Modesto Orozco

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24ranked-venue papers
3as first author
4since 2021 · last 2024
0000-0002-8608-3278ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Applied, interdisciplinary, general and emerging computing · 24 · 3 first-author · 4 since 2021
YearPublicationVenuePosition
2024 Using interactive Jupyter Notebooks and BioConda for FAIR and reproducible biomolecular simulation workflows
abstract
Interactive Jupyter Notebooks in combination with Conda environments can be used to generate FAIR (Findable, Accessible, Interoperable and Reusable/Reproducible) biomolecular simulation workflows. The interactive programming code accompanied by documentation and the possibility to inspect intermediate results with versatile graphical charts and data visualization is very helpful, especially in iterative processes, where parameters might be adjusted to a particular system of interest. This work presents a collection of FAIR notebooks covering various areas of the biomolecular simulation field, such as molecular dynamics (MD), protein-ligand docking, molecular checking/modeling, molecular interactions, and free energy perturbations. Workflows can be launched with myBinder or easily installed in a local system. The collection of notebooks aims to provide a compilation of demonstration workflows, and it is continuously updated and expanded with examples using new methodologies and tools.
Genís Bayarri, Pau Andrio, Josep Lluís Gelpí, Adam Hospital, Modesto Orozco
PLoS Comput. Biol.5
2022 BioExcel Building Blocks REST API (BioBB REST API), programmatic access to interoperable biomolecular simulation tools
abstract
MOTIVATION: The BioExcel Building Blocks (BioBB) library offers a broad collection of wrappers on top of common biomolecular simulation and bioinformatics tools. The possibility to access the library remotely and programmatically increases its usability, allowing individual and sporadic executions and enabling remote workflows. RESULTS: BioBB REST API extends and complements the BioBB library offering programmatic access to the collection of biomolecular simulation tools included in the BioExcel Building Blocks library. Molecular Dynamics setup, docking, structure modeling, free energy simulations and flexibility analyses are examples of functionalities included in the endpoints collection. All functionalities are accessible through standard REST API calls, voiding the need for tool installation. AVAILABILITY AND IMPLEMENTATION: All the information related to the BioBB REST API endpoints is accessible from https://mmb.irbbarcelona.org/biobb-api/. Links to extended documentation, including OpenAPI endpoints specification and examples, Read-The-Docs documentation and a complete workflow tutorial can be found in the Supplementary Table S1. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
Genís Bayarri, Pau Andrio, Adam Hospital, Modesto Orozco, Josep Lluís Gelpí
Bioinform.4
2022 Molecular basis of Arginine and Lysine DNA sequence-dependent thermo-stability modulation
abstract
We have used a variety of theoretical and experimental techniques to study the role of four basic amino acids-Arginine, Lysine, Ornithine and L-2,4-Diaminobutyric acid-on the structure, flexibility and sequence-dependent stability of DNA. We found that the presence of organic ions stabilizes the duplexes and significantly reduces the difference in stability between AT- and GC-rich duplexes with respect to the control conditions. This suggests that these amino acids, ingredients of the primordial soup during abiogenesis, could have helped to equalize the stability of AT- and GC-rich DNA oligomers, facilitating a general non-catalysed self-replication of DNA. Experiments and simulations demonstrate that organic ions have an effect that goes beyond the general electrostatic screening, involving specific interactions along the grooves of the double helix. We conclude that organic ions, largely ignored in the DNA world, should be reconsidered as crucial structural elements far from mimics of small inorganic cations.
Pablo D. Dans, Milosz Wieczór, Núria Villegas, Isabelle Brun-Heath, Federica Battistini, Montserrat Terrazas, Modesto Orozco
PLoS Comput. Biol.8
2021 The Impact of the HydroxyMethylCytosine epigenetic signature on DNA structure and function
abstract
We present a comprehensive, experimental and theoretical study of the impact of 5-hydroxymethylation of DNA cytosine. Using molecular dynamics, biophysical experiments and NMR spectroscopy, we found that Ten-Eleven translocation (TET) dioxygenases generate an epigenetic variant with structural and physical properties similar to those of 5-methylcytosine. Experiments and simulations demonstrate that 5-methylcytosine (mC) and 5-hydroxymethylcytosine (hmC) generally lead to stiffer DNA than normal cytosine, with poorer circularization efficiencies and lower ability to form nucleosomes. In particular, we can rule out the hypothesis that hydroxymethylation reverts to unmodified cytosine physical properties, as hmC is even more rigid than mC. Thus, we do not expect dramatic changes in the chromatin structure induced by differences in physical properties between d(mCpG) and d(hmCpG). Conversely, our simulations suggest that methylated-DNA binding domains (MBDs), associated with repression activities, are sensitive to the substitution d(mCpG) ➔ d(hmCpG), while MBD3 which has a dual activation/repression activity is not sensitive to the d(mCpG) d(hmCpG) change. Overall, while gene activity changes due to cytosine methylation are the result of the combination of stiffness-related chromatin reorganization and MBD binding, those associated to 5-hydroxylation of methylcytosine could be explained by a change in the balance of repression/activation pathways related to differential MBD binding.
Federica Battistini, Pablo D. Dans, Montserrat Terrazas, Chiara L. Castellazzi, Guillem Portella, Mireia Labrador, Núria Villegas, Isabelle Brun-Heath, Modesto Orozco
PLoS Comput. Biol.10
2020 Molywood: streamlining the design and rendering of molecular movies
abstract
MOTIVATION: High-quality dynamic visuals are needed at all levels of science communication, from the conference hall to the classroom. As scientific journals embrace new article formats, many key concepts-particularly, in structural biology-are also more easily conveyed as videos than still frames. Notwithstanding, the design and rendering of a complex molecular movie remain an arduous task. Here, we introduce Molywood, a robust and intuitive tool that builds on the capabilities of Visual Molecular Dynamics (VMD) to automate all stages of movie rendering. RESULTS: Molywood is a Python-based script that uses an integrated workflow to give maximal flexibility in movie design. It implements the basic concepts of actions, layers, grids and concurrency and requires no programming experience to run. AVAILABILITY AND IMPLEMENTATION: The script is freely available on GitLab (gitlab.com/KomBioMol/molywood) and PyPI (through pip), and features an extended documentation, tutorial and gallery hosted on mmb.irbbarcelona.org/molywood.
Milosz Wieczór, Adam Hospital, Genís Bayarri, Jacek Czub, Modesto Orozco
Bioinform.5
2019 VeriNA3d: an R package for nucleic acids data mining
abstract
SUMMARY: veriNA3d is an R package for the analysis of nucleic acids structural data, with an emphasis in complex RNA structures. In addition to single-structure analyses, veriNA3d also implements functions to handle whole datasets of mmCIF/PDB structures that could be retrieved from public/local repositories. Our package aims to fill a gap in the data mining of nucleic acids structures to produce flexible and high throughput analysis of structural databases. AVAILABILITY AND IMPLEMENTATION: http://mmb.irbbarcelona.org/gitlab/dgallego/veriNA3d. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.
Diego Gallego, Leonardo Darré, Pablo D. Dans, Modesto Orozco
Bioinform.4
2016 The Differential Response of Proteins to Macromolecular Crowding
abstract
The habitat in which proteins exert their function contains up to 400 g/L of macromolecules, most of which are proteins. The repercussions of this dense environment on protein behavior are often overlooked or addressed using synthetic agents such as poly(ethylene glycol), whose ability to mimic protein crowders has not been demonstrated. Here we performed a comprehensive atomistic molecular dynamic analysis of the effect of protein crowders on the structure and dynamics of three proteins, namely an intrinsically disordered protein (ACTR), a molten globule conformation (NCBD), and a one-fold structure (IRF-3) protein. We found that crowding does not stabilize the native compact structure, and, in fact, often prevents structural collapse. Poly(ethylene glycol) PEG500 failed to reproduce many aspects of the physiologically-relevant protein crowders, thus indicating its unsuitability to mimic the cell interior. Instead, the impact of protein crowding on the structure and dynamics of a protein depends on its degree of disorder and results from two competing effects: the excluded volume, which favors compact states, and quinary interactions, which favor extended conformers. Such a viscous environment slows down protein flexibility and restricts the conformational landscape, often biasing it towards bioactive conformations but hindering biologically relevant protein-protein contacts. Overall, the protein crowders used here act as unspecific chaperons that modulate the protein conformational space, thus having relevant consequences for disordered proteins.
Michela Candotti, Modesto Orozco
PLoS Comput. Biol.2
2015 SEABED: Small molEcule activity scanner weB servicE baseD
abstract
Abstract Motivation: The SEABED web server integrates a variety of docking and QSAR techniques in a user-friendly environment. SEABED goes beyond the basic docking and QSAR web tools and implements extended functionalities like receptor preparation, library editing, flexible ensemble docking, hybrid docking/QSAR experiments or virtual screening on protein mutants. SEABED is not a monolithic workflow tool but Software as a Service platform. Availability and implementation: SEABED is a free web server available at http://www.bsc.es/SEABED. No registration is required. Contact: [email protected] Supplementary information: Supplementary data are available at Bioinformatics online.
Carlos Fenollosa, Marcel Otón, Pau Andrio, Jorge Cortés 0002, Modesto Orozco, Josep Ramón Goñi
Bioinform.5
2013 Exploration of conformational transition pathways from coarse-grained simulations
abstract
MOTIVATION: A new algorithm to trace conformational transitions in proteins is presented. The method uses discrete molecular dynamics as engine to sample protein conformational space. A multiple minima Go-like potential energy function is used in combination with several enhancing sampling strategies, such as metadynamics, Maxwell Demon molecular dynamics and essential dynamics. The method, which shows an unprecedented computational efficiency, is able to trace a wide range of known experimental transitions. Contrary to simpler methods our strategy does not introduce distortions in the chemical structure of the protein and is able to reproduce well complex non-linear conformational transitions. The method, called GOdMD, can easily introduce additional restraints to the transition (presence of ligand, known intermediate, known maintained contacts, …) and is freely distributed to the community through the Spanish National Bioinformatics Institute (http://mmb.irbbarcelona.org/GOdMD). AVAILABILITY: Freely available on the web at http://mmb.irbbarcelona.org/GOdMD.
Pedro Sfriso, Adam Hospital, Agustí Emperador, Modesto Orozco
Bioinform.4
2013 Exploring Early Stages of the Chemical Unfolding of Proteins at the Proteome Scale
abstract
After decades of using urea as denaturant, the kinetic role of this molecule in the unfolding process is still undefined: does urea actively induce protein unfolding or passively stabilize the unfolded state? By analyzing a set of 30 proteins (representative of all native folds) through extensive molecular dynamics simulations in denaturant (using a range of force-fields), we derived robust rules for urea unfolding that are valid at the proteome level. Irrespective of the protein fold, presence or absence of disulphide bridges, and secondary structure composition, urea concentrates in the first solvation shell of quasi-native proteins, but with a density lower than that of the fully unfolded state. The presence of urea does not alter the spontaneous vibration pattern of proteins. In fact, it reduces the magnitude of such vibrations, leading to a counterintuitive slow down of the atomic-motions that opposes unfolding. Urea stickiness and slow diffusion is, however, crucial for unfolding. Long residence urea molecules placed around the hydrophobic core are crucial to stabilize partially open structures generated by thermal fluctuations. Our simulations indicate that although urea does not favor the formation of partially open microstates, it is not a mere spectator of unfolding that simply displaces to the right of the folded ←→ unfolded equilibrium. On the contrary, urea actively favors unfolding: it selects and stabilizes partially unfolded microstates, slowly driving the protein conformational ensemble far from the native one and also from the conformations sampled during thermal unfolding.
Michela Candotti, Alberto Pérez, Carles Ferrer-Costa, Manuel Rueda, Tim Meyer, Josep Lluís Gelpí, Modesto Orozco
PLoS Comput. Biol.7
2013 Understanding the Connection between Epigenetic DNA Methylation and Nucleosome Positioning from Computer Simulations
abstract
Cytosine methylation is one of the most important epigenetic marks that regulate the process of gene expression. Here, we have examined the effect of epigenetic DNA methylation on nucleosomal stability using molecular dynamics simulations and elastic deformation models. We found that methylation of CpG steps destabilizes nucleosomes, especially when these are placed in sites where the DNA minor groove faces the histone core. The larger stiffness of methylated CpG steps is a crucial factor behind the decrease in nucleosome stability. Methylation changes the positioning and phasing of the nucleosomal DNA, altering the accessibility of DNA to regulatory proteins, and accordingly gene functionality. Our theoretical calculations highlight a simple physical-based explanation on the foundations of epigenetic signaling.
Guillem Portella, Federica Battistini, Modesto Orozco
PLoS Comput. Biol.3
2012 MDWeb and MDMoby: an integrated web-based platform for molecular dynamics simulations
abstract
SUMMARY: MDWeb and MDMoby constitute a web-based platform to help access to molecular dynamics (MD) in the standard and high-throughput regime. The platform provides tools to prepare systems from PDB structures mimicking the procedures followed by human experts. It provides inputs and can send simulations for three of the most popular MD packages (Amber, NAMD and Gromacs). Tools for analysis of trajectories, either provided by the user or retrieved from our MoDEL database (http://mmb.pcb.ub.es/MoDEL) are also incorporated. The platform has two ways of access, a set of web-services based on the BioMoby framework (MDMoby), programmatically accessible and a web portal (MDWeb). AVAILABILITY: http://mmb.irbbarcelona.org/MDWeb; additional information and methodology details can be found at the web site ( http://mmb.irbbarcelona.org/MDWeb/help.php)
Adam Hospital, Pau Andrio, Carlos Fenollosa, Damjan Cicin-Sain, Modesto Orozco, Josep Lluís Gelpí
Bioinform.5
2012 Defining the Nature of Thermal Intermediate in 3 State Folding Proteins: Apoflavodoxin, a Study Case
abstract
The early stages of the thermal unfolding of apoflavodoxin have been determined by using atomistic multi microsecond-scale molecular dynamics (MD) simulations complemented with a variety of experimental techniques. Results strongly suggest that the intermediate is reached very early in the thermal unfolding process and that it has the properties of an "activated" form of the native state, where thermal fluctuations in the loops break loop-loop contacts. The unrestrained loops gain then kinetic energy corrupting short secondary structure elements without corrupting the core of the protein. The MD-derived ensembles agree with experimental observables and draw a picture of the intermediate state inconsistent with a well-defined structure and characteristic of a typical partially disordered protein. Our results allow us to speculate that proteins with a well packed core connected by long loops might behave as partially disordered proteins under native conditions, or alternatively behave as three state folders. Small details in the sequence, easily tunable by evolution, can yield to one or the other type of proteins.
Rebeca García-Fandiño, Pau Bernadó, Sara Ayuso-Tejedor, Javier Sancho, Modesto Orozco
PLoS Comput. Biol.5
2011 nucleR: a package for non-parametric nucleosome positioning
abstract
Abstract Summary: nucleR is an R/Bioconductor package for a flexible and fast recognition of nucleosome positioning from next generation sequencing and tiling arrays experiments. The software is integrated with standard high-throughput genomics R packages and allows for in situ visualization as well as to export results to common genome browser formats. Availability: Additional information and methodological details can be found at http://mmb.pcb.ub.es/nucleR Contact: [email protected] Supplementary Information: Supplementary data are available at Bioinformatics online.
Oscar Flores, Modesto Orozco
Bioinform.2
2011 Nucleotide Binding Switches the Information Flow in Ras GTPases
abstract
The Ras superfamily comprises many guanine nucleotide-binding proteins (G proteins) that are essential to intracellular signal transduction. The guanine nucleotide-dependent intrinsic flexibility patterns of five G proteins were investigated in atomic detail through Molecular Dynamics simulations of the GDP- and GTP-bound states (S(GDP) and S(GTP), respectively). For all the considered systems, the intrinsic flexibility of S(GDP) was higher than that of S(GTP), suggesting that Guanine Exchange Factor (GEF) recognition and nucleotide switch require higher amplitude motions than effector recognition or GTP hydrolysis. Functional mode, dynamic domain, and interaction energy correlation analyses highlighted significant differences in the dynamics of small G proteins and Gα proteins, especially in the inactive state. Indeed, S(GDP) of Gα(t), is characterized by a more extensive energy coupling between nucleotide binding site and distal regions involved in GEF recognition compared to small G proteins, which attenuates in the active state. Moreover, mechanically distinct domains implicated in nucleotide switch could be detected in the presence of GDP but not in the presence of GTP. Finally, in small G proteins, functional modes are more detectable in the inactive state than in the active one and involve changes in solvent exposure of two highly conserved amino acids in switches I and II involved in GEF recognition. The average solvent exposure of these amino acids correlates in turn with the rate of GDP release, suggesting for them either direct or indirect roles in the process of nucleotide switch. Collectively, nucleotide binding changes the information flow through the conserved Ras-like domain, where GDP enhances the flexibility of mechanically distinct portions involved in nucleotide switch, and favors long distance allosteric communication (in Gα proteins), compared to GTP.
Francesco Raimondi 0001, Guillem Portella, Modesto Orozco, Francesca Fanelli
PLoS Comput. Biol.3
2009 FlexServ: an integrated tool for the analysis of protein flexibility
abstract
Abstract Summary: FlexServ is a web-based tool for the analysis of protein flexibility. The server incorporates powerful protocols for the coarse-grained determination of protein dynamics using different versions of Normal Mode Analysis (NMA), Brownian dynamics (BD) and Discrete Dynamics (DMD). It can also analyze user provided trajectories. The server allows a complete analysis of flexibility using a large variety of metrics, including basic geometrical analysis, B-factors, essential dynamics, stiffness analysis, collectivity measures, Lindemann's indexes, residue correlation, chain-correlations, dynamic domain determination, hinge point detections, etc. Data is presented through a web interface as plain text, 2D and 3D graphics. Availability: http://mmb.pcb.ub.es/FlexServ; http://www.inab.org Contact: [email protected] or [email protected] Supplementary information: Additional information and methodology details can be found at http://mmb.pcb.ub.es/FlexServ/help.
Jordi Camps, Oliver Carrillo, Agustí Emperador, Laura Orellana, Adam Hospital, Manuel Rueda, Damjan Cicin-Sain, Marco D'Abramo, Josep Lluís Gelpí, Modesto Orozco
Bioinform.10
2008 DNAlive: a tool for the physical analysis of DNA at the genomic scale
abstract
SUMMARY: DNAlive is a tool for the analysis and graphical display of structural and physical characteristics of genomic DNA. The web server implements a wide repertoire of metrics to derive physical information from DNA sequences with a powerful interface to derive 3D information on large sequences of both naked and protein-bound DNAs. Furthermore, it implements a mesoscopic Metropolis code which allows the inexpensive study of the dynamic properties of chromatin fibers. In addition, our server also surveys other protein and genomic databases allowing the user to combine and explore the physical properties of selected DNA in the context of functional features annotated on those regions. AVAILABILITY: http://mmb.pcb.ub.es/DNAlive/ ; http://www.inab.org/
Josep Ramón Goñi, Carlos Fenollosa, Alberto Pérez, David Torrents, Modesto Orozco
Bioinform.5
2007 A procedure for identifying homologous alternative splicing events
abstract
BACKGROUND: The study of the functional role of alternative splice isoforms of a gene is a very active area of research in biology. The difficulty of the experimental approach (in particular, in its high-throughput version) leaves ample room for the development of bioinformatics tools that can provide a useful first picture of the problem. Among the possible approaches, one of the simplest is to follow classical protein function annotation protocols and annotate target alternative splice events with the information available from conserved events in other species. However, the application of this protocol requires a procedure capable of recognising such events. Here we present a simple but accurate method developed for this purpose. RESULTS: We have developed a method for identifying homologous, or equivalent, alternative splicing events, based on the combined use of neural networks and sequence searches. The procedure comprises four steps: (i) BLAST search for homologues of the two isoforms defining the target alternative splicing event; (ii) construction of all possible candidate events; (iii) scoring of the latter with a series of neural networks; and (iv) filtering of the results. When tested in a set of 473 manually annotated pairs of homologous events, our method showed a good performance, with an accuracy of 0.99, a precision of 0.98 and a sensitivity of 0.93. When no candidates were available, the specificity of our method varied between 0.81 and 0.91. CONCLUSION: The method described in this article allows the identification of homologous alternative splicing events, with a good success rate, indicating that such method could be used for the development of functional annotation of alternative splice isoforms.
David Talavera, Adam Hospital, Modesto Orozco, Xavier de la Cruz
BMC Bioinform.3
2007 The (In)dependence of Alternative Splicing and Gene Duplication
abstract
Alternative splicing (AS) and gene duplication (GD) both are processes that diversify the protein repertoire. Recent examples have shown that sequence changes introduced by AS may be comparable to those introduced by GD. In addition, the two processes are inversely correlated at the genomic scale: large gene families are depleted in splice variants and vice versa. All together, these data strongly suggest that both phenomena result in interchangeability between their effects. Here, we tested the extent to which this applies with respect to various protein characteristics. The amounts of AS and GD per gene are anticorrelated even when accounting for different gene functions or degrees of sequence divergence. In contrast, the two processes appear to be independent in their influence on variation in mRNA expression. Further, we conducted a detailed comparison of the effect of sequence changes in both alternative splice variants and gene duplicates on protein structure, in particular the size, location, and types of sequence substitutions and insertions/deletions. We find that, in general, alternative splicing affects protein sequence and structure in a more drastic way than gene duplication and subsequent divergence. Our results reveal an interesting paradox between the anticorrelation of AS and GD at the genomic level, and their impact at the protein level, which shows little or no equivalence in terms of effects on protein sequence, structure, and function. We discuss possible explanations that relate to the order of appearance of AS and GD in a gene family, and to the selection pressure imposed by the environment.
David Talavera, Christine Vogel, Modesto Orozco, Sarah A. Teichmann, Xavier de la Cruz
PLoS Comput. Biol.3
2005 PMUT: a web-based tool for the annotation of pathological mutations on proteins
abstract
Summary: PMUT allows the fast and accurate prediction (~80% success rate in humans) of the pathological character of single point amino acidic mutations based on the use of neural networks. The program also allows the fast scanning of mutational hot spots, which are obtained by three procedures: (1) alanine scanning, (2) massive mutation and (3) genetically accessible mutations. A graphical interface for Protein Data Bank (PDB) structures, when available, and a database containing hot spot profiles for all non-redundant PDB structures are also accessible from the PMUT server. Availability: PMUT is freely accessible at http://mmb2.pcb.ub.es:8080/PMut/ Contact: [email protected] Supplementary information: http://mmb2.pcb.ub.es:8080/PMutWeb/methodology.html
Carles Ferrer-Costa, Josep Lluís Gelpí, Leire Zamakola, Ivan Parraga, Xavier de la Cruz, Modesto Orozco
Bioinform.6
2002 Ligand-induced changes in the binding sites of proteins
abstract
Abstract Classical molecular interaction potentials, in conjunction with other theoretical techniques, are used to analyze the dependence of the binding sites of representative proteins on the bound ligand. It is found that the ligand bound introduces in general small structural perturbations at the binding site of the protein. However, such small structural changes can lead to important alterations in the recognition pattern of the protein. The impact of these findings in docking procedures is discussed. Contact: [email protected]; [email protected] * To whom correspondence should be addressed.
Xavier Fradera, Xavier de la Cruz, Carlos H. Tomich P. Silva, Josep Lluís Gelpí, F. Javier Luque, Modesto Orozco
Bioinform.6
1989 TEFOOL/2: a program for theoretical drug design on microcomputers
abstract
TEFOOL/2, a program written in BASIC, is presented in this paper. The purpose of TEFOOL/2 is to provide people interested in drug design with an easy-to-handle program where some of the most important techniques in QSAR are included. The program permits the selection of the training series, performs regression calculations and searches for optimum substituents. The latter is achieved by using either a Hansch's strategy or geometrical procedures. The program is interactive and can be implemented on an IBM-PC or compatible microcomputer. Although TEFOOL/2 has been developed for its application in drug design studies, its great flexibility makes it suitable for application to any experimental design or optimization process.
Modesto Orozco, Rafael Franco
Comput. Appl. Biosci.1
1989 POEAMS: program for outliers elimination in 'anomalous' multidimensional space
abstract
Modesto Orozco, F. J. Luque; POEAMS: program for outliers elimination in ‘anomalous’ multidimensional space, Bioinformatics, Volume 5, Issue 3, 1 July 1989, Pag
Modesto Orozco, F. Javier Luque
Comput. Appl. Biosci.1
1988 POEMS: program for outliers elimination in multidimensional space
abstract
A Program for Outliers Elimination in Multidimensional Space (POEMS), which allows the user to eliminate outliers from training spaces as a prior step to any statistical study, is presented. Even though the program can be applied to any scientific field, the characteristics of POEMS makes it particularly suitable for 'series design' on Quantitative Structure-Activity Relationships studies.
Modesto Orozco, F. Javier Luque
Comput. Appl. Biosci.1