Analysis of maturation features in fetal brain ultrasound via artificial intelligence for the estimation of gestational age.

Journal: American journal of obstetrics & gynecology MFM
Published Date:

Abstract

BACKGROUND: Optimal prenatal care relies on accurate gestational age dating. After the first trimester, the accuracy of current gestational age estimation methods diminishes with increasing gestational age. Considering that, in many countries, access to first trimester crown rump length is still difficult owing to late booking, infrequent access to prenatal care, and unavailability of early ultrasound examination, the development of accurate methods for gestational age estimation in the second and third trimester of pregnancy remains an unsolved challenge in fetal medicine.

Authors

  • Xavier P Burgos-Artizzu
    Division of Engineering and Applied Sciences 136-93, California Institute of Technology, Pasadena, CA 91125.
  • David Coronado-Gutiérrez
    Transmural Biotech S.L., Barcelona, Spain (Dr Burgos-Artizzu and Mr Coronado-Gutiérrez); BCNatal, Barcelona Center for Maternal-Fetal and Neonatal Medicine, Fetal Medicine Research Center (Hospital Clínic and Hospital Sant Joan de Déu), Institut D'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain (Dr Burgos-Artizzu, Mr Coronado-Gutiérrez, and Drs Valenzuela-Alcaraz, Vellvé, Eixarch, Crispi, Bonet-Carne, Bennasar, and Gratacos).
  • Brenda Valenzuela-Alcaraz
    BCNatal, Barcelona Center for Maternal-Fetal and Neonatal Medicine, Fetal Medicine Research Center (Hospital Clínic and Hospital Sant Joan de Déu), Institut D'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain (Dr Burgos-Artizzu, Mr Coronado-Gutiérrez, and Drs Valenzuela-Alcaraz, Vellvé, Eixarch, Crispi, Bonet-Carne, Bennasar, and Gratacos).
  • Kilian Vellvé
    BCNatal, Barcelona Center for Maternal-Fetal and Neonatal Medicine, Fetal Medicine Research Center (Hospital Clínic and Hospital Sant Joan de Déu), Institut D'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain (Dr Burgos-Artizzu, Mr Coronado-Gutiérrez, and Drs Valenzuela-Alcaraz, Vellvé, Eixarch, Crispi, Bonet-Carne, Bennasar, and Gratacos).
  • Elisenda Eixarch
    Fetal i+D Fetal Medicine Research Center, BCNatal - Barcelona Center for Maternal-Fetal and Neonatal Medicine (Hospital Clínic and Hospital Sant Joan de Déu), IDIBAPS, University of Barcelona, Spain; Centre for Biomedical Research on Rare Diseases (CIBER-ER), Barcelona, Spain.
  • Fatima Crispi
    Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain.
  • Elisenda Bonet-Carne
    University College London, London, United Kingdom.
  • Mar Bennasar
    BCNatal, Barcelona Center for Maternal-Fetal and Neonatal Medicine, Fetal Medicine Research Center (Hospital Clínic and Hospital Sant Joan de Déu), Institut D'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain (Dr Burgos-Artizzu, Mr Coronado-Gutiérrez, and Drs Valenzuela-Alcaraz, Vellvé, Eixarch, Crispi, Bonet-Carne, Bennasar, and Gratacos); Institut D'Investigacions Biomèdiques August Pi i Sunyer, IDIBAPS, Barcelona, Spain (Drs Eixarch, Crispi, Bonet-Carne, Bennasar, and Gratacos).
  • Eduard Gratacós
    Fetal i+D Fetal Medicine Research Center, BCNatal - Barcelona Center for Maternal-Fetal and Neonatal Medicine (Hospital Clínic and Hospital Sant Joan de Déu), IDIBAPS, University of Barcelona, Spain; Centre for Biomedical Research on Rare Diseases (CIBER-ER), Barcelona, Spain.