 | Zingiber officinale | Hit | * | 9 | Psidium guajava | Hit | | 10 | Baeckea frutescens | Hit | * | 11 | Amomum compactum | Hit | | 12 | Cinnamomum burmannii | Hit | * | 13 | Melaleuca leucadendra | Hit | | 14 | Caesalpinia sappan | Hit | * | 15 | Parkia roxburghii | Hit | | 16 | Rheum tanguticum | Hit | | 17 | Kaempferia galanga | Hit | | 18 | Coriandrum sativum | Hit | | 19 | Curcuma longa | Hit | | 20 | Zingiber aromaticum | Hit | | 21 | Phyllanthus urinaria | Hit | | 22 | Myristica fragrans | Hit | | 23 | Hydrocotyle asiatica | Hit | * | 24 | Carica papaya | Hit | | 25 | Mentha arvensis | Hit | | 26 | Lepiniopsis ternatensis | Hit | | 27 | Helicteres isora | Hit | | 28 | Andrographis paniculata | Hit | | 29 | Symplocos odoratissima | Hit | | 30 | Schisandra chinensis | Hit | | 31 | Blumea balsamifera | Hit | | 32 | Silybum marianum | Hit | * | 33 | Cinnamomum sintoc | Hit | | 34 | Elephantopus scaber | Hit | | 35 | Curcuma aeruginosa | Hit | | 36 | Kaempferia pandurata | Hit | | 37 | Curcuma xanthorrhiza | Hit | | 38 | Curcuma mangga | Hit | * | 39 | Curcuma zedoaria | Hit | | 40 | Daucus carota | Hit | * | 41 | Matricaria chamomilla | Hit | * | 42 | Cymbopogon nardus | Hit | * |
| D. Disease: female-specific diseases | | | 1 | Foeniculum vulgare | Hit | | 2 | Imperata cylindrica | Hit | | 3 | Tamarindus indica | Hit | | 4 | Pluchea indica | Hit | * | 5 | Piper retrofractum | Hit | | 6 | Punica granatum | Hit | | 7 | Uncaria rhynchophylla | Hit | | 8 | Zingiber officinale | Hit | | 9 | Guazuma ulmifolia | Hit | * | 10 | Nigella sativa | Hit | | 11 | Terminalia bellirica | Hit | | 12 | Baeckea frutescens | Hit | | 13 | Phaseolus radiatus | Hit | | 14 | Amomum compactum | Hit | * | 15 | Sauropus androgynus | Hit | | 16 | Usnea misaminensis | Hit | | 17 | Cinnamomum burmannii | Hit | | 18 | Melaleuca leucadendra | Hit | | 19 | Parameria laevigata | Hit | | 20 | Parkia roxburghii | Hit | | 21 | Piper cubeba | Hit | | 22 | Kaempferia galanga | Hit | | 23 | Coriandrum sativum | Hit | | 24 | Kaempferia angustifolia | Hit | | 25 | Curcuma longa | Hit | | 26 | Zingiber aromaticum | Hit | | 27 | Languas galanga | Hit | | 28 | Galla lusitania | Hit | | 29 | Quercus lusitanica | Hit | | 30 | Hydrocotyle asiatica | Hit | | 31 | Areca catechu | Hit | | 32 | Lepiniopsis ternatensis | Hit | | 33 | Helicteres isora | Hit | * | 34 | Piper betle | Hit | | 35 | Elephantopus scaber | Hit | * | 36 | Kaempferia pandurata | Hit | | 37 | Curcuma xanthorrhiza | Hit | | 38 | Sesbania grandiflora | Hit | |
| E. Disease: the heart and blood vessels | | | 1 | Allium sativum | Hit | | 2 | Curcuma longa | Hit | * | 3 | Morinda citrifolia | Hit | * | 4 | Homalomena occulta | Hit | * | 5 | Hydrocotyle asiatica | Hit | | 6 | Alstonia scholaris | Hit | * | 7 | Syzygium polyanthum | Miss | * | 8 | Andrographis paniculata | Hit | * | 9 | Apium graveolens | Miss | | 10 | Imperata cylindrica | Hit | |
| F. Disease: male-specific diseases | | | 1 | Cucurbita pepo | Miss | | 2 | Serenoa repens | Miss | | 3 | Baeckea frutescens | Hit | | 4 | Phaseolus radiatus | Hit | | 5 | Curcuma longa | Hit | | 6 | Elephantopus scaber | Hit | |
| G. Disease: muscle and bone | | | 1 | Foeniculum vulgare | Hit | | 2 | Clausena anisum-olens | Hit | * | 3 | Zingiber purpureum | Hit | | 4 | Allium sativum | Hit | | 5 | Strychnos ligustrina | Hit | | 6 | Tinospora tuberculata | Hit | * | 7 | Piper retrofractum | Hit | | 8 | Syzygium aromaticum | Hit | | 9 | Cola nitida | Hit | * | 10 | Ginkgo biloba | Hit | * | 11 | Panax ginseng | Hit | | 12 | Equisetum debile | Hit | * | 13 | Zingiber officinale | Hit | | 14 | Ganoderma lucidum | Hit | | 15 | Nigella sativa | Hit | | 16 | Terminalia bellirica | Hit | * | 17 | Baeckea frutescens | Hit | * | 18 | Amomum compactum | Hit | | 19 | Cinnamomum burmannii | Hit | | 20 | Melaleuca leucadendra | Hit | | 21 | Parameria laevigata | Hit | * | 22 | Psophocarpus tetragonolobus | Hit | * | 23 | Parkia roxburghii | Hit | | 24 | Piper cubeba | Hit | * | 25 | Kaempferia galanga | Hit | | 26 | Coriandrum sativum | Hit | | 27 | Cola acuminata | Hit | | 28 | Coffea arabica | Hit | | 29 | Orthosiphon stamineus | Hit | | 30 | Curcuma longa | Hit | | 31 | Piper nigrum | Hit | | 32 | Alpinia galanga | Hit | | 33 | Vitex trifolia | Hit | | 34 | Zingiber amaricans | Hit | * | 35 | Zingiber zerumbet | Hit | | 36 | Zingiber aromaticum | Hit | | 37 | Languas galanga | Hit | | 38 | Massoia aromatica | Hit | | 39 | Morinda citrifolia | Hit | | 40 | Carum copticum | Hit | * | 41 | Panax pseudoginseng | Hit | * | 42 | Oryza sativa | Hit | | 43 | Myristica fragrans | Hit | | 44 | Pandanus amaryllifolius | Hit | | 45 | Eurycoma longifolia | Hit | | 46 | Hydrocotyle asiatica | Hit | | 47 | Areca catechu | Hit | * | 48 | Mentha arvensis | Hit | * | 49 | Lepiniopsis ternatensis | Hit | | 50 | Pimpinella pruatjan | Hit | | 51 | Andrographis paniculata | Hit | | 52 | Blumea balsamifera | Hit | | 53 | Cymbopogon nardus | Hit | | 54 | Sida rhombifolia | Hit | | 55 | Cinnamomum sintoc | Hit | | 56 | Piper betle | Hit | * | 57 | Talinum paniculatum | Hit | | 58 | Elephantopus scaber | Hit | | 59 | Cyperus rotundus | Hit | | 60 | Curcuma aeruginosa | Hit | | 61 | Kaempferia pandurata | Hit | * | 62 | Curcuma xanthorrhiza | Hit | | 63 | Tribulus terrestris | Hit | | 64 | Corydalis yanhusuo | Hit | | 65 | Pausinystalia yohimbe | Hit | |
| H. Disease: nutritional and metabolic diseases | | | 1 | Foeniculum vulgare | Hit | | 2 | Glycyrrhiza uralensis | Hit | | 3 | Zingiber purpureum | Hit | | 4 | Allium sativum | Hit | | 5 | Tinospora tuberculata | Hit | | 6 | Pandanus conoideus | Hit | | 7 | Syzygium aromaticum | Hit | | 8 | Punica granatum | Hit | | 9 | Zingiber officinale | Hit | | 10 | Guazuma ulmifolia | Hit | | 11 | Nigella sativa | Hit | | 12 | Amomum compactum | Hit | * | 13 | Cinnamomum burmannii | Hit | | 14 | Parameria laevigata | Hit | | 15 | Caesalpinia sappan | Hit | | 16 | Soya max | Hit | * | 17 | Cocos nucifera | Hit | | 18 | Rheum tanguticum | Hit | | 19 | Piper cubeba | Hit | * | 20 | Murraya paniculata | Hit | | 21 | Kaempferia galanga | Hit | * | 22 | Coffea arabica | Hit | * | 23 | Orthosiphon stamineus | Hit | | 24 | Curcuma longa | Hit | | 25 | Piper nigrum | Hit | * | 26 | Zingiber aromaticum | Hit | | 27 | Aloe vera | Hit | | 28 | Phaleria papuana | Hit | | 29 | Galla lusitania | Hit | | 30 | Quercus lusitanica | Hit | | 31 | Morinda citrifolia | Hit | | 32 | Myristica fragrans | Hit | * | 33 | Momordica charantia | Hit | | 34 | Areca catechu | Hit | | 35 | Lepiniopsis ternatensis | Hit | | 36 | Alstonia scholaris | Hit | | 37 | Hibiscus sabdariffa | Hit | | 38 | Laminaria japonica | Hit | | 39 | Syzygium polyanthum | Hit | | 40 | Andrographis paniculata | Hit | | 41 | Sindora sumatrana | Hit | * | 42 | Cassia angustifolia | Hit | | 43 | Woodfordia floribunda | Hit | | 44 | Piper betle | Hit | | 45 | Spirulina | Hit | | 46 | Stevia rebaudiana | Hit | | 47 | Theae sinensis | Hit | | 48 | Sonchus arvensis | Hit | | 49 | Curcuma heyneana | Hit | | 50 | Curcuma aeruginosa | Hit | | 51 | Kaempferia pandurata | Hit | * | 52 | Curcuma xanthorrhiza | Hit | | 53 | Curcuma zedoaria | Hit | * | 54 | Olea europaea | Hit | |
| I. Disease respiratory diseases | | | 1 | Foeniculum vulgare | Hit | | 2 | Clausena anisum-olens | Hit | | 3 | Glycyrrhiza uralensis | Hit | | 4 | Zingiber purpureum | Hit | | 5 | Piper retrofractum | Hit | * | 6 | Syzygium aromaticum | Hit | | 7 | Gaultheria punctata | Hit | | 8 | Panax ginseng | Hit | | 9 | Equisetum debile | Hit | * | 10 | Zingiber officinale | Hit | | 11 | Citrus aurantium | Hit | * | 12 | Nigella sativa | Hit | * | 13 | Amomum compactum | Hit | | 14 | Cinnamomum burmannii | Hit | | 15 | Melaleuca leucadendra | Hit | | 16 | Parkia roxburghii | Hit | | 17 | Cocos nucifera | Hit | | 18 | Piper cubeba | Hit | | 19 | Kaempferia galanga | Hit | | 20 | Coriandrum sativum | Hit | | 21 | Curcuma longa | Hit | | 22 | Piper nigrum | Hit | | 23 | Zingiber aromaticum | Hit | | 24 | Languas galanga | Hit | | 25 | Mentha piperita | Hit | | 26 | Oryza sativa | Hit | * | 27 | Myristica fragrans | Hit | | 28 | Pandanus amaryllifolius | Hit | * | 29 | Hydrocotyle asiatica | Hit | * | 30 | Mentha arvensis | Hit | | 31 | Lepiniopsis ternatensis | Hit | | 32 | Helicteres isora | Hit | | 33 | Blumea balsamifera | Hit | | 34 | Cymbopogon nardus | Hit | | 35 | Piper betle | Hit | | 36 | Curcuma xanthorrhiza | Hit | | 37 | Salix alba | Hit | * | 38 | Matricaria chamomilla | Miss | * |
| J. Disease: skin and connective tissue | | | 1 | Strychnos ligustrina | Hit | | 2 | Merremia mammosa | Hit | * | 3 | Piper retrofractum | Hit | * | 4 | Santalum album | Hit | | 5 | Zingiber officinale | Hit | * | 6 | Citrus aurantium | Hit | | 7 | Citrus hystrix | Hit | | 8 | Cassia siamea | Hit | | 9 | Cocos nucifera | Hit | | 10 | Trigonella foenum-graecum | Hit | | 11 | Orthosiphon stamineus | Hit | | 12 | Curcuma longa | Hit | | 13 | Vetiveria zizanioides | Hit | | 14 | Aloe vera | Hit | | 15 | Rosa chinensis | Hit | | 16 | Jasminum sambac | Hit | | 17 | Phyllanthus urinaria | Hit | | 18 | Mentha piperita | Hit | | 19 | Oryza sativa | Hit | | 20 | Myristica fragrans | Hit | * | 21 | Hydrocotyle asiatica | Hit | | 22 | Lepiniopsis ternatensis | Hit | | 23 | Alstonia scholaris | Hit | | 24 | Andrographis paniculata | Hit | | 25 | Cymbopogon nardus | Hit | | 26 | Piper betle | Hit | | 27 | Theae sinensis | Hit | | 28 | Curcuma heyneana | Hit | | 29 | Kaempferia pandurata | Hit | * | 30 | Curcuma xanthorrhiza | Hit | | 31 | Melaleuca leucadendra | Hit | | 32 | Matricaria chamomilla | Miss | * |
| K. Disease: the urinary system | | | 1 | Foeniculum vulgare | Hit | * | 2 | Imperata cylindrica | Hit | * | 3 | Strychnos ligustrina | Hit | * | 4 | Plantago major | Hit | | 5 | Zingiber officinale | Hit | * | 6 | Cinnamomum burmannii | Hit | * | 7 | Strobilanthes crispus | Hit | | 8 | Kaempferia galanga | Hit | * | 9 | Orthosiphon stamineus | Hit | | 10 | Phyllanthus urinaria | Hit | | 11 | Blumea balsamifera | Hit | * | 12 | Sonchus arvensis | Hit | | 13 | Curcuma xanthorrhiza | Hit | |
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indicates that plant will not assigned if we use matching score >0.7.
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