Literature DB >> 33597695

Sex and gender differences and biases in artificial intelligence for biomedicine and healthcare.

Davide Cirillo1, Silvina Catuara-Solarz2,3, Czuee Morey3,4, Emre Guney5, Laia Subirats6,7, Simona Mellino3, Annalisa Gigante3, Alfonso Valencia8,9, María José Rementeria8, Antonella Santuccione Chadha3, Nikolaos Mavridis3,10.   

Abstract

Precision Medicine implies a deep understanding of inter-individual differences in health and disease that are due to genetic and environmental factors. To acquire such understanding there is a need for the implementation of different types of technologies based on artificial intelligence (AI) that enable the identification of biomedically relevant patterns, facilitating progress towards individually tailored preventative and therapeutic interventions. Despite the significant scientific advances achieved so far, most of the currently used biomedical AI technologies do not account for bias detection. Furthermore, the design of the majority of algorithms ignore the sex and gender dimension and its contribution to health and disease differences among individuals. Failure in accounting for these differences will generate sub-optimal results and produce mistakes as well as discriminatory outcomes. In this review we examine the current sex and gender gaps in a subset of biomedical technologies used in relation to Precision Medicine. In addition, we provide recommendations to optimize their utilization to improve the global health and disease landscape and decrease inequalities.

Year:  2020        PMID: 33597695     DOI: 10.1038/s41746-020-0288-5

Source DB:  PubMed          Journal:  NPJ Digit Med        ISSN: 2398-6352


  72 in total

1.  Sex and gender differences in health. Science & Society Series on Sex and Science.

Authors:  Vera Regitz-Zagrosek
Journal:  EMBO Rep       Date:  2012-06-29       Impact factor: 8.807

Review 2.  The Pregnancy Pickle: Evolved Immune Compensation Due to Pregnancy Underlies Sex Differences in Human Diseases.

Authors:  Heini Natri; Angela R Garcia; Kenneth H Buetow; Benjamin C Trumble; Melissa A Wilson
Journal:  Trends Genet       Date:  2019-07       Impact factor: 11.639

3.  Why the sexes don't feel pain the same way.

Authors:  Amber Dance
Journal:  Nature       Date:  2019-03       Impact factor: 49.962

4.  Are hormones a "female problem" for animal research?

Authors:  Rebecca M Shansky
Journal:  Science       Date:  2019-05-31       Impact factor: 47.728

Review 5.  Why is depression more common among women than among men?

Authors:  Christine Kuehner
Journal:  Lancet Psychiatry       Date:  2016-11-15       Impact factor: 27.083

Review 6.  Sex differences in Alzheimer disease - the gateway to precision medicine.

Authors:  Maria Teresa Ferretti; Maria Florencia Iulita; Enrica Cavedo; Patrizia Andrea Chiesa; Annemarie Schumacher Dimech; Antonella Santuccione Chadha; Francesca Baracchi; Hélène Girouard; Sabina Misoch; Ezio Giacobini; Herman Depypere; Harald Hampel
Journal:  Nat Rev Neurol       Date:  2018-08       Impact factor: 42.937

7.  Quantitative neurobiological evidence for accelerated brain aging in alcohol dependence.

Authors:  Matthias Guggenmos; Katharina Schmack; Maria Sekutowicz; Maria Garbusow; Miriam Sebold; Christian Sommer; Michael N Smolka; Hans-Ulrich Wittchen; Ulrich S Zimmermann; Andreas Heinz; Philipp Sterzer
Journal:  Transl Psychiatry       Date:  2017-12-11       Impact factor: 6.222

Review 8.  Sex Differences in Neurotoxicogenetics.

Authors:  Carolina Torres-Rojas; Byron C Jones
Journal:  Front Genet       Date:  2018-06-05       Impact factor: 4.599

Review 9.  Documenting Research with Transgender, Nonbinary, and Other Gender Diverse (Trans) Individuals and Communities: Introducing the Global Trans Research Evidence Map.

Authors:  Zack Marshall; Vivian Welch; Alexa Minichiello; Michelle Swab; Fern Brunger; Chris Kaposy
Journal:  Transgend Health       Date:  2019-03-01

10.  Health of Non-binary and Genderqueer People: A Systematic Review.

Authors:  Cristiano Scandurra; Fabrizio Mezza; Nelson Mauro Maldonato; Mario Bottone; Vincenzo Bochicchio; Paolo Valerio; Roberto Vitelli
Journal:  Front Psychol       Date:  2019-06-25
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