Faculty

Riccardo Miotto

Director of Data Science / Assistant Professor

Bio

Riccardo Miotto is an Assistant Professor (research track) at the Icahn School of Medicine at Mount Sinai and Director of Data Science at the Hasso Plattner Institute for Digital Health at Mount Sinai. Riccardo's work encompasses the study and design of novel frameworks to process healthcare data for personalized medicine and medical search engines. His current research is focusing on secondary use of electronic health records (EHRs) and on the development and application of solutions to extract meaningful representations from the patient data that can be used for clinical prediction and medical analysis. Riccardo’s research also investigates novel technologies for healthcare monitoring (e.g. smart mirror), in particular for preventative medicine. In previous experiences, he also worked on: (1) search engines for clinical trials through processing of free-text eligibility criteria and similarity of patient EHRs and (2) machine learning applied to music information retrieval, in particular semantic discovery and recommendation, automatic tagging, and cover identification. Riccardo obtained his Ph.D. in Information Engineering from the University of Padova, Italy.

Bio

Riccardo Miotto is an Assistant Professor (research track) at the Icahn School of Medicine at Mount Sinai and Director of Data Science at the Hasso Plattner Institute for Digital Health at Mount Sinai. Riccardo's work encompasses the study and design of novel frameworks to process healthcare data for personalized medicine and medical search engines. His current research is focusing on secondary use of electronic health records (EHRs) and on the development and application of solutions to extract meaningful representations from the patient data that can be used for clinical prediction and medical analysis. Riccardo’s research also investigates novel technologies for healthcare monitoring (e.g. smart mirror), in particular for preventative medicine. In previous experiences, he also worked on: (1) search engines for clinical trials through processing of free-text eligibility criteria and similarity of patient EHRs and (2) machine learning applied to music information retrieval, in particular semantic discovery and recommendation, automatic tagging, and cover identification. Riccardo obtained his Ph.D. in Information Engineering from the University of Padova, Italy.

Publications

January, 2021

Physiological Data from a Wearable Device Identifies SARS-CoV-2 Infection and Symptoms and Predicts COVID-19 Diagnosis: Observational Study

Journal | Journal of Medical Internet Research

HPI·MS Authors

Robert Hirten

Matteo Danieletto

Micol Zweig

Eddye Golden

Sparshdeep (Shelly) Kaur

Alex Charney

Riccardo Miotto

Benjamin Glicksberg

Erwin Bottinger

Girish Nadkarni

Zahi Fayad

11 HPI•MS authors

Full list of authors

Robert P Hirten; Matteo Danieletto; Lewis Tomalin; Katie Hyewon Choi; Micol Zweig; Eddye Golden; Sparshdeep Kaur; Drew Helmus; Anthony Biello; Renata Pyzik; Alexander Charney; Riccardo Miotto; Benjamin S Glicksberg; Matthew Levin; Ismail Nabeel; Judith Aberg; David Reich; Dennis Charney; Erwin P Bottinger; Laurie Keefer; Mayte Suarez-Farinas; Girish N Nadkarni; Zahi A Fayad

Journal

Journal of Medical Internet Research

Open Publication

November, 2020

Deep Learning for Biomedical Applications

Journal | Machine Learning in Cardiovascular Medicine, Elsevier

HPI·MS Authors

Jessica De Freitas

Benjamin Glicksberg

Kipp Johnson

Riccardo Miotto

4 HPI•MS authors

Full list of authors

Jessica De Freitas, Benjamin S. Glicksberg, Kipp W. Johnson, Riccardo Miotto

Book Chapter

Machine Learning in Cardiovascular Medicine, Elsevier

Open Publication

November, 2020

Phe2vec: Automated Disease Phenotyping based on Unsupervised Embeddings from Electronic Health Records

Journal | medRxiv

HPI·MS Authors

Jessica De Freitas

Kipp Johnson

Eddye Golden

Girish Nadkarni

Erwin Bottinger

Benjamin Glicksberg

Riccardo Miotto

7 HPI•MS authors

Full list of authors

Jessica K De Freitas, Kipp W Johnson, Eddye Golden, Girish N Nadkarni, Joel T Dudley, Erwin P Bottinger, Benjamin S Glicksberg, Riccardo Miotto

Journal

medRxiv

Open Publication

November, 2020

Machine Learning to Predict Mortality and Critical Events in a Cohort of Patients With COVID-19 in New York City: Model Development and Validation

Journal | JMIR Medical Informatics

HPI·MS Authors

Akhil Vaid

Sulaiman Somani

Adam Russak

Jessica De Freitas

Ishan Paranjpe

Kipp Johnson

Riccardo Miotto

Shan Zhao

Nidhi Naik

Patricia (Savi) Glowe

Eddye Golden

Matteo Danieletto

Manbir Singh

Erwin Bottinger

Jagat Narula

Zahi Fayad

Alex Charney

Benjamin Glicksberg

Girish Nadkarni

19 HPI•MS authors

Full list of authors

Akhil Vaid, Sulaiman Somani, Adam J Russak, Jessica K De Freitas, Fayzan F Chaudhry, Ishan Paranjpe, Kipp W Johnson, Samuel J Lee, Riccardo Miotto, Shan Zhao, Noam Beckmann, Nidhi Naik, Kodi Arfer, Arash Kia, Prem Timsina, Anuradha Lala, Manish Paranjpe, Patricia Glowe, Eddye Golden, Matteo Danieletto, Manbir Singh, Dara Meyer, Paul F O'Reilly, Laura H Huckins, Patricia Kovatch, Joseph Finkelstein, Robert M Freeman, Edgar Argulian, Andrew Kasarskis, Bethany Percha, Judith A Aberg, Emilia Bagiella, Carol R Horowitz, Barbara Murphy, Eric J Nestler, Eric E Schadt, Judy H Cho, Carlos Cordon-Cardo, Valentin Fuster, Dennis S Charney, David L Reich, Erwin P Bottinger, Matthew A Levin, Jagat Narula, Zahi A Fayad, Allan Just, Alexander W Charney, Girish N Nadkarni, Benjamin S Glicksberg

Journal

JMIR Medical Informatics

Open Publication

October, 2020

Automated disease cohort selection using word embeddings improves upon electronic phenotyping algorithms

Journal | Symposium on Artificial Intelligence for Learning Health Systems

HPI·MS Authors

Benjamin Glicksberg

Jessica De Freitas

Kipp Johnson

Girish Nadkarni

Riccardo Miotto

5 HPI•MS authors

Full list of authors

Benjamin S. Glicksberg*, Jessica De Freitas*, Kipp W. Johnson, Girish Nadkarni, Joel T. Dudley, and Riccardo Miotto

Conference

Symposium on Artificial Intelligence for Learning Health Systems

Open Publication

September, 2020

AKI in Hospitalized Patients with COVID-19

Journal | Journal of the American Society of Nephrology

HPI·MS Authors

Lili Chan

Kumardeep Chaudhary

Aparna Saha

Akhil Vaid

Kumardeep Chaudhary

Shan Zhao

Ishan Paranjpe

Sulaiman Somani

Riccardo Miotto

Jagat Narula

Zahi Fayad

Alex Charney

Erwin Bottinger

Benjamin Glicksberg

Girish Nadkarni

15 HPI•MS authors

Full list of authors

Lili Chan, Kumardeep Chaudhary, Aparna Saha, Kinsuk Chauhan, Akhil Vaid, Shan Zhao, Ishan Paranjpe, Sulaiman Somani, Felix Richter, Riccardo Miotto, Anuradha Lala, Arash Kia, Prem Timsina, Li Li, Robert Freeman, Rong Chen, Jagat Narula, Allan C. Just, Carol Horowitz, Zahi Fayad, Carlos Cordon-Cardo, Eric Schadt, Matthew A. Levin, David L. Reich, Valentin Fuster, Barbara Murphy, John C. He, Alexander W. Charney, Erwin P. Böttinger, Benjamin S. Glicksberg, Steven G. Coca, Girish N. Nadkarni and on behalf of the Mount Sinai COVID Informatics Center (MSCIC)

Journal

Journal of the American Society of Nephrology

Open Publication

August, 2020

Federated Learning of Electronic Health Records Improves Mortality Prediction in Patients Hospitalized with COVID-19

Journal | medRxiv

HPI·MS Authors

Akhil Vaid

Suraj Jaladanki

Shelly Teng

Arvind Kumar

Samuel Lee

Sulaiman Somani

Ishan Paranjpe

Jessica De Freitas

Tingyi Wanyan

Kipp Johnson

Mesude Bicak

Shan Zhao

Riccardo Miotto

Alex Charney

Erwin Bottinger

Zahi Fayad

Girish Nadkarni

Benjamin Glicksberg

18 HPI•MS authors

Full list of authors

Akhil Vaid, Suraj K Jaladanki, Jie Xu, Shelly Teng, Arvind Kumar, Samuel Lee, Sulaiman Somani, Ishan Paranjpe, Jessica K De Freitas, Tingyi Wanyan, Kipp W Johnson, Mesude Bicak, Eyal Klang, Young Joon Kwon, Anthony Costa, Shan Zhao, Riccardo Miotto, Alexander W Charney, Erwin Böttinger, Zahi A Fayad, Girish N Nadkarni, Fei Wang, Benjamin S Glicksberg

Journal

medRxiv

Open Publication

July, 2020

Deep Representation Learning of Electronic Health Record to Unlock Patient Stratification at Scale

Journal | npj Digital Medicine volume

HPI·MS Authors

Benjamin Glicksberg

Matteo Danieletto

Riccardo Miotto

3 HPI•MS authors

Full list of authors

Isotta Landi, Benjamin S. Glicksberg, Hao-Chih Lee, Sarah Cherng, Giulia Landi, Matteo Danieletto, Joel T Dudley, Ceseare Furlanello, Riccardo Miotto

Journal

npj Digital Medicine volume

Open Publication

June, 2020

Coronavirus 2019 and People Living With Human Immunodeficiency Virus: Outcomes for Hospitalized Patients in New York City

Journal | Clinical Infectious Diseases

HPI·MS Authors

Eddye Golden

Ishan Paranjpe

Sulaiman Somani

Jessica De Freitas

Riccardo Miotto

Shan Zhao

Erwin Bottinger

Zahi Fayad

Alex Charney

Girish Nadkarni

Benjamin Glicksberg

11 HPI•MS authors

Full list of authors

Keith Sigel, Talia Swartz, Eddye Golden, Ishan Paranjpe, Sulaiman Somani, Felix Richter, Jessica K De Freitas, Riccardo Miotto, Shan Zhao, Paz Polak, Tinaye Mutetwa, Stephanie Factor, Saurabh Mehandru, Michael Mullen, Francesca Cossarini, Erwin Bottinger, Zahi Fayad, Miriam Merad, Sacha Gnjatic, Judith Aberg, Alexander Charney, Girish Nadkarni, Benjamin S Glicksberg

Journal

Clinical Infectious Diseases

Open Publication

June, 2020

Machine Learning in Cardiology- Ensuring Clinical Impact Lives Up to the Hype

Journal | Journal of Cardiovascular Pharmacology and Therapeutics

HPI·MS Authors

Adam Russak

Jessica De Freitas

Ishan Paranjpe

Akhil Vaid

Shan Zhao

Sulaiman Somani

Riccardo Miotto

Girish Nadkarni

Kipp Johnson

Benjamin Glicksberg

10 HPI•MS authors

Full list of authors

Adam J Russak, Farhan Chaudhry, Jessica K De Freitas, Garrett Baron, Fayzan F Chaudhry, Solomon Bienstock, Ishan Paranjpe, Akhil Vaid, Mohsin Ali, Shan Zhao, Sulaiman Somani, Felix Richter, Tejeshwar Bawa, Phillip D Levy, Riccardo Miotto, Girish N Nadkarni, Kipp W Johnson, Benjamin S Glicksberg

Journal

Journal of Cardiovascular Pharmacology and Therapeutics

Open Publication

April, 2020

Clinical Characteristics of Hospitalized COVID-19 Patients in New York City

Journal | medRxiv

HPI·MS Authors

Ishan Paranjpe

Adam Russak

Jessica De Freitas

Riccardo Miotto

Akhil Vaid

Kipp Johnson

Matteo Danieletto

Eddye Golden

Manbir Singh

Sulaiman Somani

Arjun Kapoor

Ross O’Hagan

Patricia (Savi) Glowe

Zahi Fayad

Jagat Narula

Erwin Bottinger

Alex Charney

Benjamin Glicksberg

Girish Nadkarni

19 HPI•MS authors

Full list of authors

Ishan Paranjpe, Adam Russak, Jessica K De Freitas, Anuradha Lala, Riccardo Miotto, Akhil Vaid, Kipp W Johnson, Matteo Danieletto, Eddye Golden, Dara Meyer, Manbir Singh, Sulaiman Somani, Sayan Manna, Udit Nangia, Arjun Kapoor, Ross O'Hagan, Paul F O'Reilly, Laura M Huckins, Patricia Glowe, Arash Kia, Prem Timsina, Robert M Freeman, Matthew A Levin, Jeffrey Jhang, Adolfo Firpo, Patricia Kovatch, Joseph Finkelstein, Judith A Aberg, Emilia Bagiella, Carol R Horowitz, Barbara Murphy, Zahi A Fayad, Jagat Narula, Eric J Nestler, Valentin Fuster, Carlos Cordon-Cardo, Dennis S Charney, David L Reich, Allan C Just, Erwin P Bottinger, Alexander W Charney, Benjamin S Glicksberg, Girish Nadkarni, Mount Sinai Covid Informatics Center

Journal

medRxiv

Open Publication

February, 2020

Sleep In The Natural Environment: A Pilot Study

Journal | Sensors

HPI·MS Authors

Matteo Danieletto

Eddye Golden

Jessica De Freitas

Ishan Paranjpe

Girish Nadkarni

Riccardo Miotto

Patricia (Savi) Glowe

Benjamin Glicksberg

8 HPI•MS authors

Full list of authors

Fayzan F Chaudhry, Matteo Danieletto, Eddye Golden, Jerome Scelza, Greg Botwin, Mark Shervey, Jessica K. De Freitas, Ishan Paranjpe, Girish N. Nadkarni, Riccardo Miotto, Patricia Glowe, Greg Stock, Bethany Percha, Noah Zimmerman, Joel T. Dudley, Benjamin S. Glicksberg

Journal

Sensors

Open Publication

February, 2020

Identifying Acute Low Back Pain Episodes in Primary Care Practice from Clinical Notes: Observational Study

Journal | JMIR Medical Informatics

HPI·MS Authors

Riccardo Miotto

Benjamin Glicksberg

2 HPI•MS authors

Full list of authors

Riccardo Miotto, Bethany L Percha, Benjamin S Glicksberg, Hao-Chih Lee, Lisanne Cruz, Joel T Dudley, Ismail Nabeel

Journal

JMIR Medical Informatics

Open Publication

January, 2020

Scaling structural learning with NO-BEARS to infer causal transcriptome networks

Journal | Pacific Symposium on Biocomputing (PSB)

HPI·MS Authors

Matteo Danieletto

Riccardo Miotto

2 HPI•MS authors

Full list of authors

Hao-Chih Lee, Matteo Danieletto, Riccardo Miotto, Sarah T Cherng, Joel T Dudley

Conference

Pacific Symposium on Biocomputing (PSB)

Open Publication

November, 2019

PatientExploreR: An Extensible Application for Dynamic Visualization of Patient Clinical History from Electronic Health Records in the OMOP Common Data Model

Journal | Bioinformatics

HPI·MS Authors

Benjamin Glicksberg

Kipp Johnson

Riccardo Miotto

3 HPI•MS authors

Full list of authors

Benjamin S Glicksberg, Boris Oskotsky, Phyllis M Thangaraj, Nicholas Giangreco, Marcus A Badgeley, Kipp W Johnson, Debajyoti Datta, Vivek A Rudrapatna, Nadav Rappoport, Mark M Shervey, Riccardo Miotto, Theodore C Goldstein, Eugenia Rutenberg, Remi Frazier, Nelson Lee, Sharat Israni, Rick Larsen, Bethany Percha, Li Li, Joel T Dudley, Nicholas P Tatonetti, Atul J Butte

Journal

Bioinformatics

Open Publication

October, 2019

Enhancing high-content imaging for studying microtubule networks at large-scale

Journal | Machine Learning for Healthcare

HPI·MS Authors

Riccardo Miotto

1 HPI•MS authors

Full list of authors

Hao-Chih Lee, Sarah T Cherng, Riccardo Miotto, Joel T Dudley

Conference

Machine Learning for Healthcare

Open Publication