Literature DB >> 31711877

Predictive models with the use of omics and supervised machine learning to diagnose non-alcoholic fatty liver disease: A "non-invasive alternative" to liver biopsy?

Niki Katsiki1, Amalia Gastaldelli2, Dimitri P Mikhailidis3.   

Abstract

Entities:  

Keywords:  Free fatty acids; Glycomics; Lipidomics; Non-alcoholic fatty liver disease; Non-alcoholic steatohepatitis; Non-invasive diagnostic methods; Predictive models

Mesh：

Year:  2019        PMID： 31711877     DOI： 10.1016/j.metabol.2019.154010

Source DB:  PubMed          Journal:  Metabolism        ISSN： 0026-0495            Impact factor:   8.694


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  2 in total

1.  Predicting and elucidating the etiology of fatty liver disease: A machine learning modeling and validation study in the IMI DIRECT cohorts.

Authors:  Naeimeh Atabaki-Pasdar; Mattias Ohlsson; Ana Viñuela; Francesca Frau; Hugo Pomares-Millan; Mark Haid; Angus G Jones; E Louise Thomas; Robert W Koivula; Azra Kurbasic; Pascal M Mutie; Hugo Fitipaldi; Juan Fernandez; Adem Y Dawed; Giuseppe N Giordano; Ian M Forgie; Timothy J McDonald; Femke Rutters; Henna Cederberg; Elizaveta Chabanova; Matilda Dale; Federico De Masi; Cecilia Engel Thomas; Kristine H Allin; Tue H Hansen; Alison Heggie; Mun-Gwan Hong; Petra J M Elders; Gwen Kennedy; Tarja Kokkola; Helle Krogh Pedersen; Anubha Mahajan; Donna McEvoy; Francois Pattou; Violeta Raverdy; Ragna S Häussler; Sapna Sharma; Henrik S Thomsen; Jagadish Vangipurapu; Henrik Vestergaard; Leen M 't Hart; Jerzy Adamski; Petra B Musholt; Soren Brage; Søren Brunak; Emmanouil Dermitzakis; Gary Frost; Torben Hansen; Markku Laakso; Oluf Pedersen; Martin Ridderstråle; Hartmut Ruetten; Andrew T Hattersley; Mark Walker; Joline W J Beulens; Andrea Mari; Jochen M Schwenk; Ramneek Gupta; Mark I McCarthy; Ewan R Pearson; Jimmy D Bell; Imre Pavo; Paul W Franks
Journal:  PLoS Med       Date:  2020-06-19       Impact factor: 11.069

Review 2.  Machine Learning Applications in Endocrinology and Metabolism Research: An Overview.

Authors:  Namki Hong; Heajeong Park; Yumie Rhee
Journal:  Endocrinol Metab (Seoul)       Date:  2020-03
  2 in total

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