Juan C. Villada — computational microbiology

Juan C. Villada, Ph.D.

Research

Research Interests

Coding DNA sequence (CDS) architecture <-> protein design

Large-scale (Meta)genomics

Machine learning for microbial symbiont and pathogen detection

Microbial symbionts

Microbial Metabolism (Methanotrophy)

Publications
  • Villada JC, Vasquez YM, Szabó G, Whittaker-Walker E, Romero MF, Qin S, Varghese N, Eloe-Fadrosh EA, Kyrpides NC, SymGs data consortium, Visel A, Woyke T, & Schulz F (2026). A genomic catalog of Earth’s bacterial and archaeal symbionts.
    Nature Biotechnology. Link · Published online 31 August 2026.

  • Related Research Briefing: Machine learning interprets genome sequences to map possible microbial symbionts.
    Nature Biotechnology. Link · Published online 2 September 2026.

  • Bushnell B, Schulz F, Villada JC (2026). RandomReadsMG: Rapid, realistic metagenome simulation at terabase scale for benchmarking and experimental design.
    Cell Genomics. Link · 101384. Published online 5 October 2026.

  • Bushnell B, Villada JC (2026). Deployable high-fidelity metagenome binning at scale with QuickBin.
    Communications Biology. Link · 9:1135.

  • Vasquez YM, Nardi T, Terasaki GM, Byl P, Brůna T, Villada JC, Romero-Gutiérrez MF, Mock T, James TY, GVMAGs data consortium, Woyke T, & Schulz F (2026). Genomic catalogue of giant viruses reveals expanded diversity and functional potential.
    Nature Microbiology. Link · 11(9):2634–2646.

  • Shrestha B, Romero MF, Villada JC, Plastid MAG Consortium, Blaby-Haas CE, & Schulz F (2026). Global metagenomics reveals plastid diversity and unexplored algal lineages.
    Nature Communications. Link · 17:2194.

  • Ahrendt SR, Haridas S, Stong S, Salamov A, Steindorff A, LaButti K, Riley R, Shabalov I, Lukashin I, Dusheyko S, Schulz F, Romero MF, Villada JC, Grigoriev IV, & Mondo SJ (2026). Comparative mitogenomics of kingdom Fungi–evolutionary insights and metagenomic applications.
    Nucleic Acids Research. Link · 54(2):gkaf1419.

  • Bowers RM, Bennett S, Riley R, Villada JC, Da Silva IR, Woyke T, & Frank AC (2025). Host species and geographic location shape microbial diversity and functional potential in the conifer needle microbiome.
    Microbiome. Link · 13(1):222.

  • Dutkiewicz Z, Singleton CM, Sereika M, Villada JC, Mussig AJ, Chuvochina M, …, & Rinke C (2025). Proposal of Patescibacterium danicum gen. nov., sp. nov. in the ubiquitous bacterial phylum Patescibacteriota phyl. nov.
    ISME Communications. Link

  • Villada JC & Schulz F (2022). The endosymbiotic box of protective tricks.
    Nature Reviews Microbiology. Link

  • Villada JC, Duran MF, Lim CK, Stein LY & Lee PKH (2022). Integrative genome-scale metabolic modeling reveals versatile metabolic strategies for methane utilization in Methylomicrobium album BG8.
    mSystems. Link

  • Villada JC, Duran MF & Lee PKH (2020). Interplay between position-dependent codon usage bias and hydrogen bonding at the 5’ end of ORFeomes.
    mSystems. Link

  • Villada JC, Duran MF & Lee PKH (2019). Genomic evidence for simultaneous optimization of transcription and translation through codon variants in the pmoCAB operon of type Ia methanotrophs.
    mSystems. Link

  • Lim CK, Villada JC, Chalifour A, Duran MF, Lu H & Lee PKH (2019). Designing and engineering Methylorubrum extorquens AM1 for itaconic acid production.
    Frontiers in Microbiology. Link

  • Lu H, Villada JC & Lee PKH (2018). Modular metabolic engineering for biobased chemical production.
    Trends in Biotechnology. Link

  • Villada JC, Brustolini OJB & da Silveira WB (2017). Integrated analysis of individual codon contribution to protein biosynthesis reveals a new approach to improving the basis of rational gene design.
    DNA Research. Link

  • Diniz RHS, Villada JC, Alvim MCT, et al. (2017). Transcriptome analysis of the thermotolerant yeast Kluyveromyces marxianus CCT 7735 under ethanol stress.
    Applied Microbiology and Biotechnology. Link

Preprints

  • Bushnell B, Bowers RM, Villada JC (2026). GradeBins: a comprehensive framework to augment metagenomic bin quality control.
    bioRxiv. Link · (preprint, posted 12 March 2026).
Awards

(2026) Recognition of Excellence Award. Lawrence Berkeley National Laboratory. Berkeley, CA, USA

(2024) Recognition of Excellence Award. Lawrence Berkeley National Laboratory. Berkeley, CA, USA

(2023) Recognition of Excellence Award. Lawrence Berkeley National Laboratory. Berkeley, CA, USA

(2018) Best of the Best Award, B4B Challenge Big Data for Business. Hong Kong Science & Technology Park. Hong Kong SAR

(2017) Chow Yei Ching School of Graduate Studies Entrance Scholarship. Research Grants Council. Hong Kong SAR

(2016) EMBL Corporate Partnership Programme Fellowship. European Molecular Biology Laboratory. Heidelberg, Germany

(2016) Hong Kong PhD Fellowship (HKPFS). Research Grants Council. Hong Kong SAR

(2013) Scholarship for MSc Studies in Brazil. Organization of American States. Washington, DC

(2012) Laureate Thesis Award (BSc). Universidad del Valle. Colombia

Education

Ph.D. in Energy and Environment. (Aug 2016 – Feb 2021) City University of Hong Kong. Research: Genomics and Systems Biology of Aerobic Methanotrophs.

M.Sc. in Agricultural Microbiology. (Feb 2014 – Jun 2016) Universidade Federal de Viçosa. Research: Individual Codon Contribution to Protein Biosynthesis in Yeast.

B.Sc. in Agricultural Engineering. (Aug 2006 – Apr 2013) Universidad del Valle. Research: Comparative Genomics of Nitrogen Fixing Bacteria.

Contact