Automatic Quantitative MRI Texture Analysis in Small-for-Gestational-Age Fetuses Discriminates Abnormal Neonatal Neurobehavior

PLoS ONE

Volumn 8, Issue 7, 2013, Pages

  Sanz Cortes, Magdalena ^a,b,c   Ratta, Giuseppe A ^a,b,c   Figueras, Francesc ^a,b,c   Bonet Carne, Elisenda ^a,b,c   Padilla, Nelly ^a,b,c   Arranz, Angela ^a,b,c   Bargallo, Nuria ^b,d   Gratacos, Eduard ^a,b,c  

^a UNIVERSITY OF BARCELONA   (Spain)

^b INSTITUT D INVESTIGACIONS BIOMÈDIQUES AUGUST PI I SUNYER IDIBAPS   (Spain)

^c CENTRO DE INVESTIGACIÓN BIOMÉDICA EN RED DE ENFERMEDADES RARAS CIBERER   (Spain)

^d HOSPITAL CLÍNIC   (Spain)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; ARTICLE; BASAL GANGLION; BRAIN DEVELOPMENT; BRAIN REGION; BRAIN SIZE; CEREBELLUM; CLINICAL ARTICLE; COGNITIVE DEFECT; CONTROLLED STUDY; DEVELOPMENTAL DISORDER; DIAGNOSTIC IMAGING; DISEASE ASSOCIATION; FEMALE; FETUS; FETUS DEVELOPMENT; FETUS OUTCOME; FRONTAL LOBE; HUMAN; MACHINE LEARNING; MALE; MESENCEPHALON; NEUROIMAGING; NEWBORN; NUCLEAR MAGNETIC RESONANCE IMAGING; PREDICTION; QUANTITATIVE ANALYSIS; SMALL FOR DATE INFANT;

ADULT; ALGORITHMS; AUTOMATION; BEHAVIOR; FEMALE; FETUS; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INFANT, NEWBORN; INFANT, SMALL FOR GESTATIONAL AGE; MAGNETIC RESONANCE IMAGING; NERVOUS SYSTEM; PREGNANCY; PREGNANCY OUTCOME;

EID: 84880826876     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0069595     Document Type: Article

References (50)

1. Bernstein IM, Horbar JD, Badger GJ, Ohlsson A, Golan A, (2000) Morbidity and mortality among very-low-birth-weight neonates with intrauterine growth restriction. The Vermont Oxford Network. Am J Obstet Gynecol 182: 198-206.
2. Gagnon R, Van den Hof M, (2003) Society of Obstetricians and Gynaecologists of Canada, Diagnostic Imaging Comitee and Council.The use of fetal Doppler in Obstetrics. J Obstet Gynaecol Can 25: 601-614.
3. Royal College of Obstetrics and Gynaecology. Green-top guideline. (2002) The Investigation and Management of the Small-for-Gestational-Age Fetus. London, England.
4. American College of Obstetrics and Gyneacologists (1997) Committee on Obstetric Practice. Utility on antepartum umbilical artery Doppler velocimetry in intrauterine growth restriction:number 188, October 1997 (replaces no.116, November 1992). Int J Gynaecol Obstet 59: 269-270.
5. Rees S, Mallard C, Breen S, Stringer M, Cock M, et al. (1998) Fetal brain injury following prolonged hypoxemia and placental insufficiency: a review. Comp Biochem Physiol A Mol Integr Physiol 119: 653-660.
6. Godfrey KM, Barker DJ, (2001) Fetal programming and adult health. Public Health Nutr 4: 611-624.
7. Doctor BA, O'Riordan MA, Kirchner HL, Shah D, Hack M, (2001) Perinatal correlates and neonatal outcomes of small for gestational age infants born at term gestation. Am J Obstet Gynecol 185: 652-659.
8. Cruz-Martinez R, Figueras F, Hernandez-Andrade E, Oros D, Gratacos E, (2011) Fetal brain Doppler to predict cesarean delivery for nonreassuring fetal status in term small-for-gestational-age fetuses. Obstet Gynecol 117: 618-626.
9. Figueras F, Eixarch E, Gratacos E, Gardosi J, (2008) Predictiveness of antenatal umbilical artery Doppler for adverse pregnancy outcome in small-for-gestational-age babies according to customised birthweight centiles: population-based study. BJOG 115: 590-594.
10. Figueras F, Oros D, Cruz-Martinez R, Padilla N, Hernandez-Andrade E, et al. (2009) Neurobehavior in term, small-for-gestational age infants with normal placental function. Pediatrics 124: e934-941.
11. Padidela RN, Bhat V, (2003) Neurobehavioral assessment of appropriate for gestational and small for gestational age babies. Indian Pediatr 40: 1063-1068.
12. Figueras F, Eixarch E, Meler E, Iraola A, Figueras J, et al. (2008) Small-for-gestational-age fetuses with normal umbilical artery Doppler have suboptimal perinatal and neurodevelopmental outcome. Eur J Obstet Gynecol Reprod Biol 136: 34-38.
13. Holli KK, Harrison L, Dastidar P, Waljas M, Liimatainen S, et al. (2010) Texture analysis of MR images of patients with mild traumatic brain injury. BMC Med Imaging 10: 8.
14. Kjaer L, Ring P, Thomsen C, Henriksen O, (1995) Texture analysis in quantitative MR imaging. Tissue characterisation of normal brain and intracranial tumours at 1.5 T. Acta Radiol 36: 127-135.
15. Freeborough PA, Fox NC, (1998) MR image texture analysis applied to the diagnosis and tracking of Alzheimer's disease. IEEE Trans Med Imaging 17: 475-479.
16. Bonilha L, Kobayashi E, Castellano G, Coelho G, Tinois E, et al. (2003) Texture analysis of hippocampal sclerosis. Epilepsia 44: 1546-1550.
17. Holli K, Laaperi AL, Harrison L, Luukkaala T, Toivonen T, et al. (2010) Characterization of breast cancer types by texture analysis of magnetic resonance images. Acad Radiol 17: 135-141.
18. Jirak D, Dezortova M, Taimr P, Hajek M, (2002) Texture analysis of human liver. J Magn Reson Imaging 15: 68-74.
19. Tenorio V, Bonet-Carne E, Botet F, Marques F, Amat-Roldan I, et al. (2011) Correlation between a semiautomated method based on ultrasound texture analysis and standard ultrasound diagnosis using white matter damage in preterm neonates as a model. J Ultrasound Med 30: 1365-1377.
20. Sanz-Cortes M, Figueras F, Bonet-Carné E, Padilla N, Bargallo N, et al. (2013) Fetal brain MRI texture analysis identifies different microstructural patterns in adequate- and small-for-gestational-age fetuses at term. In press. Fetal Diagn Ther.
21. Cobo T, Bonet-Carne E, Martinez-Terron M, Perez-Moreno A, Elias N, et al. (2012) Feasibility and reproducibility of fetal lung texture analysis by automatic quantitative ultrasound analysis and correlation with gestational age. Fetal Diagn Ther 31: 230-236.
22. Figueras F, Meler E, Iraola A, Eixarch E, Coll O, et al. (2008) Customized birthweight standards for a Spanish population. Eur J Obstet Gynecol Reprod Biol 136: 20-24.
23. Arduini D, Rizzo G, (1990) Normal values of Pulsatility Index from fetal vessels: a cross-sectional study on 1556 healthy fetuses. J Perinat Med 18: 165-172.
24. Robinson HP, Fleming JE, (1975) A critical evaluation of sonar "crown-rump length" measurements. Br J Obstet Gynaecol 82: 702-710.
25. Canals J, Hernandez-Martinez C, Esparo G, Fernandez-Ballart J, (2011) Neonatal Behavioral Assessment Scale as a predictor of cognitive development and IQ in full-term infants: a 6-year longitudinal study. Acta Paediatr 100: 1331-1337.
26. Brazelton TB, Nugent JK (1995) Neonatal Behavioral Assessment Scale. London: McKeith Press.
27. Sagiv SK, Nugent JK, Brazelton TB, Choi AL, Tolbert PE, et al. (2008) Prenatal organochlorine exposure and measures of behavior in infancy using the Neonatal Behavioral Assessment Scale (NBAS). Environ Health Perspect 116: 666-673.
28. Mallat SG (1989) A theory for multiresolution signal decomposition: The wavelet representation. IEEE Transactions on pattern analysis and machine intelligence 11(7); 674-693.
29. Daubechies I (1988) Orthonomal bases of compactly supported wavelets. Communications on Pure and Applied Mathematics 41(7);909-996.
30. Quellec G, Lamard M, Cazuguel G, Cochener B, Roux C (2010) Wavelet optimization for content-based image retrieval in medical databases. Med Image Anal 14; 227-241.
31. Kernytsky A, Rost B, (2009) Using genetic algorithms to select most predictive protein features. Proteins 75: 75-88.
32. de Oliveira MS, Balthazar ML, D'Abreu A, Yasuda CL, Damasceno BP,et al. MR imaging texture analysis of the corpus callosum and thalamus in amnestic mild cognitive impairment and mild Alzheimer disease. AJNR Am J Neuroradiol 32: 60-66.
33. Dubois J, Benders M, Borradori-Tolsa C, Cachia A, Lazeyras F, et al. (2008) Primary cortical folding in the human newborn: an early marker of later functional development. Brain 131: 2028-2041.
34. Story L, Damodaram MS, Allsop JM, McGuinness A, Patel A, et al. (2011) Brain metabolism in fetal intrauterine growth restriction: a proton magnetic resonance spectroscopy study. Am J Obstet Gynecol 205: 483 e481-488.
35. Padilla N, Falcon C, Sanz-Cortes M, Figueras F, Bargallo N, et al. (2011) Differential effects of intrauterine growth restriction on brain structure and development in preterm infants: a magnetic resonance imaging study. Brain Res 1382: 98-108.
36. Lodygensky GA, Seghier ML, Warfield SK, Tolsa CB, Sizonenko S, et al. (2008) Intrauterine growth restriction affects the preterm infant's hippocampus. Pediatr Res 63: 438-443.
37. Sanz-Cortes M, Figueras F, Bargallo N, Padilla N, Amat-Roldan I, et al. (2010) Abnormal brain microstructure and metabolism in small-for-gestational-age term fetuses with normal umbilical artery Doppler. Ultrasound Obstet Gynecol 36: 159-165.
38. Pueyo V, Oros D, Valle S, Tuquet H, Guerri N, et al. (2012) Axonal loss and cognitive deficits in term infants born small for gestational age with normal umbilical artery Doppler. Ultrasound Obstet Gynecol 40: 297-303.
39. O'Keeffe MJ, O'Callaghan M, Williams GM, Najman JM, Bor W, (2003) Learning, cognitive, and attentional problems in adolescents born small for gestational age. Pediatrics 112: 301-307.
40. Larroque B, Bertrais S, Czernichow P, Leger J, (2001) School difficulties in 20-year-olds who were born small for gestational age at term in a regional cohort study. Pediatrics 108: 111-115.
41. Galaburda AM, Bellugi U, (2000) V. Multi-level analysis of cortical neuroanatomy in Williams syndrome. J Cogn Neurosci 12Suppl 1: 74-88.
42. Nordahl CW, Dierker D, Mostafavi I, Schumann CM, Rivera SM, et al. (2007) Cortical folding abnormalities in autism revealed by surface-based morphometry. J Neurosci 27: 11725-11735.
43. Depue BE, Burgess GC, Bidwell LC, Willcutt EG, Banich MT, (2010) Behavioral performance predicts grey matter reductions in the right inferior frontal gyrus in young adults with combined type ADHD. Psychiatry Res 182: 231-237.
44. Baillieux H, De Smet HJ, Paquier PF, De Deyn PP, Marien P, (2008) Cerebellar neurocognition: insights into the bottom of the brain. Clin Neurol Neurosurg 110: 763-773.
45. Als H, Duffy FH, McAnulty G, Butler SC, Lightbody L, et al. (2012) NIDCAP improves brain function and structure in preterm infants with severe intrauterine growth restriction. J Perinatol.
46. Isaacs EB, Fischl BR, Quinn BT, Chong WK, Gadian DG, et al. (2010) Impact of breast milk on intelligence quotient, brain size, and white matter development. Pediatr Res 67: 357-362.
47. Lundqvist-Persson C, (2001) Correlation between level of self-regulation in the newborn infant and developmental status at two years of age. Acta Paediatr 90: 345-350.
48. Herschkowitz N, Kagan J, Zilles K, (1997) Neurobiological bases of behavioral development in the first year. Neuropediatrics 28: 296-306.
49. Tolsa CB, Zimine S, Warfield SK, Freschi M, Sancho Rossignol A, et al. (2004) Early alteration of structural and functional brain development in premature infants born with intrauterine growth restriction. Pediatr Res 56: 132-138.
50. Olson SL, Bates JE, Sandy JM, Schilling EM, (2002) Early developmental precursors of impulsive and inattentive behavior: from infancy to middle childhood. J Child Psychol Psychiatry 43: 435-447.