Johny Roberto Rodríguez Pérez

Mr. Johny Roberto Rodríguez Pérez

Escuela de Química, Technological University of Pereira, Pereira, Risaralda, Colombia
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Research Focus & Metrics

Academic Career Length

13Years (2014-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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30 September 2023 in Pharmaceuticals
Verified
Journal Article
Open access
PDF file
Alejandro Gómez GarcíaAlejandro Gómez García
Alejandro Gómez García
DJDaniel Alonso Acuña Jiménez
Daniel Alonso Acuña Jiménez
WZWilliam J. Zamora
William J. Zamora
Haruna L. Barazorda-CcahuanaHaruna L. Barazorda-Ccahuana
Haruna L. Barazorda-Ccahuana
Miguel Angel Chavez FumagalliMiguel Angel Chavez Fumagalli
Miguel Angel Chavez Fumagalli
JMJose Medina-Franco
Jose Medina-Franco
The number of databases of natural products (NPs) has increased substantially. Latin America is extraordinarily rich in biodiversity, enabling the identification of novel NPs, which has encouraged both the development of databases and the implementation of those that are being created or are under development. In a collective effort from several Latin American countries, herein we introduce the first version of the Latin American Natural Products Database (LANaPDB), a public compound collection that gathers the chemical information of NPs contained in diverse databases from this geographical region. The current version of LANaPDB unifies the information from six countries and contains 12,959 chemical structures. The structural classification showed that the most abundant compounds are the terpenoids (63.2%), phenylpropanoids (18%) and alkaloids (11.8%). From the analysis of the distribution of properties of pharmaceutical interest, it was observed that many LANaPDB compounds satisfy some drug-like rules of thumb for physicochemical properties. The concept of the chemical multiverse was employed to generate multiple chemical spaces from two different fingerprints and two dimensionality reduction techniques. Comparing LANaPDB with FDA-approved drugs and the major open-access repository of NPs, COCONUT, it was concluded that the chemical space covered by LANaPDB completely overlaps with COCONUT and, in some regions, with FDA-approved drugs. LANaPDB will be updated, adding more compounds from each database, plus the addition of databases from other Latin American countries.

6 November 2024 in Journal of Chemical Information and Modeling
Verified
Journal Article
Open access
Alejandro Gómez GarcíaAlejandro Gómez García
Alejandro Gómez García
DJDaniel A Acuña Jiménez
Daniel A Acuña Jiménez
WZWilliam J Zamora
William J Zamora
HBHaruna L Barazorda-Ccahuana
Haruna L Barazorda-Ccahuana
MCMiguel Á. Chávez-Fumagalli
Miguel Á. Chávez-Fumagalli
JMJose Medina-Franco
Jose Medina-Franco
Natural product (NP) databases are crucial tools in computer-aided drug design (CADD). Over the past decade, there has been a worldwide effort to assemble information regarding natural products (NPs) isolated and characterized in certain geographical regions. In 2023, it was published LANaPDB, and to our knowledge, this is the first attempt to gather and standardize all the NP databases of Latin America. Herein, we present and analyze in detail the contents of an updated version of LANaPDB, which includes 619 newly added compounds from Colombia, Costa Rica, and Mexico. The present version of LANaPDB has a total of 13 578 compounds, coming from ten databases of seven Latin American countries. A chemoinformatic characterization of LANaPDB was carried out, which includes the structural classification of the compounds, calculation of six physicochemical properties of pharmaceutical interest, and visualization of the chemical space by employing and comparing two different fingerprints (MACCS keys (166-bit) and Morgan2 (2048-bit)). Furthermore, additional analyses were made, and valuable information not included in the first version of LANaPDB was added, which includes structural diversity, molecular complexity, synthetic feasibility, commercial availability, and reported and predicted biological activity. In addition, the LANaPDB compounds were cross-referenced to two of the largest public chemical compound databases annotated with biological activity: ChEMBL and PubChem.

27 February 2025 in ACS Omega
Verified
Journal Article
Open access
Johny Roberto Rodríguez PérezJohny Roberto Rodríguez Pérez
Johny Roberto Rodríguez Pérez
HVHoover A. Valencia-Sánchez
Hoover A. Valencia-Sánchez
OMOscar M. Mosquera-Martínez
Oscar M. Mosquera-Martínez
Alejandro Gómez GarcíaAlejandro Gómez García
Alejandro Gómez García
JMJose Medina-Franco
Jose Medina-Franco
HHHector Fabio Fabio Cortes Hernandez
Hector Fabio Fabio Cortes Hernandez
The aim of this research is to introduce the first curated natural product database from Colombia, Natural Products DataBase EjeCol (NPDBEjeCol), that has been made publicly available at www.npdbejecol.com. The compound library, compiled from the peer-reviewed literature, is composed of natural products derived from plants in the coffee region of Colombia. After extensive data standardization and curation, molecular descriptors of pharmaceutical relevance and molecular fingerprints of different designs were calculated in order to evaluate the structural diversity and explore their chemical space of compounds in NPDBEjeCol in comparison with natural products reference libraries. The current version of NPDBEjeCol contains 236 molecules, for which detailed information is available. This includes the compound name, linear notation, references to the peer-reviewed literature, CAS number, synonym names, and constitutional descriptors. Analysis of the drug-like properties suggest that NPDBEjeCol natural products are on average, compliant with the empirical Lipinski’s rule. Visualizations of the chemical space based on fingerprints uncovered one to three clusters of compounds and fragments. Among the phytochemical groups present in the database, terpenes are the most prominent, particularly those derived from monoterpenes and sesquiterpenes. NPDBEjeCol is the first Colombian natural products database of its kind in the country that can be publicly accessed through a web portal, facilitating open query, navigation, and visualization of the identified molecules.

29 October 2024 in Drugs and Drug Candidates
Verified
Journal Article
Open access
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ACAna Luisa Chávez-Hernández
Ana Luisa Chávez-Hernández
Johny Roberto Rodríguez PérezJohny Roberto Rodríguez Pérez
Johny Roberto Rodríguez Pérez
HHHector Fabio Fabio Cortes Hernandez
Hector Fabio Fabio Cortes Hernandez
HVHoover Valencia
Hoover Valencia
Miguel Angel Chavez FumagalliMiguel Angel Chavez Fumagalli
Miguel Angel Chavez Fumagalli
JMJose Medina-Franco
Jose Medina-Franco
Fragment libraries have a major significance in drug discovery due to their role in de novo design and enumerating large and ultra-large compound libraries. Although several fragment libraries are commercially available, most are derived from synthetic compounds. The number of fragment libraries derived from natural products is still being determined. Still, they represent a rich source of building blocks to generate pseudo-natural products and bioactive synthetic compounds inspired by natural products. In this work, we generated and analyzed a fragment library of natural products from Colombia, a highly diverse geographical region where fragment libraries are yet to be reported. We also generated and reported fragment libraries of three novel natural product libraries and, as a reference, the most updated version of FDA-approved drugs. In line with the principles of open science, the fragment libraries developed in this study are freely available.

1 October 2024 in Coatings
Verified
Journal Article
Open access
PDF file
Paula MendezPaula Mendez
Paula Mendez
KRKarla Ramírez
Karla Ramírez
Alex Adrian Lucero RamirezAlex Adrian Lucero Ramirez
Alex Adrian Lucero Ramirez
Johny Roberto Rodríguez PérezJohny Roberto Rodríguez Pérez
Johny Roberto Rodríguez Pérez
BOBetty Lucy López Osorio
Betty Lucy López Osorio
Fluorescent materials for sensing have gained attention for the visual detection of different substances as metals and pesticides for environmental monitoring. This work presents fluorescent nanocomposites in solution, film, and paper obtained without capping and stabilizing agents, coming from quantum dots of cadmium sulfide (CdS QDs) and anionic–cationic polymer matrices. Fluorescent films were formed by casting and fluorescent paper by impregnation from the solutions. The optical properties of CdS QDs in solution showed absorption between 418 and 430 nm and a maximum emission at 460 nm. TEM analysis evidenced particle size between 3 and 6 nm and diffraction patterns characteristic of CdS nanocrystals. Infrared spectra evidenced changes in the wavenumber in the fluorescent films. The band gap values (2.95–2.82 eV) suggested an application for visible transmitting film. Fluorescent solutions by UV-vis and fluorescence evidenced a chemical interaction with glyphosate standard between 1 and 100 µg/mL concentrations. The analysis of red, green, and blue color codes (RGB) evidenced a color response of the fluorescent paper at 10 and 100 µg/mL, but the fluorescent films did not show change. Nanocomposites of chitosan and pectin, in solution and on paper, exhibited a behavior “turn-on” sensor, while carboxymethylcellulose had a “turn-off” sensor. This methodology presents three fluorescent materials with potential applications in visual sensing.

9 August 2024 in ChemRxiv
Verified
Preprint
Open access
PDF file
Johny Roberto Rodríguez PérezJohny Roberto Rodríguez Pérez
Johny Roberto Rodríguez Pérez
HVHoover Valencia
Hoover Valencia
OMOscar Mosquera
Oscar Mosquera
Alejandro Gómez GarcíaAlejandro Gómez García
Alejandro Gómez García
JMJose Medina-Franco
Jose Medina-Franco
HHHector Fabio Fabio Cortes Hernandez
Hector Fabio Fabio Cortes Hernandez
The analysis of chemical data sets represents a significant challenge for researchers due to the large quantity and dispersion of the data. In order to facilitate accessible recovery, it is necessary to organize the data into databases. The aim of this research is to compile and analyze information on natural products derived from plants in the Coffee region of Colombia through the online Natural Products DataBase EjeCol (NPDBEjeCol). It is the first database of its kind for the country. The workflow for the creation of the database began with the compilation of reported molecules of natural products derived from plants studied and present to the Coffee region of Colombia. This was achieved through a systematic literature review and dataset compilation conducted using the specified bibliometric equations, with a focus on articles published up to December 2023 and collecting information from research groups at Colombian universities. Once the set of molecules had been curated, molecular descriptors and fingerprints were calculated in order to evaluate the structural diversity and explore their chemical space in comparison with natural products reference libraries. The NPDBEjeCol database contains 236 molecules, for which detailed information is available. This includes the compound name, SMILES notation, references (journal name, DOI number, and year of publication), CAS number, synonym names, and constitutional descriptors. The database places an emphasis on small molecules with an average molecular weight of 234.77 g/mol and features a high structural diversity. The calculated physicochemical properties are in accordance with Lipinski's Rule of Five. Visualizations using PCA and t-SNE demonstrate the existence of distinct clusters of compounds and fragments, thereby highlighting the structural diversity. The compound database is publicly accessible via the web portal www.npdbejecol.com. The objective of the website is to facilitate open consultation, navigation, management, and visualization of the molecules identified through research on natural products derived from plants in the coffee region of Colombia.