Computational Genomics

The Program of Computational Genomics is focused, in the field of bioinformatics, on the challenge of accelerating access to genomic knowledge, in particular on the regulation of microbial gene expression. The backbone of our work is the design and expansion of the RegulonDB database, with knowledge of the genetic regulation in Escherichia coli K-12 extracted by curators, both from classical experiments and from High-Throughput (HT) post-genomic methods. We work with algorithms for the identification of binding sites, promoters and transcription units, as well as co-regulation, and for the processing of data from HT methods, such as ChIP-seq, among others. We work in an ontology and a controlled vocabulary of microbial growth conditions, and in an ontology of microbial genetic regulation. An important aspect is the use of Natural language processing (NLP) to enrich knowledge extraction strategies that shall allow us to expand the biocuration to other bacteria such as Salmonella, and other few more bacteria. We have supported integrative concepts such as regulatory phrases and, more recently, the genetic-metabolic sensory-response units (GENSOR Units), which pose a lot of new questions. We are investigating the formalism of S-systems by Michael Savageau for the modeling, initially, of GENSOR Units; extending it to complete circuits and, if possible, to an integral modeling of the cell at the molecular level. This with a novel approach of computational algebraic geometry.

All this way of seeing and conceiving scientific knowledge has its application with similar strategies in a project that seeks to break the separation between texts for laymen and texts for experts with the Conogasi Project (conogasi.org).

Recently, Dr. Sohail was incorporated into the program. Her interest research is focused in human genomics, using computational and statistical approaches to investigate the genetic architecture and evolution of complex traits and disease, and the impact of human demographic history on trait variation and disease incidence. For instance, a new project is using deep learning and large genomics datasets to predict complex diseases such as Type 2 Diabetes in humans.

Access our projects here and here if you want to know more details.

Tools and resources for COVID-19

Group Staff

NamePositionCategoryEmailTelephone
Pedro Julio Collado VidesResearcherEmeritus Professorcolladojulio@gmail.com(777) 3139877
Mashaal Sohail ResearcherAssociate Professormashaal@ccg.unam.mx(777) 3132063
Carlos Francisco Méndez CruzResearcherAssistant Professorcmendezc@ccg.unam.mx(777) 3132063
César Augusto Bonavides MartínezLaboratory TechnicianLaboratory Techniciancbona18@ccg.unam.mx(777) 3132063
Ma. del Socorro Gama CastroLaboratory TechnicianLaboratory Techniciansgama@ccg.unam.mx(777) 3132063
Heladia Salgado OsorioLaboratory TechnicianLaboratory Technicianheladia@ccg.unam.mx(777) 3132063
Shirley Alquicira HernándezLaboratory TechnicianLaboratory Technicianalquicir@ccg.unam.mx(777) 3132063
Martin Jair Díaz RodríguezSupport staffOthermjdiaz@ccg.unam.mx(777) 3132063
Francisco de Jesus Guadarrama GarcíaSupport staffOtherfranguad@ccg.unam.mx(777) 3132063
Jose Daniel Gutierrez NietoSupport staffOtherdanezoj@gmail.com(777) 3132063
Luis José Muñíz RascadoSupport staffUNAMljmuniz@ccg.unam.mx(777) 3132063
Pablo Emilio Peña LoredoSupport staffOtherpablopl@ccg.unam.mx(777) 3132063
Victor Hugo Tierrafria PulidoSupport staffUNAMvhugotp@ccg.unam.mx(777) 3132063

Group Publications

YearPublicationPMID
2022Ortega-Del Vecchyo Diego, Berg Jeremy, Mashaal Sohail. (2022). "Editorial: Genetic Architecture and Evolution of Complex Traits and Diseases in Diverse Human Populations". Frontiers in Genetics. ():-. [doi:10.3389/fgene.2022.869056]
2022Jiménez-Kaufmann, A., Chong, A.Y., Cortés, A., Quinto-Cortés, C.D., Fernandez-Valverde, S.L., Ferreyra-Reyes, L., Cruz-Hervert, L.P., Medina-Muñoz, S.G., Sohail, M., Palma-Martinez, M.J., Delgado-Sánchez, G., Mongua-Rodríguez, N., Mentzer, A.J., Hill, A.V.S., Moreno-Macías, H., Huerta-Chagoya, A., Aguilar-Salinas, C.A., Torres, M., Kim, H.L., Kalsi, N., Schuster, S.C., Tusié-Luna, T., Del-Vecchyo, D.O., García-García, L., Moreno-Estrada, A.. (2022). "Imputation Performance in Latin American Populations: Improving Rare Variants Representation With the Inclusion of Native American Genomes.". Frontiers in Genetics. 12():-. [doi:10.3389/fgene.2021.719791]35046991
2022Lewis ACF, Molina SJ, Appelbaum PS, Dauda B, Di Rienzo A, Fuentes A, Fullerton SM, Garrison NA, Ghosh N, Hammonds EM, Jones DS, Kenny EE, Kraft P, Lee SS, Mauro M, Novembre J, Panofsky A, Sohail M, Neale BM, Allen DS. (2022). "Getting genetic ancestry right for science and society.". Science. 376(6590):250-252. [doi:10.1126/science.abm7530]35420968
2021Arroyo-Fernández, Ignacio, Carrasco-Ruiz, Mauricio, Méndez, C.. (2021). "Procesamiento de lenguaje natural en la conservación de la herencia cultural: una red semántica del Popol Vuh". Patrimonio digital. Métodos computacionales y medios interactivos para estudiar y divulgar el patrimonio cultural. ():25-34.
2021Sohail, M., Izarraras-Gomez, A., Ortega-Del Vecchyo, D.. (2021). "Populations, Traits, and Their Spatial Structure in Humans.". Genome Biology And Evolution. 13(12):-. [doi:10.1093/gbe/evab272]34894236
2021Díaz-Rodríguez, M., Lithgow-Serrano, O., Guadarrama-García, F., Tierrafría, V.H., Gama-Castro, S., Solano-Lira, H., Salgado, H., Rinaldi, F., Méndez-Cruz, C.F., Collado-Vides, J.. (2021). "Lisen&Curate: A platform to facilitate gathering textual evidence for curation of regulation of transcription initiation in bacteria.". BBA-GENE REGUL MECH. 1864(11-12):-. [doi:10.1016/j.bbagrm.2021.194753]34461312
2021Lithgow-Serrano, O., Gama-Castro, S., Ishida-Gutiérrez, Collado-Vides, J.. (2021). "L-Regulon: A novel “soft-curation” approach supported by a semantic enriched reading for RegulonDB literature". bioRxiv. ():-. [doi:https://doi.org/10.1101/2020.04.26.062745]
2021Lithgow-Serrano O, Cornelius J, Kanjirangat V, Méndez-Cruz CF, Rinaldi F. (2021). "Improving classification of low-resource COVID-19 literature by using Named Entity Recognition.". Genomics & informatics. 19(3):-. [doi:10.5808/gi.21018]34638169
2021Keseler, I.M., Gama-Castro, S., Mackie, A., Billington, R., Bonavides-Martínez, C., Caspi, R., Kothari, A., Krummenacker, M., Midford, P.E., Muñiz-Rascado, L., Ong, W.K., Paley, S., Santos-Zavaleta, A., Subhraveti, P., Tierrafría, V.H., Wolfe, A.J., Collado-Vides, J., Paulsen, I.T., Karp, P.D.. (2021). "The EcoCyc Database in 2021.". Frontiers in Microbiology. 12():-. [doi:10.3389/fmicb.2021.711077]34394059
2021D'Elia, D., Bonavides-Martínez, C., Bongcam-Rudloff, E., Barreto-Hernandez, E., Efthimiadou, A., Papakonstantinou, E., Vlachakis, E., Klucar, L.. (2021). "The EMBnet International Conference 2020: Bioinformatics Approaches to Precision Research". EMBnet.journal. 26():1006-. [doi:10.14806/ej.26.A.1006]
2020Méndez-Cruz, C.F., Blanchet, A., Godínez, A., Arroyo-Fernández, I., Gama-Castro, S., Martínez-Luna, S.B., González-Colín, C., Collado-Vides, J.. (2020). "Knowledge extraction for assisted curation of summaries of bacterial transcription factor properties.". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2020():-. [doi:10.1093/database/baaa109]33306798
2020Chávez, J., Barberena-Jonas, C., Sotelo-Fonseca, J.E., Alquicira-Hernández, J., Salgado, H., Collado-Torres, L., Reyes, A.. (2020). "Programmatic access to bacterial regulatory networks with regutools.". Bioinformatics. 36(16):4532-4534. [doi:10.1093/bioinformatics/btaa575]32573705
2020Villaseñor-Altamirano AB, Moretto M, Maldonado M, Zayas-Del Moral A, Munguía-Reyes A, Romero Y, García-Sotelo JS, Aguilar LA, Aldana-Assad O, Engelen K, Selman M, Collado-Vides J, Balderas-Martínez YI, Medina-Rivera A. (2020). "PulmonDB: a curated lung disease gene expression database.". SCIENTIFIC REPORTS. 10(1):514-514. [doi:10.1038/s41598-019-56339-5]31949184
2020Mejía-Almonte, C., Busby, S.J.W., Wade, J.T., van Helden, J., Arkin, A.P., Stormo, G.D., Eilbeck, K., Palsson, B.O., Galagan, J.E., Collado-Vides, J.. (2020). "Redefining fundamental concepts of transcription initiation in bacteria". NATURE REVIEWS GENETICS. 21(11):699-714. [doi:10.1038/s41576-020-0254-8][https://rdcu.be/cfeHw]32665585
2019Ledezma-Tejeida D, Altamirano-Pacheco L, Fajardo V, Collado-Vides J. (2019). "Limits to a classic paradigm: most transcription factors in E. coli regulate genes involved in multiple biological processes.". Nucleic Acids Research. 47(13):6656-6667. [doi:10.1093/nar/gkz525]31194874
2019Centeno-Leija, Sara, Tapia-Cabrera, Silvana, Guzman-Trampe, Silvia, Esquivel, Baldomero, Esturau-Escofet, Nuria, Tierrafria, Victor H., Rodriguez-Sanoja, Romina, Zarate-Romero, Andres, Stojanoff, Vivian, Rudino-Pinera, Enrique, Sanchez, Sergio, Serrano-Posada, Hugo. (2019). "The structure of (E)-biformene synthase provides insights into the biosynthesis of bacterial bicyclic labdane-related diterpenoids". JOURNAL OF STRUCTURAL BIOLOGY. 207(1):29-39. [doi:10.1016/j.jsb.2019.04.010]30981884
2019Rioualen, C., Charbonnier-Khamvongsa, L., Collado-Vides, J., van Helden, J.. (2019). "Integrating Bacterial ChIP-seq and RNA-seq Data With SnakeChunks.". Current Protocols in Bioinformatics. 66(1):-. [doi:10.1002/cpbi.72]30786165
2019Lithgow-Serrano, O., Gama-Castro, S., Ishida-Gutiérrez, C., Mejía-Almonte, C., Tierrafría, V.H., Martínez-Luna, S., Santos-Zavaleta, A., Velázquez-Ramírez, D., Collado-Vides, J.. (2019). "Similarity corpus on microbial transcriptional regulation.". JOURNAL OF BIOMEDICAL SEMANTICS. 10(1):-. [doi:10.1186/s13326-019-0200-x]31118102
2019Arroyo Fernández, Ignacio, Curiel, Arturo, Méndez, C.. (2019). "Language features in extractive summarization: Humans Vs. Machines". KNOWLEDGE-BASED SYSTEMS. 180():1-11. [doi:10.1016/j.knosys.2019.05.014]
2019Tierrafría, V.H., Mejía-Almonte, C., Camacho-Zaragoza, J.M., Salgado, H., Alquicira, K., Ishida, C., Gama-Castro, S., Collado-Vides, J.. (2019). "MCO: towards an ontology and unified vocabulary for a framework-based annotation of microbial growth conditions.". Bioinformatics. 35(5):856-864. [doi:10.1093/bioinformatics/bty689]30137210
2019Santos-Zavaleta, A., Pérez-Rueda, E., Sánchez-Pérez, M., Velázquez-Ramírez, D.A., Collado-Vides, J.. (2019). "Tracing the phylogenetic history of the Crl regulon through the Bacteria and Archaea genomes.". Bmc Genomics. 20(1):-. [doi:10.1186/s12864-019-5619-z]30991941
2019Arroyo Fernández, Ignacio, Méndez Cruz, Carlos Francisco, Sierra, Gerardo, Sidorov, Grigori, Torres-Moreno, Juan-Manuel. (2019). "Unsupervised Sentence Representations as Word Information Series: Revisiting TF--IDF". COMPUTER SPEECH AND LANGUAGE. 56():107-129. [doi:10.1016/j.csl.2019.01.005]
2019Lithgow-Serrano, O., Collado-Vides, J.. (2019). "In the pursuit of semantic similarity for literature on microbial transcriptional regulation". JOURNAL OF INTELLIGENT & FUZZY SYSTEMS. 36(5):4777-4786. [doi:10.3233/JIFS-179026]
2019Giner-Lamia, J., Vinuesa, P., Betancor, L., Silva, C., Bisio, J., Soleto, L., Chabalgoity, J.A., Puente, J.L., Soncini, F.C., García-Vescovi, E., Flores, G., Pedraza, J., Yim, L., García, C., Astocondor, L., Ochoa, T., Hinostroza, N., Graciela Pucciarelli, M., Hernández-Alvarez, A., Del Moral, V., García-Del Portillo, F.. (2019). "Genome analysis of Salmonella enterica subsp. diarizonae isolates from invasive human infections reveals enrichment of virulence-related functions in lineage ST1256". Bmc Genomics. 20(1):99-99. [doi:10.1186/s12864-018-5352-z]30704413
2019Santos-Zavaleta, A., Salgado, H., Gama-Castro, S., Sánchez-Pérez, M., Gómez-Romero, L., Ledezma-Tejeida, D., García-Sotelo, J.S., Alquicira-Hernández, K., Muñiz-Rascado, L.J., Peña-Loredo, P., Ishida-Gutiérrez, C., Velázquez-Ramírez, D.A., Del Moral-Chávez, V., Bonavides-Martínez, C., Méndez-Cruz, C.F., Galagan, J., Collado-Vides, J.. (2019). "RegulonDB v 10.5: tackling challenges to unify classic and high throughput knowledge of gene regulation in E. coli K-12". Nucleic Acids Research. 47(D1):212-220. [doi:10.1093/nar/gky1077]30395280
2018Méndez Cruz, Carlos Francisco, Arroyo Fernández, Ignacio. (2018). "Análisis automático de unidades morfológicas: segmentación y agrupamiento en español, maya y náhuatl". Ámbitos Morfológicos. Descripciones y métodos. ():-.
2018Gomez-Romero, Laura, Palacios-Flores, Kim, Reyes, Jose, Garcia, Delfino, Boege, Margareta, Davila, Guillermo, Flores, Margarita, Schatz, Michael C., Palacios, Rafael. (2018). "Precise detection of de novo single nucleotide variants in human genomes". PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 115(21):5516-5521. [doi:10.1073/pnas.1802244115]29735690
2018Salgado, H., Martínez-Flores, I., Bustamante, V.H., Alquicira-Hernández, K., García-Sotelo, J.S., García-Alonso, D., Collado-Vides, J.. (2018). "Using RegulonDB, the Escherichia coli K-12 Gene Regulatory Transcriptional Network Database.". Current Protocols in Bioinformatics. 61(1):1321-13230. [doi:10.1002/cpbi.43]30040192
2018Balderas-Martinez, Y. I., Moreno-Quiroga, B., Negreros, M., Ledezma-Tejeida, D., Pardo, A., Collado-Vides, J., Selman, M.. (2018). "Proof of Concept of Eukaryotic Genetic Sensory Response Units in TGF-beta Signaling in Idiopathic Pulmonary Fibrosis". AM J RESP CRIT CARE. 197():-.
2018Villasenor-Altamirano, A. B., Balderas-Martinez, Y. I., Moretto, M., Zayas-Del Moral, A., Maldonado, M., Munguia-Reyes, A., Garcia-Sotelo, J. S., Aguilar Bautista, L. A., Ramirez-Navarro, L., Santillan, O., Engelen, K., Selman, M., Medina-Rivera, A., Collado-Vides, J.. (2018). "PulmonDB: A Gene Expression Lung Diseases". AM J RESP CRIT CARE. 197():-.
2018Santos-Zavaleta, Alberto, Sanchez-Perez, Mishael, Salgado, Heladia, Velazquez-Ramirez, David A., Gama-Castro, Socorro, Tierrafria, Victor H., Busby, Stephen J. W., Aquino, Patricia, Fang, Xin, Palsson, Bernhard O., Galagan, James E., Collado-Vides, Julio. (2018). "A unified resource for transcriptional regulation in Escherichia coli K-12 incorporating high-throughput-generated binding data into RegulonDB version 10.0". BMC BIOLOGY. 16(1):91-91. [doi:10.1186/s12915-018-0555-y]30115066
2017Rinaldi F, Lithgow O, Gama-Castro S, Solano H, Lopez A, Muñiz Rascado LJ, Ishida-Gutiérrez C, Méndez-Cruz CF, Collado-Vides J. (2017). "Strategies towards digital and semi-automated curation in RegulonDB". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2017(1):-. [doi:10.1093/database/bax012]28365731
2017Keseler, I.M., Mackie, A., Santos-Zavaleta, A., Billington, R., Bonavides-Martínez, C., Caspi, R., Fulcher, C., Gama-Castro, S., Kothari, A., Krummenacker, M., Latendresse, M., Muñiz-Rascado, L., Ong, Q., Paley, S., Peralta-Gil, M., Subhraveti, P., Velázquez-Ramírez, D.A., Weaver, D., Collado-Vides, J., Paulsen, I., Karp, P.D.. (2017). "The EcoCyc database: reflecting new knowledge about Escherichia coli K-12.". Nucleic Acids Research. 45(D1):543-550. [doi:10.1093/nar/gkw1003]27899573
2017Castillo-Villalba MP, Gomez-Romero, Laura, Collado-Vides, Julio. (2017). "Genetic-metabolic networks can be modeled as toric varities". arXiv. ():-. [doi:arXiv:1708.05384v1]
2017Méndez-Cruz CF, Gama-Castro S, Mejía-Almonte C, Castillo-Villalba MP, Muñiz-Rascado LJ, Collado-Vides J. (2017). "First steps in automatic summarization of transcription factor properties for RegulonDB: classification of sentences about structural domains and regulated processes". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2017():-. [doi:10.1093/database/bax070]29220462
2017Perez-Morales, Deyanira, Banda, Maria M., Elizabeth Chau, N. Y., Salgado, Heladia, Martinez-Flores, Irma, Antonio Ibarra, J., Ilyas, Bushra, Coombes, Brian K., Bustamante, Victor H.. (2017). "The transcriptional regulator SsrB is involved in a molecular switch controlling virulence lifestyles of Salmonella". PLOS PATHOGENS. 13(7):-. [doi:10.1371/journal.ppat.1006497]28704543
2017Pannier L, Merino E, Marchal K, Collado-Vides J. (2017). "Effect of genomic distance on coexpression of coregulated genes in E. coli". Plos One. 12(4):-. [doi:10.1371/journal.pone.0174887]28419102
2017Balderas-Martínez YI, Rinaldi F, Contreras G, Solano-Lira H, Sánchez-Pérez M, Collado-Vides J, Selman M, Pardo A. (2017). "Improving biocuration of microRNAs in diseases: a case study in idiopathic pulmonary fibrosis". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2017():-. [doi:10.1093/database/bax030]28605770
2017De Las Rivas J, Bonavides-Martínez C, Campos-Laborie FJ. (2017). "Bioinformatics in Latin America and SoIBio impact, a tale of spin-off and expansion around genomes and protein structures.". BRIEFINGS IN BIOINFORMATICS. 20(2):390-397. [doi:10.1093/bib/bbx064]28981567
2017Ledezma-Tejeida D, Ishida C, Collado-Vides J. (2017). "Genome-wide mapping of transcriptional regulation and metabolism describes information-processing units in Escherichia coli". Frontiers in Microbiology. 8(AUG):1466-1466. [doi:10.3389/fmicb.2017.01466]28824593
2016Moretto, M., Sonego, P., Dierckxsens, N., Brilli, M., Bianco, L., Ledezma-Tejeida, D., Gama-Castro, S., Galardini, M., Romualdi, C., Laukens, K., Collado-Vides, J., Meysman, P., Engelen, K.. (2016). "COLOMBOS v3.0: Leveraging gene expression compendia for cross-species analyses". Nucleic Acids Research. 44(D1):620-623. [doi:10.1093/nar/gkv1251]26586805
2016Mendez-Cruz, Carlos-Francisco, Medina-Urrea, Alfonso, Sierra, Gerardo. (2016). "Unsupervised morphological segmentation based on affixality measurements". PATTERN RECOGNITION LETTERS. 84():127-133. [doi:10.1016/j.patrec.2016.09.001]
2016Wang, Qinghua, Abdul, Shabbir S., Almeida, Lara, Ananiadou, Sophia, Balderas-Martinez, Yalbi I., Batista-Navarro, Riza, Campos, David, Chilton, Lucy, Chou, Hui-Jou, Contreras, Gabriela, Cooper, Laurel, Dai, Hong-Jie, Ferrell, Barbra, Fluck, Juliane, Gama-Castro, Socorro, George, Nancy, Gkoutos, Georgios, Irin, Afroza K., Jensen, Lars J., Jimenez, Silvia, Jue, Toni R., Keseler, Ingrid, Madan, Sumit, Matos, Sergio, McQuilton, Peter, Milacic, Marija, Mort, Matthew, Natarajan, Jeyakumar, Pafilis, Evangelos, Pereira, Emiliano, Rao, Shruti, Rinaldi, Fabio, Rothfels, Karen, Salgado, David, Silva, Raquel M., Singh, Onkar, Stefancsik, Raymund, Su, Chu-Hsien, Subramani, Suresh, Tadepally, Hamsa D., Tsaprouni, Loukia, Vasilevsky, Nicole, Wang, Xiaodong, Chatr-Aryamontri, Andrew, Laulederkind, Stanley J. F., Matis-Mitchell, Sherri, McEntyre, Johanna, Orchard, Sandra, Pundir, Sangya, Rodriguez-Esteban, Raul, Van Auken, Kimberly, Lu, Zhiyong, Schaeffer, Mary, Wu, Cathy H., Hirschman, Lynette, Arighi, Cecilia N.. (2016). "Overview of the interactive task in BioCreative V". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2016():-. [doi:10.1093/database/baw119]27589961
2016Martínez-Flores I, Pérez-Morales D, Sánchez-Pérez M, Paredes CC, Collado-Vides J, Salgado H, Bustamante VH. (2016). "In Silico clustering of Salmonella global gene expression data reveals novel genes co-regulated with the SPI-1 virulence genes through HilD". SCIENTIFIC REPORTS. 6():37858-37858. [doi:10.1038/srep37858]27886269
2016Gama-Castro, S., Salgado, H., Santos-Zavaleta, A., Ledezma-Tejeida, D., Muñiz-Rascado, L., García-Sotelo, J.S., Alquicira-Hernández, K., Martínez-Flores, I., Pannier, L., Castro-Mondragón, J.A., Medina-Rivera, A., Solano-Lira, H., Bonavides-Martínez, C., Pérez-Rueda, E., Alquicira-Hernández, S., Porrón-Sotelo, L., López-Fuentes, A., Hernández-Koutoucheva, A., Del Moral-Chavez, V., Rinaldi, F., Collado-Vides, J.. (2016). "RegulonDB version 9.0: High-level integration of gene regulation, coexpression, motif clustering and beyond". Nucleic Acids Research. 44(D1):133-143. [doi:10.1093/nar/gkv1156]26527724
2015Alvarez-Vasquez, Fernando J., Freyre-Gonzalez, Julio A., Balderas-Martinez, Yalbi I., Delgado-Carrillo, Monica I., Collado-Vides, Julio. (2015). "Mathematical modeling of the apo and holo transcriptional regulation in Escherichia coli". Molecular Biosystems. 11(4):994-1003. [doi:10.1039/c4mb00561a]25683745
2014Gama Castro, Ma. del Socorro, Rinaldi, F., López Fuentes, Alejandra Cristina, Balderas MartÍnez, Yalbi Itzel, Clematide, S., Ellendorff, T.R., Santos Zavaleta, Alberto, Marques-Madeira, H., Collado Vides, Pedro Julio. (2014). "Assisted curation of regulatory interactions and growth conditions of OxyR in E. Colik-12". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2014():-. [doi:10.1093/database/bau049]24903516
2014Meysman, Pieter, Collado-Vides, Julio, Morett, Enrique, Viola, Roberto, Engelen, Kristof, Laukens, Kris. (2014). "Structural properties of prokaryotic promoter regions correlate with functional features". Plos One. 9(2):-. [doi:10.1371/journal.pone.0088717]24516674
2014Meysman, P., Sonego, P., Bianco, L., Fu, Q., Ledezma Tejeida, Daniela Elizabeth, Gama Castro, Ma. del Socorro, Liebens, V., Laukens, K., Marchal, K., Collado Vides, Pedro Julio, Engelen, K.. (2014). "COLOMBOS v2.0: An ever expanding collection of bacterial expression compendia". Nucleic Acids Research. 42(D1):649-653. [doi:10.1093/nar/gkt1086]24214998
2014Martinez, L.C., Martínez Flores, Irma, Salgado Osorio, Heladia, Fernández-Mora, M., Medina Rivera, Alejandra Eugenia, Puente, J.L., Collado Vides, Pedro Julio, Bustamante, V.H.. (2014). "In Silico identification and experimental characterization of regulatory elements controlling the expression of the Salmonella csrB and csrC genes". Journal Of Bacteriology. 196(2):325-336. [doi:10.1128/JB.00806-13]24187088
2013Weiss, V., Medina-Rivera, A, Huerta, AM, Santos-Zavaleta, A, Salgado, H, Morett, E., Collado-Vides, J. (2013). "Evidence classification of high-throughput protocols and confidence integration in RegulonDB". DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION. 2013():-. [doi:10.1093/database/bas059]23327937
2013Balderas MartÍnez, Yalbi Itzel, Savageau, M., Salgado Osorio, Heladia, Pérez-Rueda, E, Morett, E., Collado Vides, Pedro Julio. (2013). "Transcription Factors in Escherichia coli Prefer the holo Conformation". Plos One. 8(6):-. [doi:10.1371/journal.pone.0065723]23776535
2013Salgado Osorio, Heladia, Peralta Gil, Martín, Gama Castro, Ma. del Socorro, Santos Zavaleta, Alberto, Muñíz Rascado, Luis José, Garcia Sotelo, Jair Santiago, Weiss, V., Solano Lira, Hilda, Martínez Flores, Irma, Medina Rivera, Alejandra Eugenia, Salgado Osorio, Gerardo, Alquicira Hernández, Shirley, Alquicira Hernández, Kevin, López Fuentes, Alejandra Cristina, Porrón Sotelo, Liliana, Huerta Moreno, Araceli, Bonavides Martínez, César Augusto, Balderas MartÍnez, Yalbi Itzel, Pannier, Lucia, Olvera, M., Labastida, A., Jiménez-Jacinto, V., Vega-Alvarado, L., del Moral Chávez, Victor Manuel, Hernández Álvarez, Alfredo José, Morett, E., Collado Vides, Pedro Julio. (2013). "RegulonDB v8.0: Omics data sets, evolutionary conservation, regulatory phrases, cross-validated gold standards and more". Nucleic Acids Research. 41(D1):203-213. [doi:10.1093/nar/gks1201]23203884
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2005Flores López, Margarita, Morales Reyes, Lucía Guadalupe, Ávila Casanueva, Agustin Bernardo, González Zúñiga, Víctor Manuel, Bustos Arcos, Virginia Patricia, García Alonso, Delfino, Pérez-Tejada Domínguez, Yolanda, Guo, Xianwu, Collado Vides, Pedro Julio, Pinero, D., Dávila Ramos, José Guillermo, Mora Celis, Jaime, Palacios de la Lama, Rafael. (2005). "Diversification of DNA sequences in the symbiotic genome of Rhizobium etli". Journal Of Bacteriology. 187(21):7185-7192. [doi:10.1128/JB.187.21.7185-7192.2005]16237002
2005Resendis Antonio, Osbaldo, Freyre González, Julio Augusto, Menchaca Mendez, Ricardo, Gutiérrez Ríos, Rosa María, Martínez Antonio, Agustino, Ávila Sánchez, Cristhian, Collado Vides, Pedro Julio. (2005). "Modular analysis of the transcriptional regulatory network of E. coli". TRENDS IN GENETICS. 21(1):16-20. [doi:10.1016/j.tig.2004.11.010]15680508
2005Espinosa, V., Gonzalez, A.D., Vasconcelos, A.T., Huerta Moreno, Araceli, Collado Vides, Pedro Julio. (2005). "Comparative studies of transcriptional regulation mechanisms in a group of eight gamma-proteobacterial genomes". Journal Of Molecular Biology. 354(1):184-199. [doi:10.1016/j.jmb.2005.09.037]16236313
2005Le Novere, N., Finney, A., Hucka, M., Bhalla, U.S., Campagne, F., Collado Vides, Pedro Julio, Crampin, E.J., Halstead, M., Klipp, E., Mendes, P., Nielsen, P., Sauro, H., Shapiro, B., Snoep, J.L., Spence, H.D., Wanner, B.L.. (2005). "Minimum information requested in the annotation of biochemical models (MIRIAM)". Nature Biotechnology. 23(12):1509-1515. [doi:10.1038/nbt1156]16333295
2005Ibarra-Junquera, V, Torres, LA, Rosu, HC, Arguello, G, Collado-Vides, J. (2005). "Nonlinear software sensor for monitoring genetic regulation processes with noise and modeling errors". PHYSICAL REVIEW E. 72(1):11919-11919. [doi:10.1103/PhysRevE.72.011919]16090013
2005Menchaca Mendez, Ricardo, Janga, Sarath Chandra, Collado Vides, Pedro Julio. (2005). "The network of transcriptional interactions imposes linear constrains in the genome". OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY. 9(2):139-145. [doi:10.1089/omi.2005.9.139]15969646
2005Medrano-Soto, A, Christen, JA, Collado-Vides, J. (2005). "BClass: A Bayesian approach based on mixture models for clustering and classification of heterogeneous biological data". JOURNAL OF STATISTICAL SOFTWARE. 13(2):1-18. [doi:10.18637/jss.v013.i02]
2005Gonzalez, A.D., Espinosa, V., Vasconcelos, A.T., Perez-Rueda, E., Collado Vides, Pedro Julio. (2005). "TRACTOR_DB: A database of regulatory networks in gamma-proteobacterial genomes". Nucleic Acids Research. 33(DATABASE ISS.):98-102. [doi:10.1093/nar/gki054]15608293
2005Keseler, I.M., Collado Vides, Pedro Julio, Gama Castro, Ma. del Socorro, Ingraham, J., Paley, S., Paulsen, I.T., Peralta Gil, Martín, Karp, P.D.. (2005). "EcoCyc: A comprehensive database resource for Escherichia coli". Nucleic Acids Research. 33(DATABASE ISS.):334-337. [doi:10.1093/nar/gki108]15608210
2004Perez-Rueda, E., Collado Vides, Pedro Julio, Segovia, L.. (2004). "Phylogenetic distribution of DNA-binding transcription factors in bacteria and archaea". COMPUTATIONAL BIOLOGY AND CHEMISTRY. 28(5-6):341-350. [doi:10.1016/j.compbiolchem.2004.09.004]15556475
2004Resendis-Antonio, O, Collado-Vides, J. (2004). "The growth of random networks as a diffusion process". PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS. 342(3-4):551-560. [doi:10.1016/j.physa.2004.05.037]
2004Medrano Soto, Luis Arturo, Moreno Hagelsieb, Gabriel, Vinuesa Fleischmann, Pablo, Christen, J.A., Collado Vides, Pedro Julio. (2004). "Successful lateral transfer requires codon usage compatibility between foreign genes and recipient genomes". MOLECULAR BIOLOGY AND EVOLUTION. 21(10):1884-1894. [doi:10.1093/molbev/msh202]15240837
2004Oviedo, N.A., Salgado Osorio, Heladia, Collado Vides, Pedro Julio, Guarneros, G.. (2004). "Distribution of minigenes in the bacteriophage lambda chromosome". Gene. 329(1-2):115-124. [doi:10.1016/j.gene.2003.12.031]15033534
2004Salgado Osorio, Heladia, Gama Castro, Ma. del Socorro, Martínez Antonio, Agustino, Díaz Peredo, Edgar Ulises, Sánchez Solano, Erika Fabiola, Peralta Gil, Martín, García Alonso, Delfino, Jiménez Jacinto, Verónica, Santos Zavaleta, Alberto, Bonavides Martínez, César Augusto, Collado Vides, Pedro Julio. (2004). "RegulonDB (version 4.0): Transcriptional regulation, operon organization and growth conditions in Escherichia coli K-12". Nucleic Acids Research. 32(DATABASE ISS.):303-306. [doi:10.1093/nar/gkh140]14681419
2004Karp, PD, Arnaud, M, Collado-Vides, J, Ingraham, J, Paulsen, IT, Saier, MH. (2004). "The E. coli EcoCyc database: No longer just a metabolic pathway database". Asm News. 70(1):25-30.
2003Perret, X., Kobayashi, H., Collado Vides, Pedro Julio. (2003). "Regulation of expression of symbiotic genes in Rhizobium sp. NGR234". INDIAN JOURNAL OF EXPERIMENTAL BIOLOGY. 41(10):1101-1113. 15242276
2003González Zúñiga, Víctor Manuel, Bustos Arcos, Virginia Patricia, Ramírez Romero, Miguel Ángel, Medrano Soto, Luis Arturo, Salgado Osorio, Heladia, Hernández González, Ismael Luis, Hernández Celis, Juan Carlos, Quintero Hernández, Verónica, Moreno Hagelsieb, Gabriel, Girard Cuesy, María de Lourdes, Rodríguez Sánchez, Oscar, Flores López, Margarita, Cevallos Gaos, Miguel Ángel Carlos, Collado Vides, Pedro Julio, Romero Camarena, David René, Dávila Ramos, José Guillermo. (2003). "The mosaic structure of the symbiotic plasmid of Rhizobium etli CFN42 and its relation to other symbiotic genome compartments.". Genome Biology. 4(6):-. [doi:10.1186/gb-2003-4-6-r36]12801410
2003Collado Vides, Pedro Julio, Medrano Soto, Luis Arturo, Tusié-Luna, M.T.. (2003). "With the finished human genome in hand, what next?". Genome Biology. 4(7):328-328. [doi:10.1186/gb-2003-4-7-328]12844356
2003Martinez-Antonio, A, Collado-Vides, J. (2003). "Identifying global regulators in transcriptional regulatory networks in bacteria". Current Opinion In Microbiology. 6(5):482-489. [doi:10.1016/j.mib.2003.09.002]14572541
2003Jauregui, R, Abreu-Goodger, C, Moreno-Hagelsieb, G, Collado-Vides, J, Merino, E. (2003). "Conservation of DNA curvature signals in regulatory regions of prokaryotic genes". Nucleic Acids Research. 31(23):6770-6777. [doi:10.1093/nar/gkg882]14627810
2003Huerta, AM, Collado-Vides, J. (2003). "Sigma70 promoters in Escherichia coli: Specific transcription in dense regions of overlapping promoter-like signals". Journal Of Molecular Biology. 333(2):261-278. [doi:10.1016/j.jmb.2003.07.017]14529615
2003Gutiérrez Ríos, Rosa María, Rosenblueth, D.A., Loza, José Antonio, Huerta Moreno, Araceli, Glasner, J.D., Blattner, F.R., Collado Vides, Pedro Julio. (2003). "Regulatory network of Escherichia coli: Consistency between literature knowledge and microarray profiles". GENOME RESEARCH. 13(11):2435-2443. [doi:10.1101/gr.1387003]14597655
2003Martínez Antonio, Agustino, Salgado Osorio, Heladia, Gama Castro, Ma. del Socorro, Gutiérrez Ríos, Rosa María, Jiménez Jacinto, Verónica, Collado Vides, Pedro Julio. (2003). "Environmental Conditions and Transcriptional Regulation in Escherichia coli: A Physiological Integrative Approach". BIOTECHNOLOGY AND BIOENGINEERING. 84(7):743-749. [doi:10.1002/bit.10846]14708114
2002Huerta, AM, Glasner, JD, Gutierrez-Rios, RM, Blattner, FR, Collado-Vides, J. (2002). "GETools: gene expression tool for analysis of transcriptome experiments in E. coli". TRENDS IN GENETICS. 18(4):217-218. [doi:10.1016/S0168-9525(01)02620-8]
2002Collado Vides, Pedro Julio, Moreno Hagelsieb, Gabriel, Pérez Rueda, Ernesto, Salgado Osorio, Heladia, Huerta Moreno, Araceli, Gutiérrez Ríos, Rosa María, Rosenblueth, David A., Christen, Andrés, Benítez Bellón, Esperanza, Medrano Soto, Luis Arturo, Gama Castro, Ma. del Socorro, Santos Zavaleta, Alberto, Bonavides Martínez, César Augusto, DíPeredo, Edgar, Sánchez Solano, Erika Fabiola, Millá, Dulce María. (2002). "Genomics of Gene Regulation: The view from Escherichia coli". Gene Regulation and Metabolism, Post-Genomic Computational Approaches. ():103-128.
2002de Daruvar, A, Collado-Vides, J, Valencia, A. (2002). "Analysis of the cellular functions of Escherichia coli operons and their conservation in Bacillus Subtilis". Journal Of Molecular Evolution. 55(2):211-221. [doi:10.1007/s00239-002-2317-1]12107597
2002Collado-Vides, J., Moreno-Hagelsieb, G., Medrano-Soto, A.. (2002). "Microbial computational genomics of gene regulation". PURE AND APPLIED CHEMISTRY. 74(6):899-905. [doi:10.1351/pac200274060899]
2002Karp, PD, Riley, M, Saier, M, Paulsen, IT, Collado-Vides, J, Paley, SM, Pellegrini-Toole, A, Bonavides, C, Gama-Castro, S. (2002). "The EcoCyc database". Nucleic Acids Research. 30(1):56-58. [doi:10.1093/nar/30.1.56]11752253
2002Collado-Vides, J, Moreno-Hagelsieb, G, Medrano-Soto, A. (2002). "Microbial computational genomics of gene regulation". PURE AND APPLIED CHEMISTRY. 74(6):899-905. [doi:10.1351/pac200274060899]
2002Benítez Bellón, Esperanza, Moreno Hagelsieb, Gabriel, Collado Vides, Pedro Julio. (2002). "Evaluation of thresholds for the detection of binding sites for regulatory proteins in Escherichia coli K12 DNA.". Genome Biology. 3(3):-. 11897025
2002Degrave, W.M., Vargas, R., Alvarez, F., Collado Vides, Pedro Julio, Nunez, L., Ramirez, J.L., Grau, O.. (2002). "Towards a bioinformatics network for Latin America and the Caribbean (LACBioNet).". Applied Bioinformatics. 1(1):53-56. 15130857
2002Moreno Hagelsieb, Gabriel, Collado Vides, Pedro Julio. (2002). "A powerful non-homology method for the prediction of operons in prokaryotes.". Bioinformatics. 18 Suppl 1():329-336. [doi:10.1093/bioinformatics/18.suppl_1.s329]12169563
2002Moreno Hagelsieb, Gabriel, Collado Vides, Pedro Julio. (2002). "Operon conservation from the point of view of Escherichia coli, and inference of functional interdependence of gene products from genome context". In Silico Biology: Journal of Biological Systems Modeling and Multi-Scale Simulation. 2(2):87-95. 12066843
2001Salgado, H, Santos-Zavaleta, A, Gama-Castro, S, Millen-Zarate, D, Diaz-Peredo, E, Sanchez-Solano, F, Pérez-Rueda, E, Bonavides-Martinez, C, Collado-Vides, J. (2001). "RegulonDB (version 3.2): Transcriptional regulation and operon organization in Escherichia coli K-12". Nucleic Acids Research. 29(1):72-74. [doi:10.1093/nar/29.1.72]11125053
2001Tan, K., Moreno Hagelsieb, Gabriel, Collado Vides, Pedro Julio, Stormo, G.D.. (2001). "A comparative genomics approach to prediction of new members of regulons". GENOME RESEARCH. 11(4):566-584. [doi:10.1101/gr.149301]11282972
2001Ramirez-Santos, J, Collado-Vides, J, Garcia-Varela, M, Gomez-Eichelmann, MC. (2001). "Conserved regulatory elements of the promoter sequence of the gene rpoH of enteric bacteria". Nucleic Acids Research. 29(2):380-386. [doi:10.1093/nar/29.2.380]11139607
2001Pérez-Rueda, E, Collado-Vides, J. (2001). "Common history at the origin of the position - Function correlation in transcriptional regulators in archaea and bacteria". Journal Of Molecular Evolution. 53(3):172-179. [doi:10.1007/s002390010207]11523004
2001Moreno-Hagelsieb, G, Trevino, V, Pérez-Rueda, E, Smith, TF, Collado-Vides, J. (2001). "Transcription unit conservation in the three domains of life: A perspective from Escherichia coli". TRENDS IN GENETICS. 17(4):175-177. [doi:10.1016/S0168-9525(01)02241-7]11275307
2000Salgado Osorio, Heladia, Moreno Hagelsieb, Gabriel, Smith, T.F., Collado Vides, Pedro Julio. (2000). "Operons in Escherichia coli: Genomic analyses and predictions". PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 97(12):6652-6657. [doi:10.1073/pnas.110147297]10823905
2000van Heiden, Jacques, Rios, Alma. F., Collado-Vides, Julio. (2000). "Discovering regulatory elements in non-coding sequences by analysis of spaced dyads". Nucleic Acids Research. 28(8):1808-1818. [doi:10.1093/nar/28.8.1808]10734201
2000Salgado, H, Santos-Zavaleta, A, Gama-Castro, S, Millan-Zarate, D, Blattner, FR, Collado-Vides, J. (2000). "RegulonDB (version 3.0): Transcriptional regulation and operon organization in Escherichia coli K-12". Nucleic Acids Research. 28(1):65-67. [doi:10.1093/nar/28.1.65]10592182
2000Strainic, MG, Sullivan, JJ, Collado-Vides, J, deHaseth, PL. (2000). "Promoter interference in a bacteriophage lambda control region: Effects of a range of interpromoter distances". Journal Of Bacteriology. 182(1):216-220. [doi:10.1128/JB.182.1.216-220.2000]10613884
2000van Helden, J., Andre, B., Collado Vides, Pedro Julio. (2000). "A web site for the computational analysis of yeast regulatory sequences". Yeast. 16(2):177-187. <a target="_blank" href="http://dx.doi.org/10.1002/(SICI)1097-0061(20000130)16:23.0.CO;2-9">[doi:10.1002/(SICI)1097-0061(20000130)16:23.0.CO;2-9]10641039
2000Perez-Rueda, Ernesto, Collado-Vides, Julio. (2000). "The repertoire of DNA-binding transcriptional regulators in Escherichia coli K-12". Nucleic Acids Research. 28(8):1838-1847. [doi:10.1093/nar/28.8.1838]10734204
1999Collado Vides, Pedro Julio, Hofestadt, R., Mavrovouniotis, M., Michal, G.. (1999). "Modeling and simulation of gene regulation and metabolic pathways". Biosystems. 49(1):79-82. [doi:10.1016/S0303-2647(98)00081-1]10091975
1999Salgado, H, Santos, A, Garza-Ramos, U, van Helden, J, Diaz, E, Collado-Vides, J. (1999). "RegulonDB (version 2.0): A database on transcriptional regulation in Escherichia coli". Nucleic Acids Research. 27(1):59-60. [doi:10.1093/nar/27.1.59]9847141
1998Pérez Rueda, Ernesto, Gralla, J.D., Collado Vides, Pedro Julio. (1998). "Genomic position analyses and the transcription machinery". Journal Of Molecular Biology. 275(2):165-170. [doi:10.1006/jmbi.1997.1465]9466899
1998Thieffry Jacot-Descombes, Denis Louis, Huerta Moreno, Araceli, Pérez Rueda, Ernesto, Collado Vides, Pedro Julio. (1998). "From specific gene regulation to genomic networks: A global analysis of transcriptional regulation in Escherichia coli". Bioessays. 20(5):433-440. <a target="_blank" href="http://dx.doi.org/10.1002/(SICI)1521-1878(199805)20:53.0.CO;2-2">[doi:10.1002/(SICI)1521-1878(199805)20:53.0.CO;2-2]9670816
1998van Helden, J., Andre, B., Collado Vides, Pedro Julio. (1998). "Extracting regulatory sites from the upstream region of yeast genes by computational analysis of oligonucleotide frequencies". Journal Of Molecular Biology. 281(5):827-842. [doi:10.1006/jmbi.1998.1947]9719638
1998Thieffry, D, Salgado, H, Huerta, AM, Collado-Vides, J. (1998). "Prediction of transcriptional regulatory sites in the complete genome sequence of Escherichia coli K-12". Bioinformatics. 14(5):391-400. [doi:10.1093/bioinformatics/14.5.391]9682052
1998Collado-Vides, J, Gutierrez-Rios, RM, Bel-Enguix, G. (1998). "Networks of transcriptional regulation encoded in a grammatical model". Biosystems. 47(1-2):103-118. [doi:10.1016/S0303-2647(98)00016-1]9715754
1998Huerta, AM, Salgado, H, Thieffry, D, Collado-Vides, J. (1998). "RegulonDB: A database on transcriptional regulation in Escherichia coli". Nucleic Acids Research. 26(1):55-59. [doi:10.1093/nar/26.1.55]9399800
1997Thieffry Jacot-Descombes, Denis Louis, Rosenblueth, D.A., Huerta Moreno, Araceli, Salgado Osorio, Heladia, Collado Vides, Pedro Julio. (1997). "Definite-clause grammars for the analysis of CIS-regulatory regions in E. coli.". Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing. ():441-452. 9390313
1997Blattner, FR, Plunkett, G, Bloch, CA, Perna, NT, Burland, V, Riley, M, ColladoVides, J, Glasner, JD, Rode, CK, Mayhew, GF, Gregor, J, Davis, NW, Kirkpatrick, HA, Goeden, MA, Rose, DJ, Mau, B, Shao, Y. (1997). "The complete genome sequence of Escherichia coli K-12". Science. 277(5331):1453-1462. [doi:10.1126/science.277.5331.1453]9278503
1997Collado-Vides, J, Huerta, AM, Klose, K. (1997). "Three models of gene regulation in E. coli". LECT NOTES COMPUT SC. 1278():72-78.
1996Hofestadt, R., Mavrovouniotis, M., Collado Vides, Pedro Julio, Loffler, M.. (1996). "Modeling and simulation of metabolic pathways, gene regulation and cell differentiation. International Conference and Research Center for Computer Science, Schloss Dagstuhl, Saarland, Germany, 22-27 October, 1995". Bioessays. 18(4):333-335. [doi:10.1002/bies.950180412]8967902
1996ColladoVides, J. (1996). "Towards a unified grammatical model of s70 and s54 bacterial promoters". Biochimie. 78(5):351-363. [doi:10.1016/0300-9084(96)84767-5]8905154
1996Rosenblueth, DA, Thieffry, D, Huerta, AM, Salgado, H, ColladoVides, J. (1996). "Syntactic recognition of regulatory regions in Escherichia coli". COMPUTER APPLICATIONS IN THE BIOSCIENCES. 12(5):415-422. [doi:10.1093/bioinformatics/12.5.415]8996790
1993COLLADOVIDES, J. (1993). "A linguistic representation of the regulation of transcription initiation. II. Distinctive features of sigma 70 promoters and their regulatory binding sites". Biosystems. 29(2-3):105-128. [doi:10.1016/0303-2647(93)90087-S]8374063
1993Collado Vides, Pedro Julio. (1993). "The elements for a classification of units of genetic information with a combinatorial component". JOURNAL OF THEORETICAL BIOLOGY. 163(4):527-548. [doi:10.1006/jtbi.1993.1136]8246512
1993COLLADOVIDES, J. (1993). "A linguistic representation of the regulation of transcription initiation. I. An ordered array of complex symbols with distinctive features". Biosystems. 29(2-3):87-104. [doi:10.1016/0303-2647(93)90086-R]8374070
1992COLLADOVIDES, J. (1992). "Grammatical model of the regulation of gene expression". PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA. 89(20):9405-9409. [doi:10.1073/pnas.89.20.9405]1409648