Niels Bantilan

Atlanta Metropolitan Area Contact Info
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Hello 👋 I build open source software to make data and machine learning practitioners…

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Experience & Education

  • Union.ai

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Licenses & Certifications

Publications

  • Themis-ml: A Fairness-aware Machine Learning Interface for End-to-end Discrimination Discovery and Mitigation

    ArXiv

    Themis-ml is a Python library built on top of pandas and sklearn that implements fairness-aware machine learning algorithms. This paper provides the context, motivation, and high-level technical specification of an application programming interface that helps research and product teams to measure and reduce potential discrimination in their dataset and algorithms.

    See publication
  • Diacylglycerol kinase α establishes T cell polarity by shaping diacylglycerol accumulation at the immunological synapse

    Science Signaling

    Polarization of the T cell microtubule–organizing center (MTOC) to the immunological synapse between the T cell and an antigen-presenting cell (APC) maintains the specificity of T cell effector responses by enabling directional secretion toward the APC. The reorientation of the MTOC is guided by a sharp gradient of the second messenger diacylglycerol (DAG), which is centered at the immunological synapse. We used a single-cell photoactivation approach to demonstrate that diacylglycerol kinase α…

    Polarization of the T cell microtubule–organizing center (MTOC) to the immunological synapse between the T cell and an antigen-presenting cell (APC) maintains the specificity of T cell effector responses by enabling directional secretion toward the APC. The reorientation of the MTOC is guided by a sharp gradient of the second messenger diacylglycerol (DAG), which is centered at the immunological synapse. We used a single-cell photoactivation approach to demonstrate that diacylglycerol kinase α (DGK-α), which catalyzes the conversion of DAG to phosphatidic acid, determined T cell polarity by limiting the diffusion of DAG. DGK-α–deficient T cells exhibited enlarged accumulations of DAG at the immunological synapse, as well as impaired reorientation of the MTOC. In contrast, T cells lacking the related isoform DGK-ζ did not display polarization defects. We also found that DGK-α localized preferentially to the periphery of the immunological synapse, suggesting that it constrained the area over which DAG accumulated. Phosphoinositide 3-kinase activity was required for the peripheral localization pattern of DGK-α, which suggests a link between DAG and phosphatidylinositol signaling during T cell activation. These results reveal a previously unappreciated function of DGK-α and provide insight into the mechanisms that determine lymphocyte polarity.

    Other authors
    See publication
  • Annular PIP3 accumulation controls actin architecture and modulates cytotoxicity at the immunological synapse

    The Journal of Experimental Medicine

    The immunological synapse formed by a T lymphocyte on the surface of a target cell contains a peripheral ring of filamentous actin (F-actin) that promotes adhesion and facilitates the directional secretion of cytokines and cytolytic factors. We show that growth and maintenance of this F-actin ring is dictated by the annular accumulation of phosphatidylinositol trisphosphate (PIP3) in the synaptic membrane. PIP3 functions in this context by recruiting the exchange factor Dock2 to the periphery…

    The immunological synapse formed by a T lymphocyte on the surface of a target cell contains a peripheral ring of filamentous actin (F-actin) that promotes adhesion and facilitates the directional secretion of cytokines and cytolytic factors. We show that growth and maintenance of this F-actin ring is dictated by the annular accumulation of phosphatidylinositol trisphosphate (PIP3) in the synaptic membrane. PIP3 functions in this context by recruiting the exchange factor Dock2 to the periphery of the synapse, where it drives actin polymerization through the Rho-family GTPase Rac. We also show that synaptic PIP3 is generated by class IA phosphoinositide 3-kinases that associate with T cell receptor microclusters and are activated by the GTPase Ras. Perturbations that inhibit or promote PIP3-dependent F-actin remodeling dramatically affect T cell cytotoxicity, demonstrating the functional importance of this pathway. These results reveal how T cells use lipid-based signaling to control synaptic architecture and modulate effector responses.

    Other authors
    See publication
  • Expression patterns of Oct4, Cdx2, Tead4, and Yap1 proteins during blastocyst formation in embryos of the marsupial, Monodelphis domestica Wagner.

    Evolution and Development

    Mouse and opossum embryos develop in quite distinct manners. While mouse embryos rely on cell-cell adhesion for 'knowing' how to structure itself during development, opossum embryos rely on cell-zona (zona is short for zona pellucida, which is the outerlayer of glycoproteins surrounding the embryo). Our study describes the expression and localization patterns of key developmental genes that fall into to broad categories: one category determines which cells eventually become the animal, and the…

    Mouse and opossum embryos develop in quite distinct manners. While mouse embryos rely on cell-cell adhesion for 'knowing' how to structure itself during development, opossum embryos rely on cell-zona (zona is short for zona pellucida, which is the outerlayer of glycoproteins surrounding the embryo). Our study describes the expression and localization patterns of key developmental genes that fall into to broad categories: one category determines which cells eventually become the animal, and the other determines which cells become part of the trophoblast, an embryonic structure that performs other functions besides 'becoming the animal'.

    Other authors
    • Morrison JT
    • Wang VN
    • Nellet KM
    • Cruz YP
    See publication

Courses

  • Biological and Environmental Determinants of Health

    PUBHP6040

  • Complexity Science

    EAEEE9305

  • Foundations of Public Health

    PUBHP6020

  • Health Systems

    PUBHP6060

  • Integration of Science and Practice

    PUBHP6071

  • Introduction to Computer Application to Health

    BINF G4001

  • Introduction to Data Science

    STATW4242

  • Leadership and Innovation

    PUBHP6080

  • Machine Learning for Data Science

    COMSW4721

  • Methods in Research Design and Evaluation

    PUBHP6030

  • Public Health Informatics

    SOSC P8779

  • Qualitative Research Design

    SOSCP8785

  • Social, Behavioral, and Structural Determinants of Health

    PUBHP6050

  • Structural Approaches to Global Health

    SOSCP8741

Projects

  • Pandera

    A dataframe validation library for scientists, engineers, and analysts seeking correctness.

    See project
  • Themis-ml

    - Present

    themis-ml is an open source machine learning library that implements several fairness-aware methods that comply with the sklearn API.

    See project

Languages

  • English

    -

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