# A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CT angiography

**Type:** Papers  
**Canonical URL:** https://scholariq.org/papers/a-novel-machine-learning-derived-radiotranscriptomic-signature-of-perivascular/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Evangelos K. Oikonomou,Michelle C. Williams,Christos P. Kotanidis,Milind Y. Desai,Mohamed Marwan,Alexios S. Antonopoulos,Katharine Thomas,Sheena Thomas,Ioannis Akoumianakis,Lampson Fan,Sujatha Kesavan,L Herdman,Alaa Alashi,Erika Hutt,Maria Lyasheva,Brian P. Griffin,Scott D. Flamm,Cheerag Shirodaria,Nikant Sabharwal,Andrew Kelion,Marc R. Dweck,Edwin J.R. van Beek,John Deanfield,Jemma C. Hopewell,Stefan Neubauer,Keith M. Channon,Stephan Achenbach,David E. Newby,Charalambos Antoniades |
| Citations | 521 |
| DOI | 10.1093/eurheartj/ehz592 |
| Fields | Medicine |
| Open Access | true |
| OA Status | hybrid |
| OA URL | https://academic.oup.com/eurheartj/article-pdf/40/43/3529/30739503/ehz592.pdf |
| OpenAlex ID | https://openalex.org/W2971964864 |
| PMID | 31504423 |
| Type | article |
| Year | 2019 |

## Paper authors

- [Evangelos K. Oikonomou](https://scholariq.org/researchers/evangelos-k-oikonomou/)
- [Keith M. Channon](https://scholariq.org/researchers/keith-m-channon/)
- [Nikant Sabharwal](https://scholariq.org/researchers/nikant-sabharwal/)
- [Milind Y. Desai](https://scholariq.org/researchers/milind-y-desai/)
- [Michelle C. Williams](https://scholariq.org/researchers/michelle-c-williams/)
- [Stephan Achenbach](https://scholariq.org/researchers/stephan-achenbach/)
- [John Deanfield](https://scholariq.org/researchers/john-deanfield/)
- [Cheerag Shirodaria](https://scholariq.org/researchers/cheerag-shirodaria/)
- [Stefan Neubauer](https://scholariq.org/researchers/stefan-neubauer/)
- [Charalambos Antoniades](https://scholariq.org/researchers/charalambos-antoniades/)

## Paper journal

- [European Heart Journal](https://scholariq.org/journals/european-heart-journal/)

## Paper primary topic

- [Cardiovascular Disease and Adiposity](https://scholariq.org/topics/cardiovascular-disease-and-adiposity/)

## Paper topics

- [Cardiovascular Disease and Adiposity](https://scholariq.org/topics/cardiovascular-disease-and-adiposity/)
- [Adipokines, Inflammation, and Metabolic Diseases](https://scholariq.org/topics/adipokines-inflammation-and-metabolic-diseases/)
- [Omental and Epiploic Conditions](https://scholariq.org/topics/omental-and-epiploic-conditions/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.