Curriculum Vitae

Work Experience

Position Institution Year
Associate Research Scientist Northeastern University 2025–Present
Part-time Lecturer Northeastern University 2021–Present
Postdoctoral Fellow Northeastern University 2021–2025
Postdoctoral Fellow Colegio de México 2020–2021
Postdoctoral Fellow Instituto Nacional de Medicina Genómica 2019–2020
Data Scientist Telcel 2018–2019

Education

Degree Institution Year
PhD Applied Mathematics Complex Systems Institute, ENS-Lyon & Université de Grenoble, France 2014–2018
MS Applied Mathematics Universidad Autónoma de San Luis Potosí, Mexico 2012–2014
BS Economics Université de Toulouse 1 Capitole, France 2008–2012

PhD Thesis: Bio-mathematical aspects of the plasticity of protein folding

Publications

Peer-Reviewed Articles

  1. Liu Y, Dorantes-Gilardi R, Han L, Barabási AL (2025). The effect of high-impact venues on career development. Nature (In Review).
  2. Liu Y, Elekes A, Lu J, Dorantes-Gilardi R, Barabási AL (2025). Unequal Scientific Recognition in the Age of LLMs. EMNLP 2025.
  3. Aldana A, Sebek M, Ispirova G, Dorantes-Gilardi R, et al. (2025). NetMedPy: A Python package for Large-Scale Network Medicine Screening. Bioinformatics.
  4. Dorantes-Gilardi R, Ivey K, Costa L, Matty R, Cho K, Gaziano JM, Barabási AL (2025). Quantifying the impact of biobanks and cohort studies. PNAS.
  5. Dorantes-Gilardi R, Terrazas-Santamaría D, Ramirez-Álvarez A (2023). Is there a differentiated gender effect of collaboration with super-cited authors? Evidence from early-career economists. Scientometrics.
  6. Dorantes-Gilardi R, Terrazas-Santamaría D, Ramirez-Álvarez A (2022). The role of highly intercited papers on scientific impact: the Mexican case. Applied Network Science.
  7. Sotomayor-Vivas C, Hernández-Lemus E, Dorantes-Gilardi R (2022). Linking protein structural and functional change to mutation using amino acid networks. PLOS One.
  8. Ye W, Dorantes-Gilardi R, Xiang Z, Aron L (2021). COVID-19 Twitter Communication of Major Societal Stakeholders. International Journal of Communication.
  9. Pacini L, Dorantes-Gilardi R, Vuillon L, Lesieur C (2021). Mapping Function from Dynamics: Future Challenges for Network-Based Models of Protein Structures. Frontiers in Molecular Biosciences.
  10. Dorantes-Gilardi R, García-Cortés D, Hernandez-Lemus E, Espinal-Enríquez J (2021). Genes in the k-core underpin functional features of breast cancer. Scientific Reports.
  11. Dorantes-Gilardi R, García-Cortés D, Hernández-Ramos H, Espinal-Enríquez J (2020). Eight years of homicide evolution in Monterrey, Mexico: a network approach. Scientific Reports.
  12. Dorantes-Gilardi R, García-Cortés D, Hernandez-Lemus E, Espinal-Enríquez J (2020). Multilayer approach reveals organizational principles disrupted in breast cancer co-expression networks. Applied Network Science.
  13. Dorantes-Gilardi R, Bourgeat L, Vuillon L, Lesieur C (2018). In proteins, the structural responses of a position to mutation rely on the Goldilocks principle. Phys. Chem. Chem. Phys..
  14. Achoch M, Dorantes-Gilardi R, Wymant C, Feverati G, Salamatian K, Vuillon L, Lesieur C (2016). Protein structural robustness to mutations: an in silico investigation. Phys. Chem. Chem. Phys..

Conference Proceedings

  • Liu Y, Elekes A, Lu J, Dorantes-Gilardi R, Barabási AL (2025). Unequal Scientific Recognition in the Age of LLMs. EMNLP 2025.
  • Dorantes-Gilardi R, Vuillon L, Lesieur C (2017). Perturbation of amino acid networks: A statistical study of the defects introduced in proteins by mutations. 6th International Conference on Complex Networks and Their Applications.

Book

  • Ortega RY, Nieto F, Dorantes Gilardi R, Sotomayor CI (2022). Strategic Polarization in Social Media. El Colegio de Mexico AC.

Contributed Research Grants

Grant Amount Funder Year
Inspirational Cohorts and the Science of Purpose $1,818,030 Templeton Foundation (#63562) 2025–2028
Evaluating the Impact of Biomedical Tools and Methods $995,572 NIH NIGMS (#1R01GM158813-01) 2024–2028

PI: Albert-László Barabási — Role: Wrote grant and Project Lead (both)

Awards & Honors

  • Sistema Nacional de Investigadores (Mexico), Level 1 — Area 1: Interdisciplinary and Applied Mathematics (2022–Present)
  • Sistema Nacional de Investigadores (Mexico), Candidate — Area 1: Interdisciplinary and Applied Mathematics (2020–2022)

Selected Talks

Talk Venue Year
Quantifying the Impact of Biobanks and Cohort Studies NSW Health Statewide Biobank Seminar, Australia (virtual) Aug 2025
Evaluating the Impact of Biomedical Tools and Methods ICSSI 2024, National Academy of Sciences, Washington DC Jul 2024
Quantifying biobank impact NetSci-X 2023, Buenos Aires Feb 2023
Quantifying biobank impact Complex Networks 2022, Palermo, Italy Nov 2022
Quantifying biobank impact ICSSI 2022, National Academy of Sciences, Washington DC Jun 2022

Professional Service

  • Grant Reviewer & Panelist: NSF (Science of Science, Human Networks & Data Science), 2023–2025
  • Journal Reviewer: Nature Communications, PNAS, npj Systems Biology, Bioinformatics Advances, PLOS One, 2019–2025

Skills

Category Details
Programming Python (Advanced), SQL (Advanced: Google BigQuery), R, Bash, HTML/CSS, Git
Software Contribution NetMedPy, networkx, biographs, biopython
Languages Spanish (Native), English (Fluent/C2), French (Fluent/C1)