Adiel Hernandez, MD

Adiel Hernandez, MD

About Me

I'm an Interventional & Diagnostic Radiology Resident at the University of Miami/Jackson Health System, passionate about merging cutting-edge medical imaging with artificial intelligence. My journey spans from biomedical engineering to medicine, fueling a unique perspective on healthcare innovation.

With a background in deep learning research, organ-on-chip technology, and clinical medicine, I'm dedicated to advancing minimally invasive procedures and developing AI-driven diagnostic tools that improve patient outcomes. My research focuses on leveraging machine learning to enhance breast tumor classification and reduce false positives in MRI imaging.

Clinical Training

Building expertise in interventional procedures and diagnostic imaging

Integrated Interventional Radiology Residency

University of Miami / Jackson Health System

2024 — 2029

Comprehensive training in image-guided minimally invasive procedures, vascular interventions, and diagnostic radiology.

Preliminary Surgery Internship

University of Miami / Jackson Health System

2023 — 2024

Foundation in surgical principles, critical care, and perioperative patient management.

Education

A foundation bridging engineering and medicine

Doctor of Medicine (MD)

Miller School of Medicine, University of Miami

2019 — 2023

BS Biomedical Engineering

University of Miami | Medical Scholars Program

2015 — 2019

Accelerated BS/MD pathway combining engineering principles with pre-medical training.

Research Experience

Innovating at the intersection of technology and medicine

Deep Learning

Breast Tumor Classification on MRI

Developing a deep learning model for breast tumor classification on MRI to reduce high false positive rates, decreasing patient anxiety and biopsy-related morbidity. PI: Dr. Collado-Mesa.

Python TensorFlow Deep Learning Medical Imaging
Clinical Research

Surgical Outcomes of Fibroepithelial Lesions of the Breast

Exploring surgical outcomes of FELs diagnosed via core needle biopsy to assess the necessity of routine surgical excision versus imaging surveillance. PI: Dr. Nicole Brofman.

Retrospective Analysis Breast Imaging Diagnostic Radiology
Interventional Radiology

Y-90 Radioembolization: Systematic Review & Meta-Analysis

Systematic review and meta-analysis evaluating efficacy and safety of flow-directed catheter therapies in Y-90 radioembolization for hepatic malignancies.

Meta-Analysis Statistical Analysis Interventional Oncology
Interventional Radiology

Cryoablation Eligibility: SEER 2016–2022

Analyzing SEER database data to evaluate population-level eligibility for minimally invasive breast tumor cryoablation and characterize historical treatment patterns in the US.

SEER Database Epidemiology Cryoablation
Interventional Radiology

IVUS in Lower Extremity DVT Intervention

Investigating readmission outcomes associated with intravascular ultrasound use in lower extremity deep vein thrombosis interventions across the United States.

National Database IVUS Vascular Interventions
Interventional Radiology

HCC Recurrence After Percutaneous Microwave Ablation

Retrospective chart review of 183 patients analyzing predictors of intrahepatic recurrence of hepatocellular carcinoma following percutaneous microwave ablation. PI: Dr. Prasoon Mohan.

SPSS Multivariate Regression Interventional Oncology
Interventional Radiology

Body Habitus & CT-Guided Lung Biopsies

Retrospective analysis of 130 patients examining whether body habitus affects the outcome of CT-guided lung biopsies. PI: Dr. Shree Ramanan Venkat.

SPSS Retrospective Analysis CT-Guided Procedures
Immunology

Blood Type Correlation with COVID-19 Severity

Retrospective analysis of 3,000+ patients examining how ABO blood types correlate with infection and severity of COVID-19, including biomarker analysis. PI: Dr. Savita Pahwa.

Biomarker Analysis Retrospective Study Immunology
Bioengineering

Organ-On-Chip Automated Platform

Engineered an automated platform for continuous experimentation and media collection through Physiomimetic Microsystems, programming stepper motors and GUI for fluidic control. PI: Dr. Ashutosh Agarwal.

C Hardware Integration GUI Development Microfluidics
Neuroscience

Translin Deletion & the Dopamine Reward System

Studied the impact of translin protein on the dopamine reward system at Johns Hopkins University, utilizing CRISPR knockouts, confocal microscopy, and behavioral analysis. PI: Dr. Jay Baraban.

CRISPR Confocal Microscopy Immunohistochemistry
Bioengineering

Macrophage Polarization & Tumor Microenvironment

Investigated how microenvironment stiffness affects M1 macrophage polarization in tumor progression at the University of Texas at Austin. PI: Dr. Laura Suggs.

PCR Cell Culture Hydrogel Production

Publications

Peer-reviewed contributions to medical science

Association of ABO Blood Type with Infection and Severity of COVID-19 in Inpatient and Longitudinal Cohorts

T Eatz, A Hernandez, M Cordova, N Perez, C Cash, Z Cromar, N Godbole, A Le, R Lin, S Luo, A Patel, Y Abu, A Mantero, S Pahwa

COVID, 2023

Modular, PDMS-free Microphysiological System for Modeling of Biologic Barrier Function

M Ishahak, J Hill, Q Amin, L Wubker, A Hernandez, A Mitrofanova, A Sloan, A Fornoni, A Agarwal

Frontiers in Bioengineering and Biotechnology, 2020

Integrated Platform for Continuous Culture and Dynamic Cell Secretion Analysis of Microphysiological Systems

M Ishahak, L Birman, D Carbonero, J Hill, A Hernandez, S Rawal, A Agarwal

Royal Society of Chemistry, 2019

Presentations

Conference presentations and academic dissemination

Oral

Flow-Directed Catheter Therapies in Y-90 Radioembolization: A Systematic Review and Meta-Analysis

Society of Interventional Radiology Annual Scientific Meeting, Toronto, Canada, 2026

Oral

Population-Level Eligibility for Minimally Invasive Breast Tumor Cryoablation in the US: SEER 2016–2022

Society of Interventional Radiology Annual Scientific Meeting, Toronto, Canada, 2026

Oral

Readmission Outcomes of IVUS Use in Lower Extremity DVT Intervention in the United States

Society of Interventional Radiology Annual Scientific Meeting, Toronto, Canada, 2026

Poster

Surgical Outcomes of Fibroepithelial Lesions of the Breast Diagnosed on Core Needle Biopsy

Florida Radiological Society Annual Meeting, Fort Lauderdale, FL, 2025

Poster

A Deep Learning Model For Breast Tumor Classification on Magnetic Resonance Imaging

Florida Radiological Society Annual Meeting, Orlando, FL, 2024

Poster

Does Body Habitus Affect the Outcome of CT-guided Lung Biopsies?

Society of Interventional Radiology Annual Conference, Boston, MA, 2022

Oral

Predictors of Intrahepatic Recurrence of HCC following Percutaneous Microwave Ablation of Tumors Larger Than 3 cm

Society of Interventional Radiology Annual Conference, Virtual, 2021

Poster

Predictors of Intrahepatic Recurrence of HCC following Percutaneous Microwave Ablation

Society of Interventional Radiology Annual Conference, Virtual, 2021 • Sylvester Cancer Center Conference, Miami, FL, 2021

Poster

Correlation of Blood Type with Infection and Severity of COVID-19

American Physician Scientist Symposium, Miami, FL, 2021 • 48th Annual Eastern-Atlantic Student Research Forum, Virtual, 2021

Poster

Impact of Translin Deletion on the Dopamine Reward System

C.A.R.E.S Symposium, Johns Hopkins University, Baltimore, MD, 2017

Poster

M1 Macrophage Polarization Decreases with an Increase of Stiffness

Biomedical Engineering Society Annual Meeting, Minneapolis, MN, 2016

Leadership & Honors

Driving impact beyond clinical practice

Leadership & Service

  • IR Interest Group — President

    University of Miami, 2019 — 2023

  • Immunology Interest Group — Vice President

    University of Miami, 2020 — 2023

  • RAYS — Research Coordinator

    Radiology Academic Year Students Program, 2019 — 2023

  • Dept. of Community Service (DOCS) — Volunteer

    Free clinic & health fairs for underserved South Florida communities, 2019 — 2023

Awards & Honors

  • Florida Radiological Society Poster Award

    Women/Diversity Category, 2024

  • Presidential Scholarship

    University of Miami, 2015 — 2019

  • Industry Impact Award

    Senior Design Expo, 2019

Professional Societies

American Medical Association (AMA)
Society of Interventional Radiology (SIR)
SIR Fellow & Resident Section (SIR-FRS)
American College of Radiology (ACR)
Florida Radiological Society (FRS)
American Medical Student Association (AMSA)
Biomedical Engineering Society (BMES)

Skills & Certifications

Languages

English (Native) Spanish (Native)

Technical

Python MATLAB C Deep Learning Medical Imaging Scanning Electron Microscopy Software Development

Certifications

Basic Life Support (BLS) — 2025 Advanced Cardiac Life Support (ACLS) — 2025

Interests

Piano Volleyball Software Development Artificial Intelligence