Dwi Wahyu Nugroho
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Dwi Wahyu Nugroho has a total of 22 co-authors. Here are the top co-authors by number of shared publications:
- Adzani Gaisani Arda
Nano Center Indonesia, Jl. PUSPIPTEK South Tangerang Banten Indonesia
5 shared publications - Muhammad Miftah Jauhar
Nano Center Indonesia, Puspiptek, South Tangerang, Banten 15314, Indonesia, South Tangerang, 15314, INDONESIA
5 shared publications - Putri Hawa Syaifie
Center of Excellence Life Sciences, Nano Center Indonesia, South Tangerang, Indonesia
5 shared publications - Etik Mardliyati
Research Center for Vaccine and Drug, National Research and Innovation Agency (BRIN), Bogor 16911, Indonesia
4 shared publications - Azza Hanif Harisna
Nano Center Indonesia, Jl. Raya Puspiptek, South Tangerang 15314, Indonesia
3 shared publications - Donny Ramadhan
Laboratory for Computational Biology, Institute for Protein Research
3 shared publications
Latest Publications
- Open Access
- 1 March 2024
- Published by Garval Editorial Ltda. in Journal of Pharmacy & Pharmacognosy Research
- Vol. 12 (2) , 264-285
Activity of propolis compounds as potential MMP1 and MMP2 inhibitors by in silico studies in wound healing application
Context: Matrix metalloproteinases (MMPs) play a critical role in wound healing, with higher levels seen in chronic wounds, delaying healing. Since ancient times, propolis has been widely used for traditional wound healing. However, there is still limited research on MMP1 and MMP12. Aims: To evaluate new candidates of propolis compounds for targeting MMP1 and MMP12 using in silico studies supported by experimental screening using LC-MS/MS quadrupole-time of flight (QTOF). Methods: Compounds in propolis were screened using LC-MS/MS QTOF. The 3D structure of all compounds in propolis and protein targets was prepared in Autodock and Biovia Discovery Studio. The molecular docking of all compounds in propolis was carried out using Autodock on PyRx 0.9. Drug-likeness and ADMET analysis of selected compounds in propolis with the lowest affinity were observed. Lastly, molecular dynamic simulations of the best compounds in propolis were conducted using the GROMACS 2020 package. Results: Eleven flavonoid and phenolic compounds were identified in propolis using LC-MS/MS QTOF analysis. Molecular docking simulations showed that licoflavone A and pinostrobin exhibited the lowest binding affinity to MMP1 and MMP12, respectively. Molecular dynamic simulations revealed that licoflavone A formed a more stabilized complex with MMP1, while pinostrobin formed a more stabilized complex with MMP12 than the native ligand. Conclusions: This study revealed new candidates for MMP1 and MMP12 inhibitors from propolis compounds that can enhance wound healing. It is hoped that the evidence gathered in this study provides crucial new information in exploring new wound-healing medications.
- 1 March 2024
- Published by Garval Editorial Ltda. in Journal of Pharmacy & Pharmacognosy Research
- Vol. 12 (2) , 264-285
Open AccessActivity of propolis compounds as potential MMP1 and MMP2 inhibitors by in silico studies in wound healing application
Context: Matrix metalloproteinases (MMPs) play a critical role in wound healing, with higher levels seen in chronic wounds, delaying healing. Since ancient times, propolis has been widely used for traditional wound healing. However, there is still limited research on MMP1 and MMP12. Aims: To evaluate new candidates of propolis compounds for targeting MMP1 and MMP12 using in silico studies supported by experimental screening using LC-MS/MS quadrupole-time of flight (QTOF). Methods: Compounds in propolis were screened using LC-MS/MS QTOF. The 3D structure of all compounds in propolis and protein targets was prepared in Autodock and Biovia Discovery Studio. The molecular docking of all compounds in propolis was carried out using Autodock on PyRx 0.9. Drug-likeness and ADMET analysis of selected compounds in propolis with the lowest affinity were observed. Lastly, molecular dynamic simulations of the best compounds in propolis were conducted using the GROMACS 2020 package. Results: Eleven flavonoid and phenolic compounds were identified in propolis using LC-MS/MS QTOF analysis. Molecular docking simulations showed that licoflavone A and pinostrobin exhibited the lowest binding affinity to MMP1 and MMP12, respectively. Molecular dynamic simulations revealed that licoflavone A formed a more stabilized complex with MMP1, while pinostrobin formed a more stabilized complex with MMP12 than the native ligand. Conclusions: This study revealed new candidates for MMP1 and MMP12 inhibitors from propolis compounds that can enhance wound healing. It is hoped that the evidence gathered in this study provides crucial new information in exploring new wound-healing medications.
- Open Access
Immunoinformatics Study: Multi-Epitope Based Vaccine Design from SARS-CoV-2 Spike Glycoprotein
The coronavirus disease 2019 outbreak has become a huge challenge in the human sector for the past two years. The coronavirus is capable of mutating at a higher rate than other viruses. Thus, an approach for creating an effective vaccine is still needed to induce antibodies against multiple variants with lower side effects. Currently, there is a lack of research on designing a multiepitope of the COVID-19 spike protein for the Indonesian population with comprehensive immunoinformatic analysis. Therefore, this study aimed to design a multiepitope-based vaccine for the Indonesian population using an immunoinformatic approach. This study was conducted using the SARS-CoV-2 spike glycoprotein sequences from Indonesia that were retrieved from the GISAID database. Three SARS-CoV-2 sequences, with IDs of EIJK-61453, UGM0002, and B.1.1.7 were selected. The CD8+ cytotoxic T-cell lymphocyte (CTL) epitope, CD4+ helper T lymphocyte (HTL) epitope, B-cell epitope, and IFN-γ production were predicted. After modeling the vaccines, molecular docking, molecular dynamics, in silico immune simulations, and plasmid vector design were performed. The designed vaccine is antigenic, non-allergenic, non-toxic, capable of inducing IFN-γ with a population reach of 86.29% in Indonesia, and has good stability during molecular dynamics and immune simulation. Hence, this vaccine model is recommended to be investigated for further study.
Open AccessImmunoinformatics Study: Multi-Epitope Based Vaccine Design from SARS-CoV-2 Spike Glycoprotein
The coronavirus disease 2019 outbreak has become a huge challenge in the human sector for the past two years. The coronavirus is capable of mutating at a higher rate than other viruses. Thus, an approach for creating an effective vaccine is still needed to induce antibodies against multiple variants with lower side effects. Currently, there is a lack of research on designing a multiepitope of the COVID-19 spike protein for the Indonesian population with comprehensive immunoinformatic analysis. Therefore, this study aimed to design a multiepitope-based vaccine for the Indonesian population using an immunoinformatic approach. This study was conducted using the SARS-CoV-2 spike glycoprotein sequences from Indonesia that were retrieved from the GISAID database. Three SARS-CoV-2 sequences, with IDs of EIJK-61453, UGM0002, and B.1.1.7 were selected. The CD8+ cytotoxic T-cell lymphocyte (CTL) epitope, CD4+ helper T lymphocyte (HTL) epitope, B-cell epitope, and IFN-γ production were predicted. After modeling the vaccines, molecular docking, molecular dynamics, in silico immune simulations, and plasmid vector design were performed. The designed vaccine is antigenic, non-allergenic, non-toxic, capable of inducing IFN-γ with a population reach of 86.29% in Indonesia, and has good stability during molecular dynamics and immune simulation. Hence, this vaccine model is recommended to be investigated for further study.
- 29 October 2022
- Published by ACG Publications in Records of Natural Products
- Vol. 17 (1) , 125-144
In Silico Study of Natural Xanthones as Potential Inhibitors of Alpha-Glucosidase and Alpha-Amylase
Type 2 diabetes mellitus is a disease caused by insulin resistance. Many types of oral medications exist, but the effectiveness and side effects differ from patient to patient, so alternative drugs are still required. One compound group receiving much scientific interest regarding its antidiabetic potential is xanthones as potential alpha-glucosidase and alpha-amylase inhibitors. This study performed molecular docking simulations on all 515 natural xanthones with alpha-glucosidase and alpha-amylase as the protein targets. We found 31 unique ligands that comply, and the three best ligands per protein target were filtered based on how many active site residues the ligands interacted with the targets. The three best alpha-glucosidase inhibitors are 3,4,5,8-tetrahydroxy-1,2-diisoprenylxanthone, Polygalaxanthone V, and Polygalaxanthone VII. As for alpha-amylase, we found 1-O-primeverosyl-3,8-dihydroxy-5-methoxyxanthone, Garcimangosone C, and Mangostinone as the best inhibitors. The six chosen and standard ligands underwent 2 ns molecular dynamics simulations. Both standard ligands had the highest interaction energies, followed by complexes with glycosylated xanthones, and prenylated xanthones. We also found that the prenylated xanthones could retain their initial protein-ligand interactions. Therefore, this is the first study that revealed prenylated xanthones have a good potential as anti-type 2 diabetes mellitus agents among other xanthones groups through in silico method.
- 29 October 2022
- Published by ACG Publications in Records of Natural Products
- Vol. 17 (1) , 125-144
In Silico Study of Natural Xanthones as Potential Inhibitors of Alpha-Glucosidase and Alpha-Amylase
Type 2 diabetes mellitus is a disease caused by insulin resistance. Many types of oral medications exist, but the effectiveness and side effects differ from patient to patient, so alternative drugs are still required. One compound group receiving much scientific interest regarding its antidiabetic potential is xanthones as potential alpha-glucosidase and alpha-amylase inhibitors. This study performed molecular docking simulations on all 515 natural xanthones with alpha-glucosidase and alpha-amylase as the protein targets. We found 31 unique ligands that comply, and the three best ligands per protein target were filtered based on how many active site residues the ligands interacted with the targets. The three best alpha-glucosidase inhibitors are 3,4,5,8-tetrahydroxy-1,2-diisoprenylxanthone, Polygalaxanthone V, and Polygalaxanthone VII. As for alpha-amylase, we found 1-O-primeverosyl-3,8-dihydroxy-5-methoxyxanthone, Garcimangosone C, and Mangostinone as the best inhibitors. The six chosen and standard ligands underwent 2 ns molecular dynamics simulations. Both standard ligands had the highest interaction energies, followed by complexes with glycosylated xanthones, and prenylated xanthones. We also found that the prenylated xanthones could retain their initial protein-ligand interactions. Therefore, this is the first study that revealed prenylated xanthones have a good potential as anti-type 2 diabetes mellitus agents among other xanthones groups through in silico method.
- Open Access
- 7 September 2022
- Published by Innovare Academic Sciences Pvt Ltd in International Journal of Applied Pharmaceutics
- p. 190-198
IN SILICO INVESTIGATION OF XANTHONE DERIVATIVE POTENCY IN INHIBITING CARBONIC ANHYDRASE II (CA II) USING MOLECULAR DOCKING AND MOLECULAR DYNAMICS (MD) SIMULATION
Objective: Hypertension is the leading contributor to all-cause death and disability worldwide. One of the most well-known first-line antihypertensive drugs is chlorthalidone which treats hypertension through carbonic anhydrase (CA) II inhibition. However, due to the high number of cases of hypertension, a more potent medication is still needed. Xanthone is a potential candidate for the compound group for its potency in inhibiting CA II. Therefore, this research aims to evaluate around 500 xanthones’ potency as a better oral antihypertensive drug than chlorthalidone. Methods: 507 xanthones were analyzed for their potency using in silico method. Xanthone’s structures were retrieved from the PubChem website or built using Avogadro software, while the CA II receptor was retrieved from The RCSB website. Then molecular docking, ADME evaluation, and toxicity test were evaluated from selected ligands. Finally, a molecular dynamics simulation was conducted to evaluate the stability of the potential ligand as the inhibitor of CA II protein. Results: This research found that globulixanthone c is considered to be a better CA II inhibitor compared to chlorthalidone. It is due to its lower binding affinity compared to chlorthalidone and its stable binding to CA II’s important inhibition sites with low fluctuation. It also has the potential to be consumed orally because it fulfills all of Lipinski's rule of five standards and its toxicity is on the moderate level. Conclusion: Globulixanthone c, a type of prenylated xanthones group, showed the best potential activity as the inhibitor of CA II protein to treat hypertension among other xanthones.
- 7 September 2022
- Published by Innovare Academic Sciences Pvt Ltd in International Journal of Applied Pharmaceutics
- p. 190-198
Open AccessIN SILICO INVESTIGATION OF XANTHONE DERIVATIVE POTENCY IN INHIBITING CARBONIC ANHYDRASE II (CA II) USING MOLECULAR DOCKING AND MOLECULAR DYNAMICS (MD) SIMULATION
Objective: Hypertension is the leading contributor to all-cause death and disability worldwide. One of the most well-known first-line antihypertensive drugs is chlorthalidone which treats hypertension through carbonic anhydrase (CA) II inhibition. However, due to the high number of cases of hypertension, a more potent medication is still needed. Xanthone is a potential candidate for the compound group for its potency in inhibiting CA II. Therefore, this research aims to evaluate around 500 xanthones’ potency as a better oral antihypertensive drug than chlorthalidone. Methods: 507 xanthones were analyzed for their potency using in silico method. Xanthone’s structures were retrieved from the PubChem website or built using Avogadro software, while the CA II receptor was retrieved from The RCSB website. Then molecular docking, ADME evaluation, and toxicity test were evaluated from selected ligands. Finally, a molecular dynamics simulation was conducted to evaluate the stability of the potential ligand as the inhibitor of CA II protein. Results: This research found that globulixanthone c is considered to be a better CA II inhibitor compared to chlorthalidone. It is due to its lower binding affinity compared to chlorthalidone and its stable binding to CA II’s important inhibition sites with low fluctuation. It also has the potential to be consumed orally because it fulfills all of Lipinski's rule of five standards and its toxicity is on the moderate level. Conclusion: Globulixanthone c, a type of prenylated xanthones group, showed the best potential activity as the inhibitor of CA II protein to treat hypertension among other xanthones.
- Open Access
Computational Study of Asian Propolis Compounds as Potential Anti-Type 2 Diabetes Mellitus Agents by Using Inverse Virtual Screening with the DIA-DB Web Server, Tanimoto Similarity Analysis, and Molecular Dynamic Simulation
Propolis contains a wide range of pharmacological activities because of their various bioactive compounds. The beneficial effect of propolis is interesting for treating type-2 diabetes mellitus (T2DM) owing to dysregulation of multiple metabolic processes. In this study, 275 of 658 Asian propolis compounds were evaluated as potential anti-T2DM agents using the DIA-DB web server towards 18 known anti-diabetes protein targets. More than 20% of all compounds could bind to more than five diabetes targets with high binding affinity (<−9.0 kcal/mol). Filtering with physicochemical and pharmacokinetic properties, including ADMET parameters, 12 compounds were identified as potential anti-T2DM with favorable ADMET properties. Six of those compounds, (2R)-7,4′-dihydroxy-5-methoxy-8-methylflavone; (RR)-(+)-3′-senecioylkhellactone; 2′,4′,6′-trihydroxy chalcone; alpinetin; pinobanksin-3-O-butyrate; and pinocembrin-5-methyl ether were first reported as anti-T2DM agents. We identified the significant T2DM targets of Asian propolis, namely retinol-binding protein-4 (RBP4) and aldose reductase (AKR1B1) that have important roles in insulin sensitivity and diabetes complication, respectively. Molecular dynamic simulations showed stable interaction of selected propolis compounds in the active site of RBP4 and AKR1B1. These findings suggest that Asian propolis compound may be effective for treatment of T2DM by targeting RBP4 and AKR1B1.
Open AccessComputational Study of Asian Propolis Compounds as Potential Anti-Type 2 Diabetes Mellitus Agents by Using Inverse Virtual Screening with the DIA-DB Web Server, Tanimoto Similarity Analysis, and Molecular Dynamic Simulation
Propolis contains a wide range of pharmacological activities because of their various bioactive compounds. The beneficial effect of propolis is interesting for treating type-2 diabetes mellitus (T2DM) owing to dysregulation of multiple metabolic processes. In this study, 275 of 658 Asian propolis compounds were evaluated as potential anti-T2DM agents using the DIA-DB web server towards 18 known anti-diabetes protein targets. More than 20% of all compounds could bind to more than five diabetes targets with high binding affinity (<−9.0 kcal/mol). Filtering with physicochemical and pharmacokinetic properties, including ADMET parameters, 12 compounds were identified as potential anti-T2DM with favorable ADMET properties. Six of those compounds, (2R)-7,4′-dihydroxy-5-methoxy-8-methylflavone; (RR)-(+)-3′-senecioylkhellactone; 2′,4′,6′-trihydroxy chalcone; alpinetin; pinobanksin-3-O-butyrate; and pinocembrin-5-methyl ether were first reported as anti-T2DM agents. We identified the significant T2DM targets of Asian propolis, namely retinol-binding protein-4 (RBP4) and aldose reductase (AKR1B1) that have important roles in insulin sensitivity and diabetes complication, respectively. Molecular dynamic simulations showed stable interaction of selected propolis compounds in the active site of RBP4 and AKR1B1. These findings suggest that Asian propolis compound may be effective for treatment of T2DM by targeting RBP4 and AKR1B1.