Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes

Yoyo M. Nakao; Ramesh  Nadarajah; Farag Shuweihdi; Christopher J. Hayward; Michihiko Goto; Jung-Chi Hsu; Mohammad Haris; Ben Hurdus; Osama Tariq; Temar Habtezghi; Anna Helbitz; Ali Wahab; Lan Mu; Kazuhiro Nakao; Peter Swoboda; Amitava Banerjee; Mark C. Petrie; Clare J. Taylor; Koji Kawakami; Jianhua Wu; Chris Gale

Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes

Yoyo M. Nakao
, Ramesh Nadarajah^*
, Farag Shuweihdi
, Christopher J. Hayward
, Michihiko Goto
, Jung-Chi Hsu
, Mohammad Haris
, Ben Hurdus
, Osama Tariq
, Temar Habtezghi
, Anna Helbitz
, Ali Wahab
, Lan Mu
, Kazuhiro Nakao
, Peter Swoboda
, Amitava Banerjee
, Mark C. Petrie
, Clare J. Taylor
, Koji Kawakami
, Jianhua Wu

Chris Gale

^*Corresponding author for this work

Applied Health Sciences

Research output: Contribution to journal › Article › peer-review

Original language	English
Journal	Scientific Reports
Publication status	Accepted/In press - 30 Jun 2026

Bibliographical note

Not yet published as of 03/07/2026.

Cite this

Nakao, Y. M., Nadarajah, R., Shuweihdi, F., Hayward, C. J., Goto, M., Hsu, J.-C., Haris, M., Hurdus, B., Tariq, O., Habtezghi, T., Helbitz, A., Wahab, A., Mu, L., Nakao, K., Swoboda, P., Banerjee, A., Petrie, M. C., Taylor, C. J., Kawakami, K., ... Gale, C. (Accepted/In press). Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes. Scientific Reports.

@article{bdffe02ca66240e8b13cb8140fa2c31c,

title = "Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes",

author = "Nakao, \{Yoyo M.\} and Ramesh Nadarajah and Farag Shuweihdi and Hayward, \{Christopher J.\} and Michihiko Goto and Jung-Chi Hsu and Mohammad Haris and Ben Hurdus and Osama Tariq and Temar Habtezghi and Anna Helbitz and Ali Wahab and Lan Mu and Kazuhiro Nakao and Peter Swoboda and Amitava Banerjee and Petrie, \{Mark C.\} and Taylor, \{Clare J.\} and Koji Kawakami and Jianhua Wu and Chris Gale",

note = "Not yet published as of 03/07/2026.",

year = "2026",

month = jun,

day = "30",

language = "English",

journal = "Scientific Reports",

issn = "2045-2322",

publisher = "Nature Publishing Group",

}

Nakao, YM, Nadarajah, R, Shuweihdi, F, Hayward, CJ, Goto, M, Hsu, J-C, Haris, M, Hurdus, B, Tariq, O, Habtezghi, T, Helbitz, A, Wahab, A, Mu, L, Nakao, K, Swoboda, P, Banerjee, A, Petrie, MC, Taylor, CJ, Kawakami, K, Wu, J & Gale, C 2026, 'Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes', Scientific Reports.

TY - JOUR

T1 - Scalable risk stratification of undiagnosed heart failure using routine health data and its association with imaging phenotypes and outcomes

AU - Nakao, Yoyo M.

AU - Nadarajah, Ramesh

AU - Shuweihdi, Farag

AU - Hayward, Christopher J.

AU - Goto, Michihiko

AU - Hsu, Jung-Chi

AU - Haris, Mohammad

AU - Hurdus, Ben

AU - Tariq, Osama

AU - Habtezghi, Temar

AU - Helbitz, Anna

AU - Wahab, Ali

AU - Mu, Lan

AU - Nakao, Kazuhiro

AU - Swoboda, Peter

AU - Banerjee, Amitava

AU - Petrie, Mark C.

AU - Taylor, Clare J.

AU - Kawakami, Koji

AU - Wu, Jianhua

AU - Gale, Chris

N1 - Not yet published as of 03/07/2026.

PY - 2026/6/30

Y1 - 2026/6/30

UR - http://www.nature.com/srep

M3 - Article

SN - 2045-2322

JO - Scientific Reports

JF - Scientific Reports

ER -