Gholamreza Salimi-Khorshidi

Publications (24)

An Explainable Transformer-Based Deep Learning Model for the Prediction of Incident Heart Failure.

IEEE journal of biomedical and health informatics

Avec: Shishir Rao , Yikuan Li , Rema Ramakrishnan , Abdelaali Hassaine , Dexter Canoy , John Cleland , Thomas Lukasiewicz , Gholamreza Salimi-Khorshidi , Kazem Rahimi

Investigating the association of environmental exposures and all-cause mortality in the UK Biobank using sparse principal component analysis.

Scientific reports

Avec: Mohammad Mamouei , Yajie Zhu , Milad Nazarzadeh , Abdelaali Hassaine , Gholamreza Salimi-Khorshidi , Yutong Cai , Kazem Rahimi

Plasma lipids and risk of aortic valve stenosis: a Mendelian randomization study.

European heart journal

Avec: Milad Nazarzadeh , Ana-Catarina Pinho-Gomes , Zeinab Bidel , Abbas Dehghan , Dexter Canoy , Abdelaali Hassaine , Jose Roberto Ayala Solares , Gholamreza Salimi-Khorshidi , George Davey Smith , Catherine M Otto , Kazem Rahimi

Self-reported and objectively measured physical activity in people with and without chronic heart failure: UK Biobank analysis.

Open heart

Avec: Johanna O'Donnell , Karl Smith-Byrne , Carmelo Velardo , Nathalie Conrad , Gholamreza Salimi-Khorshidi , Aiden Doherty , Terence Dwyer , Lionel Tarassenko , Kazem Rahimi

Investigating the stratified efficacy and safety of pharmacological blood pressure-lowering: an overall protocol for individual patient-level data meta-analyses of over 300 000 randomised participants in the new phase of the Blood Pressure Lowering Treatment Trialists' Collaboration (BPLTTC).

BMJ open

Avec: Kazem Rahimi , Dexter Canoy , Milad Nazarzadeh , Gholamreza Salimi-Khorshidi , Mark Woodward , Koon Teo , Barry R Davis , John Chalmers , Carl J Pepine , Auteur inconnu

Association between cardiometabolic disease multimorbidity and all-cause mortality in 2 million women and men registered in UK general practices.

BMC medicine

Avec: Dexter Canoy , Jenny Tran , Mariagrazia Zottoli , Rema Ramakrishnan , Abdelaali Hassaine , Shishir Rao , Yikuan Li , Gholamreza Salimi-Khorshidi , Robyn Norton , Kazem Rahimi

Untangling the complexity of multimorbidity with machine learning.

Mechanisms of ageing and development

Avec: Abdelaali Hassaine , Gholamreza Salimi-Khorshidi , Dexter Canoy , Kazem Rahimi

Deep Bayesian Gaussian processes for uncertainty estimation in electronic health records.

Scientific reports

Avec: Yikuan Li , Shishir Rao , Abdelaali Hassaine , Rema Ramakrishnan , Dexter Canoy , Gholamreza Salimi-Khorshidi , Mohammad Mamouei , Thomas Lukasiewicz , Kazem Rahimi

Systolic Blood Pressure and Cardiovascular Risk in Patients With Diabetes: A Prospective Cohort Study.

Hypertension (Dallas, Tex. : 1979)

Avec: Shishir Rao , Yikuan Li , Milad Nazarzadeh , Dexter Canoy , Mohammad Mamouei , Abdelaali Hassaine , Gholamreza Salimi-Khorshidi , Kazem Rahimi

Stratification of diabetes in the context of comorbidities, using representation learning and topological data analysis.

Scientific reports

Avec: Malgorzata Wamil , Abdelaali Hassaine , Shishir Rao , Yikuan Li , Mohammad Mamouei , Dexter Canoy , Milad Nazarzadeh , Zeinab Bidel , Emma Copland , Kazem Rahimi , Gholamreza Salimi-Khorshidi

Deep learning for electronic health records: A comparative review of multiple deep neural architectures.

Journal of biomedical informatics

Avec: Jose Roberto Ayala Solares , Francesca Elisa Diletta Raimondi , Yajie Zhu , Fatemeh Rahimian , Dexter Canoy , Jenny Tran , Ana Catarina Pinho Gomes , Amir H Payberah , Mariagrazia Zottoli , Milad Nazarzadeh , Nathalie Conrad , Kazem Rahimi , Gholamreza Salimi-Khorshidi

Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients.

PLoS medicine

Avec: Nathalie Conrad , Andrew Judge , Dexter Canoy , Jenny Tran , Johanna O'Donnell , Milad Nazarzadeh , Gholamreza Salimi-Khorshidi , F D Richard Hobbs , John G Cleland , John J V McMurray , Kazem Rahimi

Long-Term Exposure to Elevated Systolic Blood Pressure in Predicting Incident Cardiovascular Disease: Evidence From Large-Scale Routine Electronic Health Records.

Journal of the American Heart Association

Avec: Jose Roberto Ayala Solares , Dexter Canoy , Francesca Elisa Diletta Raimondi , Yajie Zhu , Abdelaali Hassaine , Gholamreza Salimi-Khorshidi , Jenny Tran , Emma Copland , Mariagrazia Zottoli , Ana-Catarina Pinho-Gomes , Milad Nazarzadeh , Kazem Rahimi

Learning multimorbidity patterns from electronic health records using Non-negative Matrix Factorisation.

Journal of biomedical informatics

Avec: Abdelaali Hassaine , Dexter Canoy , Jose Roberto Ayala Solares , Yajie Zhu , Shishir Rao , Yikuan Li , Mariagrazia Zottoli , Kazem Rahimi , Gholamreza Salimi-Khorshidi

Targeted-BEHRT: Deep Learning for Observational Causal Inference on Longitudinal Electronic Health Records.

IEEE transactions on neural networks and learning systems

Avec: Shishir Rao , Mohammad Mamouei , Gholamreza Salimi-Khorshidi , Yikuan Li , Rema Ramakrishnan , Abdelaali Hassaine , Dexter Canoy , Kazem Rahimi

Systolic blood pressure, chronic obstructive pulmonary disease and cardiovascular risk.

Heart (British Cardiac Society)

Avec: Shishir Rao , Milad Nazarzadeh , Yikuan Li , Dexter Canoy , Mohammad Mamouei , Gholamreza Salimi-Khorshidi , Kazem Rahimi

Temporal Trends and Patterns in Mortality After Incident Heart Failure: A Longitudinal Analysis of 86 000 Individuals.

JAMA cardiology

Avec: Nathalie Conrad , Andrew Judge , Dexter Canoy , Jenny Tran , Ana-Catarina Pinho-Gomes , Elizabeth R C Millett , Gholamreza Salimi-Khorshidi , John G Cleland , John J V McMurray , Kazem Rahimi

BEHRT: Transformer for Electronic Health Records.

Scientific reports

Avec: Yikuan Li , Shishir Rao , José Roberto Ayala Solares , Abdelaali Hassaine , Rema Ramakrishnan , Dexter Canoy , Yajie Zhu , Kazem Rahimi , Gholamreza Salimi-Khorshidi

Home monitoring with technology-supported management in chronic heart failure: a randomised trial.

Heart (British Cardiac Society)

Avec: Kazem Rahimi , Milad Nazarzadeh , Ana-Catarina Pinho-Gomes , Mark Woodward , Gholamreza Salimi-Khorshidi , Toshiaki Ohkuma , Raymond Fitzpatrick , Lionel Tarassenko , Mike Denis , John Cleland , Auteur inconnu

Multi-morbidity and blood pressure trajectories in hypertensive patients: A multiple landmark cohort study.

PLoS medicine

Avec: Jenny Tran , Robyn Norton , Dexter Canoy , Jose Roberto Ayala Solares , Nathalie Conrad , Milad Nazarzadeh , Francesca Raimondi , Gholamreza Salimi-Khorshidi , Anthony Rodgers , Kazem Rahimi

Hi-BEHRT: Hierarchical Transformer-Based Model for Accurate Prediction of Clinical Events Using Multimodal Longitudinal Electronic Health Records.

IEEE journal of biomedical and health informatics

Avec: Yikuan Li , Mohammad Mamouei , Gholamreza Salimi-Khorshidi , Shishir Rao , Abdelaali Hassaine , Dexter Canoy , Thomas Lukasiewicz , Kazem Rahimi

Validation of risk prediction models applied to longitudinal electronic health record data for the prediction of major cardiovascular events in the presence of data shifts.

European heart journal. Digital health

Avec: Yikuan Li , Gholamreza Salimi-Khorshidi , Shishir Rao , Dexter Canoy , Abdelaali Hassaine , Thomas Lukasiewicz , Kazem Rahimi , Mohammad Mamouei

A comparative study of model-centric and data-centric approaches in the development of cardiovascular disease risk prediction models in the UK Biobank.

European heart journal. Digital health

Avec: Mohammad Mamouei , Thomas Fisher , Shishir Rao , Yikuan Li , Ghomalreza Salimi-Khorshidi , Kazem Rahimi

Sodium-based paracetamol: impact on blood pressure, cardiovascular events, and all-cause mortality.

European heart journal

Avec: Shishir Rao , Milad Nazarzadeh , Dexter Canoy , Yikuan Li , Jing Huang , Mohammad Mamouei , Gholamreza Salimi-Khorshidi , Aletta E Schutte , Bruce Neal , George Davey Smith , Kazem Rahimi

Réseau de co-auteurs

Kazem Rahimi 24 collaborations

Dexter Canoy 20 collaborations

Abdelaali Hassaine 14 collaborations

Shishir Rao 13 collaborations

Yikuan Li 13 collaborations

Milad Nazarzadeh 12 collaborations

Mohammad Mamouei 10 collaborations

Jenny Tran 6 collaborations

Rema Ramakrishnan 5 collaborations

Yajie Zhu 5 collaborations

Jose Roberto Ayala Solares 5 collaborations

Nathalie Conrad 5 collaborations

Thomas Lukasiewicz 4 collaborations

Ana-Catarina Pinho-Gomes 4 collaborations

Mariagrazia Zottoli 4 collaborations

John Cleland 2 collaborations

Zeinab Bidel 2 collaborations

George Davey Smith 2 collaborations

Johanna O'Donnell 2 collaborations

Lionel Tarassenko 2 collaborations

Mark Woodward 2 collaborations

None None 2 collaborations

Robyn Norton 2 collaborations

Emma Copland 2 collaborations

Francesca Elisa Diletta Raimondi 2 collaborations

Andrew Judge 2 collaborations

John G Cleland 2 collaborations

John J V McMurray 2 collaborations

Yutong Cai 1 collaboration

Abbas Dehghan 1 collaboration

Catherine M Otto 1 collaboration

Karl Smith-Byrne 1 collaboration

Carmelo Velardo 1 collaboration

Aiden Doherty 1 collaboration

Terence Dwyer 1 collaboration

Koon Teo 1 collaboration

Barry R Davis 1 collaboration

John Chalmers 1 collaboration

Carl J Pepine 1 collaboration

Malgorzata Wamil 1 collaboration

Fatemeh Rahimian 1 collaboration

Ana Catarina Pinho Gomes 1 collaboration

Amir H Payberah 1 collaboration

F D Richard Hobbs 1 collaboration

Elizabeth R C Millett 1 collaboration

José Roberto Ayala Solares 1 collaboration

Toshiaki Ohkuma 1 collaboration

Raymond Fitzpatrick 1 collaboration

Mike Denis 1 collaboration

Francesca Raimondi 1 collaboration

Anthony Rodgers 1 collaboration

Thomas Fisher 1 collaboration

Ghomalreza Salimi-Khorshidi 1 collaboration

Jing Huang 1 collaboration

Aletta E Schutte 1 collaboration

Bruce Neal 1 collaboration