Claim Missing Document
Check
Articles

Found 2 Documents
Search

ANALISIS BIBLIOMETRIK TERHADAP PENGEMBANGAN PENELITIAN MACHINE LEARNING UNTUK IDENTIFIKASI SENYAWA KIMIA OBAT Valentino, Tambunan Matthew; Adi, I Made Agus Kusuma; Rahmadhani, Bellyna Putri Annisa
Berkala Ilmiah Mahasiswa Farmasi Indonesia Vol. 11 No. 1 (2024): Berkala Ilmiah Mahasiswa Farmasi Indonesia (BIMFI)
Publisher : Ikatan Senat Mahasiswa Farmasi Seluruh Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.48177/bimfi.v11i1.121

Abstract

Introduction: The development of machine learning-based technology has been utilized in various fields of science ranging from education to social work. The field of health science is one that utilizes the application of machine learning technology, this can be proven by the development of technology that helps in the analysis of treatment and chemical compounds of drugs. The bibliometric analysis aims to provide a visualization of related literature metadata on the topic of machine learning for the analysis of chemical compounds of drugs. Methods: The method used was literature collection using the Pubmed database with the keywords "(machine learning) AND (drug structure)". Exclusion factors applied for the search were document type, document access, and publication year. The literature obtained was analyzed bibliometrically using Biblioshiny by Bibliometrix. Bibliometric analysis was analyzed in three clusters. Result: Bibliometric analysis is widely developed by researchers, it can be seen from the number of articles published by researchers. This analysis identified research by 8,301 authors from 79 countries. The largest number of articles relevant to the topic is found in the Scientific Report journal. Conclusion: The utilization of machine learning has grown rapidly in the last 10 years. Bibliometric analysis with Biblioshiny provides a precise visualization of these developments. The bibliometric analysis identified research trends by 8,301 authors from 79 countries between 2014 and 2024. The highest number of publications per year occurred in 2023 and researcher continuity started from 2020. Keywords and collaboration analysed using node and edge from Louvain scheme.
Aktivitas Antimikroba dan Antioksidan Jamur Laut yang Berasosiasi dengan Spons Pseudoceratina sp. dari Perairan Pantai Amed Adi, I Made Agus Kusuma; Witantri, Ni Komang Diah Eka; Wulandari, Ni Made Widya; Leliqia, Ni Putu Eka; Wirajana, I Nengah; Wibowo, Joko Tri; Ware, Ismail; Ariantari, Ni Putu
Jurnal Ilmiah Medicamento Vol 12 No 1 (2026): Jurnal Ilmiah Medicamento (In progress)
Publisher : Fakultas Farmasi Universitas Mahasaraswati Denpasar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36733/medicamento.v12i1.13356

Abstract

Background: Marine fungi are organisms capable of growth and spore production in the marine environment and establishing symbiotic relationships with other marine organisms. Because of their high biochemical diversity, marine fungi are considered a potential source for the discovery of new natural compounds with various biological activities.Objective: This study aims to conduct molecular identification and assess the bioactivity potential of the methanol extract obtained from endophytic fungi associated with the marine sponge Pseudoceratina sp. from the Amed Coastal Waters, Bali.Methods: Eight marine fungi were isolated in this study and identified through molecular biology protocol as Aspergillus tamarii SP-3-1-4, Aspergillus nomiae SP-3-2 (A), Penicillium citrinum SP-3-2-1, Aspergillus protuberus SP-3-2-3, Aspergillus sydowii SP-3-2-4, Aspergillus sydowii RM NS SP-3B, Aspergillus clavatonanicus RM NS SP-3-2 A, and Aspergillus nomiae RM NS SP-3-2 B. The fungi were subsequently fermented on rice media containing salt and/or without salt. In the final stage of fermentation, secondary metabolites were extracted using ethyl acetate, followed by liquid-liquid extraction using methanol containing 10% water and n-hexane. The resulting methanolic extracts were subjected to phytochemical analysis and bioassays.Results: The phytochemical screening results of the methanol extracts showed that all extracts contained alkaloids. Among the tested extracts, the extract obtained from the fermentation of the fungus A. protuberus SP-3-2-3 on rice medium with the addition of salt showed the highest activity against Methicillin-resistant Staphylococcus aureus ATCC 3351 with an inhibition zone diameter of 7.99±0.20 mm. The fungus A. sydowii SP-3-2-4 cultured with and without salt in rice media exhibited the most potent antioxidant capacity, with IC50 values of 37.02±1.12 and 32.48±0.81 µg/mL. Conversely, A. nomiae SP-3-2 (A), fermented without salt, displayed the highest toxicity with an LC50 value of 0.88±0.69 µg/mL.Conclusion: Based on the pharmacological potential of extracts produced by the marine fungi associated with the sponge Pseudoceratina sp. found in the present study, identification of bioactive secondary metabolites and their mode of action is propitious for further investigation.