CoChat
Sign Up
Cited by 85Advanced Neuroimaging Techniques and ApplicationsFunctional Brain Connectivity StudiesAdvanced MRI Techniques and Applications

Harmonizing DTI measurements across scanners to examine the development of white matter microstructure in 803 adolescents of the NCANDA study

Open access
Pohl, Kilian M., Sullivan, Edith V., Rohlfing, Torsten, Chu, Weiwei, Kwon, Dongjin, Nichols, B. Nolan, Zhang, Yong, Brown, Sandra A. +13 more·2016·NeuroImage
DOI 10.1016/j.neuroimage.2016.01.061PMC PMC4808415
Open this paper in CoChat — free account

Abstract

Neurodevelopment continues through adolescence, with notable maturation of white matter tracts comprising regional fiber systems progressing at different rates. To identify factors that could contribute to regional differences in white matter microstructure development, large samples of youth spanning adolescence to young adulthood are essential to parse these factors. Recruitment of adequate samples generally relies on multi-site consortia but comes with the challenge of merging data acquired on different platforms. In the current study, diffusion tensor imaging (DTI) data were acquired on GE and Siemens systems through the National Consortium on Alcohol and NeuroDevelopment in Adolescence (NCANDA), a multi-site study designed to track the trajectories of regional brain development during a time of high risk for initiating alcohol consumption. This cross-sectional analysis reports baseline Tract-Based Spatial Statistic (TBSS) of regional fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (L1), and radial diffusivity (LT) from the five consortium sites on 671 adolescents who met no/low alcohol or drug consumption criteria and 132 adolescents with a history of exceeding consumption criteria. Harmonization of DTI metrics across manufacturers entailed the use of human-phantom data, acquired multiple times on each of three non-NCANDA participants at each site's MR system, to determine a manufacturer-specific correction factor. Application of the correction factor derived from human phantom data measured on MR systems from different manufacturers reduced the standard deviation of the DTI metrics for FA by almost a half, enabling harmonization of data that would have otherwise carried systematic error. Permutation testing supported the hypothesis of higher FA and lower diffusivity measures in older adolescents and indicated that, overall, the FA, MD, and L1 of the boys were higher than those of the girls, suggesting continued microstructural development notable in the boys. The contribution of demographic and clinical differences to DTI metrics was assessed with General Additive Models (GAM) testing for age, sex, and ethnicity differences in regional skeleton mean values. The results supported the primary study hypothesis that FA skeleton mean values in the no/low-drinking group were highest at different ages. When differences in intracranial volume were covaried, FA skeleton mean reached a maximum at younger ages in girls than boys and varied in magnitude with ethnicity. Our results, however, did not support the hypothesis that youth who exceeded exposure criteria would have lower FA or higher diffusivity measures than the no/low-drinking group; detecting the effects of excessive alcohol consumption during adolescence on DTI metrics may require longitudinal study.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.neuroimage.2016.01.061

Cites

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

The citation lists haven’t been fetched yet

References 135 · Cited by 85

Research works printed but not linked: 104

  1. Akshoomoff N Newman E Thompson WK McCabe C Bloss CS Chang L Amaral DG Casey BJ Ernst TM Frazier JA Gruen JR Kaufmann WE Kenet T Kennedy DN Libiger O Mostofsky S Murray SS Sowell ER Schork N Dale AM Jernigan TL The NIH Toolbox Cognition Battery: results from a large normative developmental sample (PING) Neuropsychology 2014 28 1 10 24219608 PMC3925365
  2. Asato MR Terwilliger R Woo J Luna B White matter development in adolescence: a DTI study Cereb Cortex 2010 20 2122 2131 20051363 PMC2923214
  3. Barnea-Goraly N Menon V Eckert M Tamm L Bammer R Karchemskiy A Dant CC Reiss AL White matter development during childhood and adolescence: a cross-sectional diffusion tensor imaging study Cereb Cortex 2005 15 1848 1854 15758200
  4. Barral J Debu B Rival C Developmental changes in unimanual and bimanual aiming movements Dev Neuropsychol 2006 29 415 429 16671859
  5. Bartsch H Thompson WK Jernigan TL Dale AM A web-portal for interactive data exploration, visualization, and hypothesis testing Front Neuroinform 2014 8 25 24723882 PMC3972454
  6. Basser PJ Pierpaoli C Microstructural and physiological features of tissues elucidated by quantitative diffusion tensor MRI Journal of Magnetic Resonance. Series B 1996 111 209 219 8661285
  7. Bava S Boucquey V Goldenberg D Thayer RE Ward M Jacobus J Tapert SF Sex differences in adolescent white matter architecture Brain Res 2011 1375 41 48 21172320 PMC3035918
  8. Bava S Jacobus J Mahmood O Yang TT Tapert SF Neurocognitive correlates of white matter quality in adolescent substance users Brain Cogn 2010a 72 347 354 19932550 PMC2832074
  9. Bava S Jacobus J Thayer RE Tapert SF Longitudinal changes in white matter integrity among adolescent substance users Alcohol Clin Exp Res 2013 37 Suppl 1 E181 189 23240741 PMC3548057
  10. Bava S Thayer R Jacobus J Ward M Jernigan TL Tapert SF Longitudinal characterization of white matter maturation during adolescence Brain Res 2010b 1327 38 46 20206151 PMC2854176
  11. Bodammer N Kaufmann J Kanowski M Tempelmann C Eddy current correction in diffusion-weighted imaging using pairs of images acquired with opposite diffusion gradient polarity Magnetic Resonance in Medicine 2004 51 188 193 14705060
  12. Cancelliere A Mangano FT Air EL Jones BV Altaye M Rajagopal A Holland SK Hertzler DA 2nd Yuan W DTI values in key white matter tracts from infancy through adolescence AJNR Am J Neuroradiol 2013 34 1443 1449 23370472 PMC8051496
  13. Chen CH Fiecas M Gutierrez ED Panizzon MS Eyler LT Vuoksimaa E Thompson WK Fennema-Notestine C Hagler DJ Jr. Jernigan TL Neale MC Franz CE Lyons MJ Fischl B Tsuang MT Dale AM Kremen WS Genetic topography of brain morphology Proc Natl Acad Sci U S A 2013 110 17089 17094 24082094 PMC3801007
  14. Chugani HT Phelps ME Mazziotta JC Positron emission tomography study of human brain functional development Annals of Neurology 1987 22 487 497 3501693
  15. de Boer BJ Peper CE Beek PJ Development of temporal and spatial bimanual coordination during childhood Motor Control 2012 16 537 559 23162066
  16. Dennis M Spiegler BJ Simic N Sinopoli KJ Wilkinson A Yeates KO Taylor HG Bigler ED Fletcher JM Functional plasticity in childhood brain disorders: when, what, how, and whom to assess Neuropsychol Rev 2014 24 389 408 24821533 PMC4231018
  17. Elofson J Gongvatana W Carey KB Alcohol use and cerebral white matter compromise in adolescence Addict Behav 2013 38 2295 2305 23583835 PMC3699185
  18. Farbota KD Bendlin BB Alexander AL Rowley HA Dempsey RJ Johnson SC Longitudinal diffusion tensor imaging and neuropsychological correlates in traumatic brain injury patients Front Hum Neurosci 2014 6 160 22723773 PMC3378081
  19. Feinberg I Changes in sleep cycle patterns with age Journal of Psychiatric Research 1974 10 283 306 4376564
  20. Feinberg I Thode HC Chugani HT March JD Gamma distribution model describes maturational curves for delta wave amplitude, cortical metabolic rate and synaptic density Journal of Theoretical Biology 1990 142 149 161 2161971
  21. Fryer SL Frank LR Spadoni AD Theilmann RJ Nagel BJ Schweinsburg AD Tapert SF Microstructural integrity of the corpus callosum linked with neuropsychological performance in adolescents Brain Cogn 2008 PMC2491343 18346830
  22. Glover GH Mueller BA Turner JA van Erp TG Liu TT Greve DN Voyvodic JT Rasmussen J Brown GG Keator DB Calhoun VD Lee HJ Ford JM Mathalon DH Diaz M O’Leary DS Gadde S Preda A Lim KO Wible CG Stern HS Belger A McCarthy G Ozyurt B Potkin SG Function biomedical informatics research network recommendations for prospective multicenter functional MRI studies J Magn Reson Imaging 2012 36 39 54 22314879 PMC3349791
  23. Groves AR Smith SM Fjell AM Tamnes CK Walhovd KB Douaud G Woolrich MW Westlye LT Benefits of multi-modal fusion analysis on a large-scale dataset: life-span patterns of inter-subject variability in cortical morphometry and white matter microstructure Neuroimage 2012 63 365 380 22750721
  24. Harris PA Taylor R Thielke R Payne J Gonzalez N Conde JG Research electronic data capture (REDCap) - A metadata-driven methodology and workflow process for providing translational research informatics support J Biomed Inform 2009 42 377 381 18929686 PMC2700030
  25. Hasan KM Kamali A Abid H Kramer LA Fletcher JM Ewing-Cobbs L Quantification of the spatiotemporal microstructural organization of the human brain association, projection and commissural pathways across the lifespan using diffusion tensor tractography Brain Struct Funct 2010 214 361 373 20127357 PMC2864323
  26. Hasan KM Kamali A Iftikhar A Kramer LA Papanicolaou AC Fletcher JM Ewing-Cobbs L Diffusion tensor tractography quantification of the human corpus callosum fiber pathways across the lifespan Brain Res 2009 1249 91 100 18996095 PMC3727909
  27. Hastie T Tibshirani R Exploring the nature of covariate effects in the proportional hazards model Biometrics 1990 46 1005 1016 1964808
  28. Herting MM Colby JB Sowell ER Nagel BJ White matter connectivity and aerobic fitness in male adolescents Dev Cogn Neurosci 2014 7 65 75 24333926 PMC4020709
  29. Herting MM Maxwell EC Irvine C Nagel BJ The impact of sex, puberty, and hormones on white matter microstructure in adolescents Cereb Cortex 2012 22 1979 1992 22002939 PMC3412439
  30. Hill SY Terwilliger R McDermott M White matter microstructure, alcohol exposure, and familial risk for alcohol dependence Psychiatry Res 2013 212 43 53 23473988 PMC3714312
  31. Hoeft F McCandliss BD Black JM Gantman A Zakerani N Hulme C Lyytinen H Whitfield-Gabrieli S Glover GH Reiss AL Gabrieli JD Neural systems predicting long-term outcome in dyslexia Proc Natl Acad Sci U S A 2011 108 361 366 21173250 PMC3017159
  32. Hogstrom LJ Westlye LT Walhovd KB Fjell AM The structure of the cerebral cortex across adult life: age-related patterns of surface area, thickness, and gyrification Cereb Cortex 2013 23 2521 2530 22892423
  33. Holland D Kuperman JM Dale AM Efficient correction of inhomogeneous static magnetic field-induced distortion in Echo Planar Imaging Neuroimage 2010 50 175 183 19944768 PMC2819607
  34. Hua K Oishi K Zhang J Wakana S Yoshioka T Zhang W Akhter KD Li X Huang H Jiang H van Zijl P Mori S Mapping of functional areas in the human cortex based on connectivity through association fibers Cereb Cortex 2009 19 1889 1895 19068488 PMC2705697
  35. Huttenlocher PR Synaptic density in human frontal cortex: Developmental changes and effects of aging Brain Research 1979 163 195 205 427544
  36. Huttenlocher PR Dabholkar AS Regional differences in synaptogenesis in human cerebral cortex J Comp Neurol 1997 387 167 178 9336221
  37. Iglesias JE Liu CY Thompson PM Tu Z Robust brain extraction across datasets and comparison with publicly available methods IEEE Trans Med Imaging 2011 30 1617 1634 21880566
  38. Jacobs HI Gronenschild EH Evers EA Ramakers IH Hofman PA Backes WH Jolles J Verhey FR Van Boxtel MP Visuospatial processing in early Alzheimer's disease: a multimodal neuroimaging study Cortex 2015 64 394 406 22342463
  39. Jacobus J McQueeny T Bava S Schweinsburg BC Frank LR Yang TT Tapert SF White matter integrity in adolescents with histories of marijuana use and binge drinking Neurotoxicol Teratol 2009 31 349 355 19631736 PMC2762024
  40. Jacobus J Squeglia LM Bava S Tapert SF White matter characterization of adolescent binge drinking with and without co-occurring marijuana use: a 3-year investigation Psychiatry Res 2013 214 374 381 24139957 PMC3900025
  41. Jones DK The effect of gradient sampling schemes on measures derived from diffusion tensor MRI: a Monte Carlo study Magnetic Resonance in Medicine 2004 51 807 815 15065255
  42. Jovicich J Marizzoni M Bosch B Bartres-Faz D Arnold J Benninghoff J Wiltfang J Roccatagliata L Picco A Nobili F Blin O Bombois S Lopes R Bordet R Chanoine V Ranjeva JP Didic M Gros-Dagnac H Payoux P Zoccatelli G Alessandrini F Beltramello A Bargallo N Ferretti A Caulo M Aiello M Ragucci M Soricelli A Salvadori N Tarducci R Floridi P Tsolaki M Constantinidis M Drevelegas A Rossini PM Marra C Otto J Reiss-Zimmermann M Hoffmann KT Galluzzi S Frisoni GB PharmaCog C Multisite longitudinal reliability of tract-based spatial statistics in diffusion tensor imaging of healthy elderly subjects Neuroimage 2014 101 390 403 25026156
  43. Kochunov P Jahanshad N Sprooten E Nichols TE Mandl RC Almasy L Booth T Brouwer RM Curran JE de Zubicaray GI Dimitrova R Duggirala R Fox PT Hong LE Landman BA Lemaitre H Lopez LM Martin NG McMahon KL Mitchell BD Olvera RL Peterson CP Starr JM Sussmann JE Toga AW Wardlaw JM Wright MJ Wright SN Bastin ME McIntosh AM Boomsma DI Kahn RS den Braber A de Geus EJ Deary IJ Hulshoff Pol HE Williamson DE Blangero J van ’t Ent D Thompson PM Glahn DC Multi-site study of additive genetic effects on fractional anisotropy of cerebral white matter: Comparing meta and megaanalytical approaches for data pooling Neuroimage 2014 95 136 150 24657781 PMC4043878
  44. Kreilkamp BA Zaca D Papinutto N Jovicich J Retrospective head motion correction approaches for diffusion tensor imaging: Effects of preprocessing choices on biases and reproducibility of scalar diffusion metrics J Magn Reson Imaging 2015 26059492
  45. Lebel C Gee M Camicioli R Wieler M Martin W Beaulieu C Diffusion tensor imaging of white matter tract evolution over the lifespan Neuroimage 2012 60 340 352 22178809
  46. Lenroot RK Gogtay N Greenstein DK Wells EM Wallace GL Clasen LS Blumenthal JD Lerch J Zijdenbos AP Evans AC Thompson PM Giedd JN Sexual dimorphism of brain developmental trajectories during childhood and adolescence Neuroimage 2007 36 1065 1073 17513132 PMC2040300
  47. Liu X Zhu T Gu T Zhong J Optimization of in vivo high-resolution DTI of non-human primates on a 3T human scanner Methods 2010 50 205 213 19577649
  48. MacArthur GJ Smith MC Melotti R Heron J Macleod J Hickman M Kipping RR Campbell R Lewis G Patterns of alcohol use and multiple risk behaviour by gender during early and late adolescence: the ALSPAC cohort J Public Health (Oxf) 2012 34 Suppl 1 i20 30 22363027 PMC3284864
  49. Marion SD Kilian SC Naramor TL Brown WS Normal development of bimanual coordination: visuomotor and interhemispheric contributions Dev Neuropsychol 2003 23 399 421 12740193
  50. Martino J De Lucas EM Subcortical anatomy of the lateral association fascicles of the brain: A review Clin Anat 2014 27 563 569 24453050
  51. McKay DR Knowles EE Winkler AA Sprooten E Kochunov P Olvera RL Curran JE Kent JW Jr. Carless MA Goring HH Dyer TD Duggirala R Almasy L Fox PT Blangero J Glahn DC Influence of age, sex and genetic factors on the human brain Brain Imaging Behav 2014 8 143 152 24297733 PMC4011973
  52. Menjot de Champfleur N Lima Maldonado I Moritz-Gasser S Machi P Le Bars E Bonafe A Duffau H Middle longitudinal fasciculus delineation within language pathways: a diffusion tensor imaging study in human Eur J Radiol 2013 82 151 157 23084876
  53. Mori S Wakana S Nagae-Poetscher LM Van Zijl PMC An Atlas of Human White Matter 2005 Elsevier B.V. Amsterdam, the Netherlands
  54. Muetzel RL Collins PF Mueller BA A MS Lim KO Luciana M The development of corpus callosum microstructure and associations with bimanual task performance in healthy adolescents Neuroimage 2008 39 1918 1925 18060810 PMC2408381
  55. Nichols BN Pohl KM Neuroinformatics Software Applications Supporting Electronic Data Capture, Management, and Sharing for the Neuroimaging Community Neuropsychol Rev 2015 PMC5400666 26267019
  56. O’Sullivan M Jones D Summers P Morris R Williams S Markus H Evidence for cortical "disconnection" as a mechanism of age-related cognitive decline Neurology 2001 57 632 638 11524471
  57. Ostby Y Tamnes CK Fjell AM Walhovd KB Morphometry and connectivity of the fronto-parietal verbal working memory network in development Neuropsychologia 2011 49 3854 3862 22001853
  58. Paldino MJ Hedges K Zhang W Independent contribution of individual white matter pathways to language function in pediatric epilepsy patients Neuroimage Clin 2014 6 327 332 25379446 PMC4215459
  59. Papinutto ND Maule F Jovicich J Reproducibility and biases in high field brain diffusion MRI: An evaluation of acquisition and analysis variables Magn Reson Imaging 2013 31 827 839 23623031
  60. Paus T Growth of white matter in the adolescent brain: myelin or axon? Brain Cogn 2010 72 26 35 19595493
  61. Peters A Sethares C Is there remyelination during aging of the primate central nervous system? Journal of Comparative Neurology 2003 460 238 254 12687688
  62. Peters BD Szeszko PR Radua J Ikuta T Gruner P DeRosse P Zhang JP Giorgio A Qiu D Tapert SF Brauer J Asato MR Khong PL James AC Gallego JA Malhotra AK White matter development in adolescence: diffusion tensor imaging and meta-analytic results Schizophr Bull 2012 38 1308 1317 PMC3494037 22499780
  63. Pfefferbaum A Rogosa DA Rosenbloom MJ Chu W Sassoon SA Kemper CA Deresinski S Rohlfing T Zahr NM Sullivan EV Accelerated aging of selective brain structures in human immunodeficiency virus infection: a controlled, longitudinal magnetic resonance imaging study Neurobiol Aging 2014 35 1755 1768 24508219 PMC3980003
  64. Pfefferbaum A Sullivan EV Microstructural but not macrostructural disruption of white matter in women with chronic alcoholism NeuroImage 2002 15 708 718 11848714
  65. Pfefferbaum A Zahr NM Mayer D Rohlfing T Sullivan EV Dynamic responses of selective brain white matter fiber tracts to binge alcohol and recovery in the rat PLoS One 2015a 10 e0124885 25894968 PMC4403879
  66. Pfefferbaum D Rohlfing T Poh KM Lane B Weiwei C Nichols BN Brown SA Tapert SF Cummins K Thompson WK Brumback T Meloy MJ Jernigan TL Dale AM Colrain IM Baker FC Prouty D De Bellis MD Voyvodic JT Clark DB Luna B Chung T Nagel BJ Sullivan EV Adolescent development of cortical and white matter structure in the NCANDA sample: Role of sex, ethnicity, puberty, and alcohol drinking Cerebral Cortex 2015b Epub Sep 26 PMC5027999 26408800
  67. Qiu D Tan LH Zhou K Khong PL Diffusion tensor imaging of normal white matter maturation from late childhood to young adulthood: voxel-wise evaluation of mean diffusivity, fractional anisotropy, radial and axial diffusivities, and correlation with reading development Neuroimage 2008 41 223 232 18395471
  68. Raz N Ghisletta P Rodrigue KM Kennedy KM Lindenberger U Trajectories of brain aging in middle-aged and older adults: regional and individual differences Neuroimage 2010 51 501 511 20298790 PMC2879584
  69. Raznahan A Greenstein D Lee NR Clasen LS Giedd JN Prenatal growth in humans and postnatal brain maturation into late adolescence Proc Natl Acad Sci U S A 2012 109 11366 11371 22689983 PMC3396505
  70. Rohlfing T Cummins K Henthorn T Chu W Nichols BN N-CANDA data integration: anatomy of an asynchronous infrastructure for multi-site, multi-instrument longitudinal data capture J Am Med Inform Assoc 2014 21 758 762 24296908 PMC4078281
  71. Rohlfing T Maurer CR Jr. Bluemke DA Jacobs MA Volume-preserving nonrigid registration of MR breast images using free-form deformation with an incompressibility constraint IEEE Transactions on Medical Imaging 2003a 22 730 741 12872948
  72. Rohlfing T Maurer CR Jr Bluemke DA Jacobs MA An Alternating-Constraints Algorithm for Volume-Preserving Non-Rigid Registration of Contrast-Enhanced MR Breast Images 2003b 291 300 Biomedical Image Registration -- Second International Workshop WBIR, Philadelphia, PA
  73. Rohlfing T Russakoff DB Maurer CR Jr Performance-Based Classifier Combination in Atlas-Based Image Segmentation Using Expectation-Maximization Parameter Estimation IEEE Transactions on Medical Imaging 2004 23 983 994 15338732
  74. Rohlfing T Zahr NM Sullivan EV Pfefferbaum A The SRI24 multi-channel atlas of normal adult human brain structure Human Brain Mapping 2010 31 798 819 20017133 PMC2915788
  75. Ross RT Dissociated loss of vibration, joint position and discriminatory tactile senses in disease of spinal cord and brain Can J Neurol Sci 1991 18 312 320 1913366
  76. Sadeghi N Prastawa M Fletcher PT Vachet C Wang B Gilmore J Gerig G Multivariate Modeling of Longitudinal Mri in Early Brain Development with Confidence Measures Proc IEEE Int Symp Biomed Imaging 2013 1400 1403 23959506 PMC3744330
  77. Schmahmann JD Pandya DN The complex history of the fronto-occipital fasciculus J Hist Neurosci 2007 16 362 377 17966054
  78. Schneiderman JS Buchsbaum MS Haznedar MM Hazlett EA Brickman AM Shihabuddin L Brand JG Torosjan Y Newmark RE Tang C Aronowitz J Paul-Odouard R Byne W Hof PR Diffusion tensor anisotropy in adolescents and adults Neuropsychobiology 2007 55 96 111 17587876 PMC2806688
  79. Shinoura N Suzuki Y Yamada R Tabei Y Saito K Yagi K Damage to the right superior longitudinal fasciculus in the inferior parietal lobe plays a role in spatial neglect Neuropsychologia 2009 47 2600 2603 19465036
  80. Shinoura N Yoshida M Yamada R Tabei Y Saito K Suzuki Y Yagi K Combined damage to the right hemispheric hand area in the primary motor and sensory area plays a critical role in motor hemineglect Eur Neurol 2010 63 17 23 19923840
  81. Simmonds DJ Hallquist MN Asato M Luna B Developmental stages and sex differences of white matter and behavioral development through adolescence: a longitudinal diffusion tensor imaging (DTI) study Neuroimage 2014 92 356 368 24384150 PMC4301413
  82. Smith S Fast robust automated brain extraction Human Brain Mapping 2002 17 143 155 12391568 PMC6871816
  83. Smith SM Jenkinson M Johansen-Berg H Rueckert D Nichols TE Mackay CE Watkins KE Ciccarelli O Cader MZ Matthews PM Behrens TE Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data Neuroimage 2006 31 1487 1505 16624579
  84. Snook L Paulson LA Roy D Phillips L Beaulieu C Diffusion tensor imaging of neurodevelopment in children and young adults Neuroimage 2005 26 1164 1173 15961051
  85. Sowell ER Peterson BS Kan E Woods RP Yoshii J Bansal R Xu D Zhu H Thompson PM Toga AW Sex differences in cortical thickness mapped in 176 healthy individuals between 7 and 87 years of age Cereb Cortex 2007 17 1550 1560 16945978 PMC2329809
  86. Sowell ER Thompson PM Toga AW Mapping changes in the human cortex throughout the span of life Neuroscientist 2004 10 372 392 15271264
  87. Stiles J Jernigan TL The basics of brain development Neuropsychol Rev 2010 20 327 348 21042938 PMC2989000
  88. Storsve AB Fjell AM Tamnes CK Westlye LT Overbye K Aasland HW Walhovd KB Differential longitudinal changes in cortical thickness, surface area and volume across the adult life span: regions of accelerating and decelerating change J Neurosci 2014 34 8488 8498 24948804 PMC6608217
  89. Sullivan EV Compromised pontocerebellar and cerebellothalamocortical systems: speculations on their contributions to cognitive and motor impairment in nonamnesic alcoholism Alcoholism: Clinical and Experimental Research 2003 27 1409 1419 14506401
  90. Sullivan EV Brumback T Tapert SF Fama R Prouty D Brown SA Cummins K Thompson WK Colrain IM Baker FC De Bellis MD Hooper SR Clark DB Chung T Nagel BJ Nichols BN Rohlfing T Chu W Pohl KM Pfefferbaum A Cognitive, Emotion Control, and Motor Performance of Adolescents in the NCANDA Study: Contributions From Alcohol Consumption, Age, Sex, Ethnicity, and Family History of Addiction Neuropsychology 2016 PMC4840074 26752122
  91. Swendsen J Burstein M Case B Conway KP Dierker L He J Merikangas KR Use and abuse of alcohol and illicit drugs in US adolescents: results of the National Comorbidity Survey-Adolescent Supplement Arch Gen Psychiatry 2012 69 390 398 22474107 PMC3746542
  92. Teipel SJ Reuter S Stieltjes B Acosta-Cabronero J Ernemann U Fellgiebel A Filippi M Frisoni G Hentschel F Jessen F Kloppel S Meindl T Pouwels PJ Hauenstein KH Hampel H Multicenter stability of diffusion tensor imaging measures: a European clinical and physical phantom study Psychiatry Res 2011 194 363 371 22078796
  93. Toga AW Thompson PM Sowell ER Mapping brain maturation Trends Neurosci 2006 29 148 159 16472876 PMC3113697
  94. Treit S Lebel C Baugh L Rasmussen C Andrew G Beaulieu C Longitudinal MRI reveals altered trajectory of brain development during childhood and adolescence in fetal alcohol spectrum disorders J Neurosci 2013 33 10098 10109 23761905 PMC6618394
  95. Vandekar SN Shinohara RT Raznahan A Roalf DR Ross M DeLeo N Ruparel K Verma R Wolf DH Gur RC Gur RE Satterthwaite TD Topologically dissociable patterns of development of the human cerebral cortex J Neurosci 2015 35 599 609 25589754 PMC4293413
  96. Wang Y Adamson C Yuan W Altaye M Rajagopal A Byars AW Holland SK Sex differences in white matter development during adolescence: a DTI study Brain Res 2012 1478 1 15 22954903 PMC3592389
  97. White T Magnotta VA Bockholt HJ Williams S Wallace S Ehrlich S Mueller BA Ho BC Jung RE Clark VP Lauriello J Bustillo JR Schulz SC Gollub RL Andreasen NC Calhoun VD Lim KO Global white matter abnormalities in schizophrenia: a multisite diffusion tensor imaging study Schizophr Bull 2011 37 222 232 19770491 PMC3004177
  98. Wood SN Low-rank scale-invariant tensor product smooths for generalized additive mixed models Biometrics 2006 62 1025 1036 17156276
  99. Wood SN Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear modelsFast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models Journal of the Royal Statistical Society (B) 2011 73 3 36
  100. Yeatman JD Wandell BA Mezer AA Lifespan maturation and degeneration of human brain white matter Nat Commun 2014 5 4932 25230200 PMC4238904
  101. Yendiki A Koldewyn K Kakunoori S Kanwisher N Fischl B Spurious group differences due to head motion in a diffusion MRI study Neuroimage 2013 88C 79 90 24269273 PMC4029882
  102. Zhang M Chen C Xue G Lu ZL Mei L Xue H Wei M He Q Li J Dong Q Language-general and -specific white matter microstructural bases for reading Neuroimage 2014 98 435 441 24814214 PMC4120769
  103. Zhu T Hu R Qiu X Taylor M Tso Y Yiannoutsos C Navia B Mori S Ekholm S Schifitto G Zhong J Quantification of accuracy and precision of multi-center DTI measurements: a diffusion phantom and human brain study Neuroimage 2011 56 1398 1411 21316471 PMC3085553
  104. Zhuang L Sachdev PS Trollor JN Reppermund S Kochan NA Brodaty H Wen W Microstructural white matter changes, not hippocampal atrophy, detect early amnestic mild cognitive impairment PLoS One 2013 8 e58887 23516569 PMC3597581

Authors
Pohl, K. M., Sullivan, E. V., Rohlfing, T., Chu, W., Kwon, D., Nichols, B. N., Zhang, Y., Brown, S. A., Tapert, S. F., Cummins, K., Thompson, W. K., Brumback, T., Colrain, I. M., Baker, F. C., Prouty, D., De Bellis, M. D., Voyvodic, J. T., Clark, D. B., Schirda, C., Nagel, B. J., & Pfefferbaum, A.
Affiliations
  • SRI International (US)
  • Stanford Medicine (US)
  • University of California San Diego (US)
  • Duke University (US)
  • University of Pittsburgh (US)
  • Oregon Health & Science University (US)
Corresponding author
Sullivan, Edith V.
ORCID
Venue
NeuroImage
Publisher
Elsevier BV
Published
2016-04
Volume
130
Pages
194-213
ISSN
1053-8119 (ISSN-L)
DOI
10.1016/j.neuroimage.2016.01.061
PMC
PMC4808415
OpenAlex
W2254664501
Cited by
85
References
135
Citations by year
2026: 1 · 2025: 10 · 2024: 5 · 2023: 8 · 2022: 2 · 2021: 11 · 2020: 16 · 2019: 10 · 2018: 13 · 2017: 8 · 2016: 1
FWCI
9.26
Type
journal article
Language
en
Open access
Licence
www.elsevier.com/tdm/userlicense/1.0/ (tdm)
Locations
  • NeuroImage (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
  • eScholarship (California Digital Library) (submittedVersion)
Funders
  • National Institute on Alcohol Abuse and Alcoholism
  • National Institute on Drug Abuse
  • National Institute of Mental Health
  • National Institute of Child Health and Human Development (AA017168)
Topics
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Functional Brain Connectivity Studies
  • Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced MRI Techniques and Applications
Keywords
diffusion tensor imaging, white matter microstructure, adolescent brain development, human phantom, fractional anisotropy, mean diffusivity, axial and radial diffusivity, sex differences, ethnic differences, alcohol exposure, NCANDA
MeSH terms
Adolescent, Alcohol Drinking, Brain, Brain Mapping, Cross-Sectional Studies, Female, Humans, Image Processing, Computer-Assisted, Male, Sex Characteristics, Anisotropy, Young Adult, Diffusion Tensor Imaging, White Matter

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review