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Personalized Medicine & Applied Engineering M.S. Program

Biomedical Engineering

Yale University MS in Personalized Medicine + Applied Engineering: Enroll in Our Masters Degree Program! Taught by both Yale School of Engineering & Applied Science Faculty. Deadline December 15th. Visit seas.yale.edu/pmae to schedule a virtual information session.

Overview

The M.S. degree in Personalized Medicine & Applied Engineering provides medical students, biomedical, mechanical, and electrical engineers, and computer science majors with the tools to develop innovative 3D solutions for personalized medicine.

Students will learn how to develop and apply 3D technology to address surgical and medical conditions with the goal of personalizing health care treatments to improve clinical outcomes. Courses are taught by both clinical and ladder faculty from Yale School of Medicine and Yale School of Engineering & Applied Science.

Using high-resolution medical imaging, 3D printing, robotics, computer navigation, and extended reality, students will learn to develop truly custom treatments, patient-specific instruments for surgery, and personalized medical devices.

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This is a terrific program for medical and allied students. You have the autonomy to select your own thesis project and meet all of the faculty through their research pitches.

- Current student

Program Highlights

Graduates of the program will be well-positioned to:

  • Become leaders in clinical research disciplines focusing on personalized medical treatments, radiological services, and identification of pathology.

  • They will be able to run a hospital’s point of care printing services and conduct preoperative surgical planning and custom 3D printed instrument design.
  • Develop XR medical education tools.
  • Become strong candidates for engineering positions that focus on the development of personalized treatments, the design of custom 3D surgical instruments and guides, custom implant design, tissue engineering, and manufacturing.

 

The many different clinicians you may shadow:

  • Radiology
  • Interventional Radiology
  • Radiation Oncology
  • General Surgery
  • Orthopaedic Surgery
  • Hand Surgery
  • Total Joint Surgery
  • Trauma Surgery
  • Spine Surgery
  • Sports Medicine
  • Cardiology
  • Electrophysiology
  • Pain Management/Block Service
  • Vascular Surgery
  • Ear, Nose and Throat Surgery
  • Anesthesia
  • Regional Anesthesia
  • Pediatric Critical Care Medicine
  • Neurosurgery
  • Neurology
  • Neuro Intensive Care
  • Dermatology
  • Emergency Medicine
  • Pulmonary Critical Care
  • Urology
  • Oncology
  • Hematology
  • Surgical Intensive Care
  • Medical Physics

The range of masters thesis projects previous students worked on:

  • Orthopedics: 3D Printed Bone Model Analysis for Analog Testing and Implants
  • Sports Medicine: The Effect of Tibiofemoral Rotation on Popliteus Stretch: an Image Analysis Study
  • Cardiovascular Medicine: Utilizing Myocardial Blood Flow to Select Viable Marginal Donor Hearts for Heart Transplant
  • Cardiovascular Medicine: Optimization of Nanoparticle Charge for Pre-Transplant Delivery to Donor Hearts
  • Hand and Upper Extremity Surgery: A Patient-Specific 3D Printed Surgical Guide for Dorsal Scaphoid Fracture Fixation
  • Hand and Upper Extremity Surgery: Radial Head Implant Loosening: The Role of Intramedullary Canal Contact Examined Through Finite Element Analysis
  • Tissue Engineering and Wound Care: 3D-bioprinting of a full-thickness wounded skin model with implications for the re-epithelialization of a diabetic skin ulcer
  • Tissue Engineering: A Novel Method for Bioengineering Whole Rat Lungs Using BASCs in dECM with Dynamic Ventilation
  • Vascular Surgery: Confirm endothelial cell’s potential to self-assemble into lymphatic-like capillary structure
  • Dermatology: Profiling Cytokine Patterns in Psoriasis and Atopic Dermatitis: A Comparative Approach using RNA and proteomic data from Skin Samples
  • Radiation Oncology: 3-Dimensional Printed Ring-and-Tandem Brachytherapy Applicators for Patient-Specific Cervical Cancer Radiotherapy
  • Machine Learning: Deep Learning Based Prediction Model For Patients With Primary Central Nervous System Lymphoma
  • Point of Care Printing Center: Defining Quality Inspection in Point-of-Care 3D Printing of Surgical Guides
  • Pediatrics and XR: Virtual Reality Game Design for Type 1 Diabetes
  • Neurosurgery and Brain Trauma: Design and Fabrication of Electrode-Integrated Cerebral Microdialysis Probes
  • Brain Tumors: MRI Based 3D Volumetric Analysis of Neurofibromatosis Type 2 Vestibular Schwannomas: Development of a Diagnostic and Visualization Tool
  • Cardiology: Applying Machine Learning to Predict Heart Age
  • Orthopaedics: Developing a Bone Density Algorithm from CT Scans and X-Rays for Total Knee Arthroplasty
  • Vascular Surgery: 3-Dimensional Modeling from Ultrasound of Arteriovenous Fistulas Used for Hemodialysis
  • Tissue Engineering: Application of a 3D-Bioprinter: Jet Technology for "Biopatch" Development Using Cells on Hydrogel Supports
  • Lung Cancer: A Lung Segmentation Tool For Surgical Planning of Sublobar Pulmonary Resections
  • Orthopaedics: Mechanical Effects of Different Fulcrums on Balanced Cable Bone Segment Transport
Medical researchers in protective gowns performing a procedure in a clinical or surgical training setting

The clinical aspect and shadowing really made this program different from other programs that are just course-based; the focus on virtual surgical tools and 3D printing for clinical engineering applications was unique compared to other top BME programs.

- Current student

Jobs that previous graduates found:

  • Medical device industry
  • Tissue engineering
  • Research lab 3
  • D Printing Lab
  • Medical School

 

For questions and further information, contact Drs. Daniel Wiznia and Steven Tommasini.

Gloved hands holding a 3D-printed surgical guide in an operating room setting, with surgical instruments and a sterilization tray in the background.

Curriculum

The program is 1 full year: Summer (8 weeks) + 1 academic year (Fall and Spring)

Course Requirements

Given that the Master’s program will attract students from many different backgrounds, students will be granted flexibility in terms of elective course requirements, by being able to select the focus of their special investigation projects as well as an optional biomedical engineering industry collaboration project (“internal internship”). For example, students with a strong engineering background may want to focus on medical school focused classes, while medical students may want to focus on engineering related courses. In order to graduate, students will need to take a total of 8 courses, of which 6 courses are required and 2 of the courses can be chosen from Yale-wide technical electives approved by the DGS.

Group of Yale School of Engineering and Applied Science M.S. in Personalized Medicine & Applied Engineering students in scrubs
Close-up view of a resin-based 3D printing process, showing intricate translucent structures emerging from the liquid resin during fabrication
Hands holding a 3D-printed orthopedic implant prototype, comparing it to a digital model displayed on a computer screen for surgical planning or biomedical engineering research
Person holding a 3D-printed orthopedic guide against their forearm, demonstrating its use for surgical planning or medical device development

The following seven courses are required of all master’s students:

Gloved hands holding a 3D-printed anatomical model in a clinical setting, likely for surgical planning or biomedical research

The length of the program allowed me to apply to medical school. I really enjoyed the clinical immersion rather than solely an engineering approach like many other programs. There is a collaborative nature with the hospital, the clinical environment and the research labs. The program was flexible to align with my personal interests and goals, but with enough structure that I felt well supported. We have tremendous access to Yale mentors, school resources, and the opportunity to network.

- Current student

Electives

There is no set list of electives. Electives may be any graduate class offered by the GSAS, School of Management, School of Public Health, School of Medicine, and School of Law as long as they are consistent with the mission of the program (subject to director approval).

Potential electives include, but are not limited to:

PMAE 532a and b: Industry collaborative 3D Design Project - Fall and Spring (Can be taken in addition to or in place of ENAS 990a and b). Teams of 2-3 students will be paired to work on 3D medical innovation projects with biomedical engineering companies, industry leaders of personalized medicine. This course will serve as a potential "route to employment" by providing students with a year-long internship / "internal interview" with a biomedical technology company's engineering team. These projects may involve the student developing novel software, hardware, manufacturing validations, medical devices, surgical instruments, or 3D printing modalities. Some companies will limit their projects to engineering students due to the project scope.

  • ENAS 531b: Medical Software Design
  • ENAS 912a: Biomedical Image Processing and Analysis
  • MGT 992a: Healthcare Strategy
  • NURS 511a: Clinical Applications of Human Anatomy
  • ENAS 600a or b: Computer-Aided Engineering
  • ANAT 100a or b: Human Anatomy and Development
  • MGT 657b: Creating Healthcare and Life Science Ventures

 

YSM Investigative Medicine Courses

  • IMED 625: Principles of Clinical Research
  • IMED 630: Practical and Ethical Issues in Clinical Investigation
  • CDE 650e: Introduction to Evidence-Based Health Care & Medicine
  • IMED 645: Introduction to Biostatistics
Person using a 3D printing software on a laptop

As a hopeful physician-scientist, I wanted to garner an engineering background in addition to my biology experience to be able to provide better service in healthcare. As I was looking for biomedical engineering Masters programs, I noted that the Yale PMAE program explicitly merged practical clinical application with patient care.

- Current student

Location

The Masters in Personalized Medicine and Applied Engineering takes place in person in New Haven, CT at Yale University. Clinical components are taught at the Yale School of Medicine and Yale New Haven Hospital. Engineering components are taught at the Yale School of Engineering & Applied Science. Courses and lab work are conducted throughout campus, as many of the faculty share responsibilities between the Yale School of Medicine and the Yale School of Engineering & Applied Science.

Logistics

Applying: The application deadline for 2024-2025 is December 15, 2024. Check the Yale GSAS website for details.

Requirements: Applicants will need three letters of recommendation and their college transcript (medical school transcript is required for medical students). The GRE is optional.

Tuition is set by the GSAS. Further, due to the course work, students typically cannot devote sufficient time to be eligible for research funding. However, several of our Master's students perform a teaching fellowship for undergraduate courses and receive compensation for this work.