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Can cerebellar and brainstem apparent diffusion coefficient (ADC) values predict neuromotor outcome in term neonates with hypoxic-ischemic encephalopathy (HIE) treated with hypothermia?

  • Gemma Arca-Díaz ,

    Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Resources, Software, Writing – original draft

    garca@clinic.ub.es, gemmarca@yahoo.es

    Current address: Service of Neonatology, Agrupació Sanitaria Hospital Clinic- Hospital Sant Joan de Déu, University of Barcelona, IDIBAPS, Barcelona, Spain

    Affiliation Service of Neonatology, Agrupació Sanitaria Hospital Clinic- Hospital Sant Joan de Déu, University of Barcelona, IDIBAPS, Barcelona, Spain

    ORCID http://orcid.org/0000-0003-3647-0656

  • Thomas J. Re,

    Roles Conceptualization, Writing – review & editing

    Affiliation Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

  • Marie Drottar,

    Roles Conceptualization

    Affiliation Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

  • Carmen Rosa Fortuno,

    Roles Conceptualization

    Affiliation Department of Neurology, Fetal-Neonatal Neurology Program, Boston Children’s Hospital, Boston, Massachusetts, United States of America

  • Katyucia De Macedo-Rodrigues,

    Roles Conceptualization

    Affiliation Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

  • Kiho Im,

    Roles Conceptualization, Methodology

    Affiliation Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

  • Josep Figueras-Aloy,

    Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Software, Supervision, Visualization, Writing – review & editing

    Affiliation Service of Neonatology, Agrupació Sanitaria Hospital Clinic- Hospital Sant Joan de Déu, University of Barcelona, IDIBAPS, Barcelona, Spain

  • Patricia Ellen Grant

    Roles Conceptualization, Investigation, Methodology, Project administration, Supervision, Validation, Visualization, Writing – review & editing

    Current address: Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

    Affiliation Fetal-Neonatal Neuroimaging and Developmental Science Center, Children's Hospital Boston, Boston, Massachusetts, United States of America

Can cerebellar and brainstem apparent diffusion coefficient (ADC) values predict neuromotor outcome in term neonates with hypoxic-ischemic encephalopathy (HIE) treated with hypothermia?

  • Gemma Arca-Díaz, 
  • Thomas J. Re, 
  • Marie Drottar, 
  • Carmen Rosa Fortuno, 
  • Katyucia De Macedo-Rodrigues, 
  • Kiho Im, 
  • Josep Figueras-Aloy, 
  • Patricia Ellen Grant
PLOS
x

Abstract

Background and purpose

To determine the apparent diffusion coefficient (ADC) in specific infratentorial brain structures during the first week of life and its relation with neuromotor outcome for Hypoxic-ischemic encephalopathy (HIE) in term neonates with and without whole-body hypothermia (TH).

Materials and methods

We retrospectively evaluated 45 MRI studies performed in the first week of life of term neonates born between 2010 and 2013 at Boston Children's Hospital. Selected cases were classified into three groups: 1) HIE neonates who underwent TH, 2) HIE normothermics (TN), and 3) controls. The neuromotor outcome was categorized as normal, abnormal and death. The ADCmean was calculated for six infratentorial brain regions.

Results

A total of 45 infants were included: 28 HIE TH treated, 8 HIE TN, and 9 controls. The mean gestational age was 39 weeks; 57.8% were male; 11.1% were non-survivors. The median age at MRI was 3 days (interquartile range, 1–4 days). A statistically significant relationship was shown between motor outcome or death and the ADCmean in the vermis (P = 0.002), cerebellar left hemisphere (P = 0.002), midbrain (P = 0.009), pons (P = 0.014) and medulla (P = 0.005). In patients treated with TH, the ADC mean remained significantly lower than that in the controls only in the hemispheres (P = 0.01). In comparison with abnormal motor outcome, ADCmean was lowest in the left hemisphere (P = 0.003), vermis (P = 0.003), pons (P = 0.0036) and medulla (P = 0.008) in case of death.

Conclusion

ADCmean values during the first week of life in the left hemisphere, vermis, pons and medulla are related to motor outcome or death in infants with HIE either with or without hypothermic therapy. Therefore, this objective tool can be assessed prospectively to determine if it can be used to establish prognosis in the first week of life, particularly in severe cases of HIE.

Introduction

Neonatal hypoxic-ischemic encephalopathy (HIE) is a major worldwide problem affecting 0.5-1/1000 live births in developed countries. Mortality rates range from 10 to 60%, and long-term neurodevelopmental sequelae are present in 23% of survivors. [13] Recent data show that therapeutic hypothermia (TH) may improve the outcome of neonates with HIE and is becoming routine. [49]

Diagnostic imaging includes the use of conventional and diffusion-based MRI, with the later capable of identifying ischemic HIE lesions in the acute phase, several days earlier than the former. [10,11] Diffusion MRI, including diffusion-weighted imaging (DWI) and quantitative apparent diffusion coefficient (ADC) mapping, may also provide additional early diagnostic and prognostic information; several studies report an association between reduced ADC values in the posterior limb of the internal capsule (PLIC) as well as an association between reduced ADC values in the basal ganglia and thalami (BGT) and neurological sequelae. [1221]

Qualitative assessment of brainstem injury on T1 and T2 images in neonates with HIE may provide information on injury severity and risk of death, but objective quantitative data such as ADC values are lacking. [22] These infratentorial areas have high concentrations of excitatory neurotransmitters (e.g., glutamate) and are especially vulnerable to the profound hypoxia-ischemia that is typical in HIE. The cerebellum acts as a satellite system of established cortico-basal ganglia networks in neonates. It is involved in motor and cognitive functions, and newborns with BGT lesions can show reduced cerebellar growth during the first year. [2327] Recently, Pelzer EA et al [25] confirmed that dentato-thalamo-striato-pallidal and subthalamo-cerebellar connections exist in the human brain, and a study by Connolly and co-authors[26] showed that the high T2 signal intensity in the anterior lobe of the vermis probably represents gliosis secondary to hypoxia/ischemia and is related to the severity of damage in term infants.

In light of these findings, the aim of this study was to determine whether apparent diffusion coefficient (ADC) measurements in specific infratentorial structures during the first week of life can predict neuromotor outcome in both neonates treated with whole-body therapeutic hypothermia (TH) and those without whole-body therapeutic hypothermia or normothermics (TN).

Materials and methods

An electronic search was performed of the neonatal and neurology databases at Boston Children's Hospital (BCH) for neonatal MRI studies performed over the 3-year period from March 2010 to June 2013. BCH’s NICU is a 24-bed tertiary referral center for critically ill newborns, premature newborns and newborns who require complex medical and surgical care. The Hospital Ethics Committee of BCH approved this study, which was a retrospective review and analysis of clinically indicated MRI studies and the corresponding clinical charts.

Patients

Forty-five clinical charts of patients born at term (GA ≥ 36 weeks) with MRIs performed for suspected HIE or clinically suspected neonatal seizures within the first week of life were identified. These patients were categorized as: 28 HIE who underwent TH, 8 HIE normothermics (TN), and 9 controls (admitted to NICU for suspected clinical seizures and no clinical signs of symptoms of HIE).

The exclusion criteria included evidence of metabolic disease, congenital infection, major malformations, alcohol or drug embryopathies, hydrops, chromosome abnormalities, and MRI evidence of long-standing brain damage or developmental abnormality.

Newborns were considered for active whole-body therapeutic hypothermia (TH) if they met a combination of diagnostic criteria including clinical, laboratory and amplitude-integrated electroencephalogram (aEEG) findings, as established by the first two large published trials of therapeutic hypothermia for neonatal HIE. [4,5] The criteria for treatment within 6 hours after birth included (1) gestational age ≥36 weeks and birth weight ≥ 2000g; (2) evidence of fetal distress including history of acute perinatal event; (3) evidence of neonatal distress as shown by at least one of the following: Apgar score ≦ 5 at 10 minutes, pH ≦ 7.0 within 1 hour of birth or base deficit < 16mEq/L, or need for ventilation for at least 10 minutes after birth; and (4) evidence of neonatal encephalopathy diagnosed by both neurological examination and aEEG on admission to BCH. The normothermic babies did not meet the inclusion criteria at the time of initial clinical and electroencephalographic evaluation. TH was targeted at 33.5° for 72 hours, followed by 12 hours rewarming at 0.25°C/hour.

Neuromotor outcome

All surviving infants underwent developmental and neurologic examinations performed by experienced and specially trained neonatologists, pediatricians, or child neurologists. Neonatal clinical classification of HIE was retrospectively graded according to Sarnat and Sarnat [27](stage 1: mild encephalopathy lasting 24 hours with normal EEG; stage 2: moderate encephalopathy, lethargy, hypotonia and seizures; stage 3: severe encephalopathy, coma and if hypotonic with decreased or absent reflex activity and severely depressed EEG findings). In 75% of our cohort of surviving children, there was suspicion of cerebral palsy (CP), and an assessment of neuromotor skills level was performed according to the GMFCS (Gross Motor Function Classification System) developed by Palisano and colleagues. [28] Patients with normal neurodevelopment, normal neurological examination findings and normal cognitive developmental history as well as children without cerebral palsy were not included on this scale. Seven infants younger than six months at the time of follow-up were not classified in this system. GMFCS levels I-III (mild and moderate CP) correspond to patients 6 to 24 months old who walk as their preferred method of mobility, whereas children at levels IV and V (severe CP) usually require a wheelchair for mobility. In our study, the outcome classification took into account all available information from all follow-up visits. We considered three possible neuromotor outcomes: normal (without CP), abnormal (with CP) and death.

Imaging

During this study period, routine clinical neonatal MRI studies were performed on a 3.0T Siemens Trio (Siemens, Erlangen, Germany) scanner with a 32-channel commercial head coil (Siemens, Erlangen, Germany). The routine neonatal protocol included conventional sequences: Axial TURBO T1 (SE 2500/9); Fast Spin Echo T2 weighted (FSE8000/90) sequences (both with a 128 x128 matrix, 2.5 to 7-mm slice thickness, and 2 averages). The routine clinical DTI was a single-shot multi-level echo planar sequence with 40 slices (repetition time (TR) 8000 msec, echo time (TE) 88 msec, inversion Time (IT): -1 msec, field of view (FOV) 25 x 30cm, 30 gradient directions at b values of 1000 mm2/s, 5 gradient directions at b = 0 mm2/s, voxel sizes: 2.00, 2.00, 2.00). The 45 included infants received a first MRI within one week of delivery, and these MRIs were analyzed. Twenty infants were rescanned during the first month for confirmation/follow-up. For those on TH, induced hypothermia was continued during MRI. All neonates were scanned during natural post-feeding sleep while blanket-wrapped and earmuff-fitted. MRI was performed according to BCH safety and quality guidelines. Body temperatures were recorded before and after MRI scans in infants undergoing TH.

Image analysis

Diffusion tensor images (DTI) were imported from PACS using the ChRis system (Children's Research Interpretation System). For each DTI data set, the FSL/FLIRT co-registration tool (fsl.fmrib.ox.ac.uk) was used to align all 35 gradient directions and the b = 0 images and to remove any eddy current artifacts. DTI data sets were then processed by TrackVis to create ADC and FA maps. Six anatomical infratentorial substructures were chosen for ADC analysis: the cerebellar left hemisphere, cerebellar right hemisphere, vermis, midbrain, pons and medulla. These structures were manually delimited as regions of interest (ROIs) on the ADC map for all 45 subjects by author G.A. (a neonatologist with experience in neonatal neuroimaging) using FreeView. Segmentations were performed in a similar manner as described previously for volumetric T1 segmentations [29] (Fig 1) and were reviewed by author M.D. (Project Coordinator with 10 years of neuroimaging experience). The maximum intra-observer and inter-observer (G.A. and M.D.) errors for ADC measurements were estimated to be 3–5%. The MRIs were reviewed, without clinical history knowledge, by a highly experienced neuroradiologist (P.E.G.). The ADCmean values were calculated for each of the ROIs.

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Fig 1. ROI locations on an ADC map within free view.

A semiautomated segmenting tool within the FreeSurfer software package. ROIs were drawn for the hemispheres of the cerebellum (orange), vermis (violet), midbrain (turquoise- blue), pons (green) and medulla (light blue). Left sagittal view, right from top to bottom, coronal, axial and triplane image.

https://doi.org/10.1371/journal.pone.0178510.g001

Statistical analysis

Quantitative ADC data were analyzed using MATLAB R2013b (Version 8.3; http://www.mathworks.it). Intra-observer error was measured using Kappa statistics. Comparisons between groups were performed using a Kruskal Wallis test for non-normally distributed data. Categorical data were analyzed with a chi-square test or Fisher’s exact test as appropriate. Continuous variables in normally distributed data were analyzed using the Oneway test with the Scheffé test for multiple comparisons. The relationships between ADC values in each ROI with motor outcome and death were assessed by the Oneway test. Differences with P level< 0.05 were considered significant. You can find the database in S1 File.

Results

Patients

Forty-five infants were included in the retrospective study: 28 moderate-severe HIE TH, 4 moderate-severe HIE TN, 4 mild HIE and 9 controls (mean estimated GA: 39.0 weeks, 26 males). The first MRI was performed at a median of 3 days post-delivery (interquartile range, 1–4 days). The Sarnat staging was as follows: 4 stage 1, 18 stage 2 (15 HT, 3 TN) and 14 stage 3 (13 TH, 1TN). Information regarding the demographic characteristics of the study group is shown in Table 1. The median age at follow-up was 18 (range 6–24) months. There were 5 non-survivors (11.1%), all of who died on the first day of life. Of the surviving infants, 20 had CP, including 13 mild CP (Level I), 6 moderate CP (Level II/III), and 1 severe CP.

ADC measurements

Table 2 shows the ADCmean values and standard deviations (μm2/ms) for each infratentorial ROI for all patients. No significant differences in ADCmean were observed. As shown in Table 3, the ADCmean values in the cerebellar hemispheres were lower when hypothermia treatment was administered. The ADCmean values based on outcome are shown in Table 4. There was a significant reduction of ADCmean values according to neuromotor outcome (normal, abnormal and non-survivor) in the vermis (P = 0.002, left hemisphere cerebellum (P = 0.002), midbrain (P = 0.009), pons (P = 0.014) and medulla (P = 0.005). Significantly lower ADCmean values were observed in all ROIs except the right hemisphere in non-surviving patients compared with survivors.

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Table 2. The ADCmean (SD) x10-3/mm2/second at first MRI in six regions of interest (ROIs) in all infants.

https://doi.org/10.1371/journal.pone.0178510.t002

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Table 3. The ADCmean (SD) x10-3/mm2/second at first MRI in six regions of interest (ROIs) in newborn with moderate and severe HIE with and without hypothermia.

https://doi.org/10.1371/journal.pone.0178510.t003

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Table 4. The ADCmean (SD) x10-3/mm2/second at first MRI in six ROIs and neuromotor outcome.

https://doi.org/10.1371/journal.pone.0178510.t004

Discussion

Previous studies have examined the possible diagnostic and prognostic value of early diffusion MR-derived ADC for suspected neonatal HIE but have yielded inconsistent results. [3033] The current work offers new perspectives regarding ADC and HIE in neonates. The present study used the latest clinical MR technology utilizing a 3.0T scanner and higher b value (1000 s/mm2) to maximize the accuracy of the ADC measurements. Moreover, it focused on several distinct substructures of the brain rather than measuring the mean ADC across large brain regions. Our results indicated variability in ADC across structures, and thus it is understandable that ADC averaging over large brain regions might produce unreliable results. As the routine use of hypothermia therapy is relatively recent, this work is the first to consider the association of such therapy with ADC measurements. Finally, while previous ADC studies have demonstrated the prognostic value of ADC measured in supratentorial structures, specifically the posterior limb of the internal capsule (PLIC), basal ganglia and thalamus, [17,34,35] this study focuses on subtentorial structures.

Conventional T1- and T2-weighted magnetic resonance imaging (MRI) assists the definition of the nature and extent of perinatal brain injury but must be interpreted in the context of its timing. Conventional MRI is an excellent predictor of outcome if performed after one week following the hypoxic-ischemic event. [10,11]. Diffusion MRI, including diffusion-weighted imaging (DWI) and quantitative apparent diffusion coefficient (ADC) mapping, is more useful than conventional MRI in the early detection of perinatal brain hypoxia-ischemia. Diffusion MRI permits the identification of intracellular cytotoxic edema present in the acute phase of HIE lesions two to five days before such lesions are apparent in conventional MRI. In addition, diffusion MRI may provide additional diagnostic and prognostic information during the acute phase, when important clinical decisions must be made.

We found eight studies and one meta-analysis that calculated ADC values in the posterior fossa. [12,13,19,20,21,30,3537] Our results can only be compared with a few of these studies because, in contrast to our study, these studies did not distinguish between the different infratentorial structures and did not classify subjects according to the severity of HIE. Sener et al, [31] who studied midbrain ADCmean values across many ages, reported a mean ADC of 1.0±0.10 μm2/ms for infants 0 to 2 years of age. Liauw et al [19] measured an ADC of 1.075 [range, 0.92–1.24] μm2/ms in the midbrain in control infants. We report a slightly higher ADCmean of 1.16 μm2/ms [range, 1.03–1.29] for the subtentorial region; however, this value could be considered consistent with Sener's finding based on the younger age of our subjects (all neonates). Our value coincides with the ADCmean value measured by Vermeulen et al [20] for a group of 4 healthy infants (1.16 μm2/ms).

Rutherford M et al [13] compared the ADC values in different brain regions between 15 control and 63 symptomatic term-born neonates affected by HIE. In contrast to our study, the HIE neonates were not classified by severity, and all patients were normothermics. In the control group, the ADCmedian in the vermis was 0.97 μm2/ms [range, 0.8–1.2], and the overall subject value was 0.98 μm2/ms [range, 0.7–1.2], with no significant differences between the groups. Ward et al [36] measured ADC values in 13 different points of the cerebellar hemispheres and vermis in 20 HIE normo-thermic neonates as 1.10 μm2/ms [range, 0.97–1.18] and in controls as 0.90 μm2/ms [range, 0.80–1.14]. These results are lower than our findings for the vermis in controls (1.16 μm2/ms [range: 1.03–1.33]), but this difference might be attributable to the use of higher b value in the present study.

Martínez-Biarge et al [22] reported that in newborns with HIE, the best predictor of subsequent death was the presence of apparent brainstem injury. In our study, the non-survivors exhibited a lower ADCmean in all ROIs compared with survivors. Interestingly, the vermis exhibited the highest ADCmean difference between non-survivors and survivors. We have previously shown that cerebellar growth is reduced after perinatally acquired BGT lesions and that this reduction is most marked within the vermis. [24] It is likely that reduced cerebellar growth occurs as a secondary phenomenon in infants with perinatally acquired BGT lesions. The cerebellar cortical (Purkinje) cells in the cerebellar vermis are particularly prone to ischemic damage due to their inability to generate energy during anoxia, a factor that increases the damage produced by initial hypoxia. [38] Impaired growth of vermis is likely a secondary effect related to damage in other remote but connected areas of the brain or so-called “diaschiasis”. Accordingly, Le Strange et al [24] observed an apparently normal cerebellar hemisphere growth pattern in HIE patients but a tendency toward vermian atrophy secondary to thalamic edema. In our study, the ADCmean values of the six ROIs were not useful for differentiating normal outcomes from abnormal motor outcomes or death because the reduction in the structures was only significant in the most severe cases, who died. These findings should be considered with caution given our small sample size, and further studies are needed before reaching a final conclusion.

No other study has classified ADC values according to the severity of HIE, and none of the reviewed studies refer to hypothermic therapy, which was not commonly used at the time of their publication. Only Massaro et al [39] calculated ADC values in HIE neonates treated with hypothermia but only calculated ADC for the BGT. Our study shows that all ADCmean values in each infratentorial ROI in the comparison of the two treatment conditions (hypothermia versus normothermia) were lower in HT infants, but the differences were only statistically significant in the cerebellar hemispheres. The mean diffusivity likely has a weak dependence on temperature (2.4% per 1°C change), and diffusion measurements obtained during the cooling period are expected to be lower than those obtained at normal body temperature. [40] In our study, we registered the temperatures before and after the MRI process but not during. Further studies are needed to assess the effect of hypothermia on ADC, particularly in non-perfused tissues such as HIE lesions.

Diffusion weighted images obtained in the time frame between the 2nd and 4th days post-partum have been shown to more reliably reflect the extent of injury than those performed outside this time frame. Our study focused on infants who received their initial MRI at 3 days post-partum, within this ideal time frame. In agreement with the literature, we observed a significant tendency for ADCmean to increase over time between the initial and follow-up MRI. By day 7, diffusion MR is less sensitive for the detection of perinatal brain injury compared with conventional MR because of transient pseudonormalization or “fogging”, i.e., the diffusion measurements (including ADC) in the ischemic tissue appear to normalize. [39, 40] More recently, Bednarek et al [41] showed that in infants who underwent therapeutic cooling following HIE, the largest reduction in ADC was observed in severely injured infants scanned between the 11th and 12th days post-partum. In our study, no MRIs were analyzed beyond the 7th day post-partum. More studies are needed to better understand the pseudonormalization phenomena in TH infants and aid the interpretation and ideal timing of diffusion-based clinical scans.

Limitations

The limitations of the present retrospective study include the limited sample size, lack of true controls (our controls were admitted to the NICU for suspected clinical seizures), and inherently subjective and time-consuming method of manually drawing ROIs. It might have been interesting to also study the dentate nuclei, but this structure could not be reliably identified in our diffusion data and was not included. Normal values of ADC may depend on several variables, including field strength, type of head coil, b-values used, and temperature of the patient when scanned during hypothermia Although this study considered patient temperatures pre- and post-MRI exam, patient temperature during the exam was not available for all infants. In the present study, in infants examined at the same field strength 3.0 T and with the same DWI b-values of 1000 mm2/s was used and however, this did not appear to have affected our results. ADC values tend to decrease with an increasing number of directions but we used the same number in this study. Finally, in hypotonic moderate-severe HIE newborns, there is currently no practical clinical test to distinguish hypotonia due to cerebellar lesions (cerebellar hypotonia) from that due to cortical-spinal lesions (cortical-spinal hypotonia), which may have altered the accuracy of our clinical classification.

Conclusions

Diffusion-based ADC assessment, when combined with conventional MRI data and current clinical tests, including amplitude integrated electroencephalography (aEEG) and somatosensory evoked potentials (SEP), can provide useful early information for neurological outcome. Although further studies are necessary to confirm these findings, early ADC measurements in specific infratentorial structures (particularly the vermis, left cerebellar hemisphere, midbrain and pons) can be indicators of neuromotor outcome, particularly survival, in neonates affected by hypoxic ischemia encephalopathy.

Supporting information

S1 File. Database.

This is the database of all patients included in the study.

https://doi.org/10.1371/journal.pone.0178510.s001

(SAV)

Acknowledgments

We thank members of the Fetal-Neonatal Neuroimaging & Developmental Science Center (FNNDSC) at Boston Children's Hospital, the Spanish Society of Neonatology (S.E.Neo), the support of the Hospital Clinic of Barcelona.

References

  1. 1. Levene MI, Sands C, Grindulis H, Moore JR. Comparison of two methods of predicting outcome in perinatal asphyxia. Lancet. 1986; 1(8472): 67–9. pmid:2867316
  2. 2. García-Alix A, Martínez-Biarge M, Diez J, Gayá F, Quero J. Neonatal hypoxic-ischemic encephalopathy: Incidence and prevalence in the first decade of the 21st century. An Pediatr (Barc). 2009; 71:319–26.
  3. 3. Vannucci RC. Current and potentially new management strategies for perinatal hypoxic-ischemic encephalopathy. Pediatrics. 1990; 85:961–68. pmid:2160066
  4. 4. Gluckman PD, Wyatt JS, Azzopardi D, Ballard R, Edwards AD, Ferriero DM, et al. Selective head cooling with mild systemic hypothermia after neonatal encephalopathy: multicentre randomised trial. Lancet. 2005; 365(9460): 663e70.
  5. 5. Shankaran S, Laptook AR, Ehrenkranz RA, Tyson JE, McDonald SA, Donovan EF, et al. National Institute of Child Health and Human Development Neonatal Research Network. Whole-body hypothermia for neonates with hypoxic-ischemic encephalopathy. N Engl J Med. 2005; 353(15): 1574–84.
  6. 6. Azzopardi DV, Strohm B, Edwards AD, Dyet L, Halliday HL, Juszczak E, et al. Moderate hypothermia to treat perinatal asphyxial encephalopathy. N Engl J Med. 2009; 361:1349e58.
  7. 7. Shah PS. Hypothermia: a systematic review and meta-analysis of clinical trials. Semin Fetal Neonatal Med. 2010; 15(5): 238–46. pmid:20211588
  8. 8. Tagin MA, Woolcott CG, Vincer MJ, Whyte RK, Stinson DA. Hypothermia for neonatal hypoxic ischemic encephalopathy: an updated systematic review and meta-analysis. Arch Pediatr Adolesc Med. 2012; 166(6): 558–66. pmid:22312166
  9. 9. Jacobs SE, Berg M, Hunt R, Inder TE, Davis PG. Cooling for newborns with hypoxic ischaemic encephalopathy. Cochrane Database Syst Rev. 2013; 1:CD003311.
  10. 10. Cheong JL, Coleman L, Hunt RW, Lee KJ, Doyle LW, Inder TE, et al. Infant Cooling Evaluation Collaboration. Prognostic utility of magnetic resonance imaging in neonatal hypoxic-ischemic encephalopathy: substudy of a randomized trial. Arch Pediatr Adolesc Med. 2012; 166(7): 634–40. pmid:22751877
  11. 11. Martínez-Biarge M, Díez-Sebastian J, Rutherford MA, Cowan FM. Outcomes after central grey matter injury in term perinatal hypoxic-ischaemic encephalopathy. Early Hum Dev. 2010;(11): 675–82.
  12. 12. Wolf RL, Zimmerman RA, Clancy R, Haselgrove JH. Quantitative apparent diffusion coefficient measurements in term neonates for early detection of hypoxicischemic brain injury: initial experience. Radiology. 2001; 218:825–33. pmid:11230663
  13. 13. Rutherford M, Counsell S, Allsop J, Boardman J, Kapellou O, Larkman D, et al. Diffusion-weighted magnetic resonance imaging in term perinatal brain injury: a comparison with site of lesion and time from birth. Pediatrics. 2004; 114:1004. pmid:15466098
  14. 14. Neil JJ, Shiran SI, McKinstry RC, Schefft GL, Snyder AZ, Almli CR, et al. Normal brain in human newborns: apparent diffusion coefficient and diffusion anisotropy measured by using diffusion tensor MR imaging. Radiology. 1998; 209:57–66. pmid:9769812
  15. 15. Lövblad KO, Schneider J, Ruoss K, Steinlin M, Fusch C, Schroth G. Isotropic apparent diffusion coefficient mapping of postnatal cerebral development. Neuroradiology. 2003; 45:400–3. pmid:12756508
  16. 16. Tanner SF, Ramenghi LA, Ridgway JP, Berry E, Saysell MA, Martinez D, et al. Quantitative comparison of intrabrain diffusion in adults and preterm and term neonates and infants. AJR Am J Roentgenol. 2000; 174:1643–49. pmid:10845500
  17. 17. Alderliesten T, de Vries LS, Benders MJ, Koopman C, Groenendaal F. MR imaging and outcome of term neonates with perinatal asphyxia: value of diffusion-weighted MR imaging and ¹H MR spectroscopy. Radiology. 2011; 261:235–42. pmid:21828190
  18. 18. Twomey E, Twomey A, Ryan S, Murphy J, Donoghue VB. MR imaging of term infants with hypoxic-ischaemic encephalopathy as a predictor of neurodevelopmental outcome and late MRI appearances. Pediatr Radiol. 2010; 40:1526–35. pmid:20512322
  19. 19. Liauw L, van Wezel-Meijler G, Veen S, van Buchem MA, van der Grond J. Do apparent diffusion coefficient measurements predict outcome in children with neonatal hypoxic-ischemic encephalopathy? AJNR Am J Neuroradiol. 2009; 30:264–270. pmid:18842756
  20. 20. Vermeulen RJ, van Schie PE, Hendrikx L, Barkhof F, van Weissenbruch M, Knol DL, et al. Diffusion-weighted and conventional MR imaging in neonatal hypoxic ischemia: two-year follow-up study. Radiology. 2008; 249:631–39. pmid:18796656
  21. 21. Coats JS, Freeberg A, Pajela EG, Obenaus A, Ashwal S. Meta-analysis of apparent diffusion coefficients in the newborn brain. Pediatr Neurol. 2009; 41:263–74. pmid:19748046
  22. 22. Martinez-Biarge M, Diez-Sebastian J, Kapellou O, Gindner D, Allsop JM, Rutherford MA, et al. Predicting motor outcome and death in term hypoxic-ischemic encephalopathy. Neurology. 2011 14; 76 (24):2055–61. pmid:21670434
  23. 23. Middleton F.A. & Strick P.L. Basal ganglia and cerebellar loops: motor and cognitive circuits. Brain Res Rev. 2000; 31:236–50. pmid:10719151
  24. 24. Le Strange E, Saeed N, Cowan FM, Edwards AD, Rutherford MA. MR imaging quantification of cerebellar growth following hypoxic-ischemic injury to the neonatal brain. AJNR Am J Neuroradiol. 2004;25(3):463–68 pmid:15037473
  25. 25. Pelzer EA, Hintzen A, Goldau M, von Cramon DY, Timmermann L, Tittgemeyer M. Cerebellar networks with basal ganglia: feasibility for tracking cerebello-pallidal and subthalamo-cerebellar projections in the human brain. Eur J Neurosci. 2013;38(8):3106–114 pmid:23879686
  26. 26. Connolly DJA, Widjaja E, Griffiths PD. Involvement of the anterior lobe of the cerebellar vermis in perinatal profound hypoxia. AJNRAmJ Neuroradiol. 2007; 28:16–26.
  27. 27. Sarnat HB, Sarnat MS. Neonatal encephalopathy following fetal distress. A clinical and electroencephalographic study. Arch Neurol. 1976; 33:696–705. pmid:987769
  28. 28. Palisano R, Rosenbaum P, Walter S, Russell D, Wood E, Galuppi B. Development and reliability of a system to classify gross motor function in children with cerebral palsy. Dev Med Child Neurol. 1997; 39:214–23. pmid:9183258
  29. 29. Nishida M, Makris N, Kennedy DN, Vangel M, Fischl B, Krishnamoorthy KS, et al. Detailed semiautomated MRI based morphometry of the neonatal brain: preliminary results. Neuroimage. 2006; 32(3): 1041–9. pmid:16857388
  30. 30. Rutherford M, Malamateniou C, McGuinness A, Allsop J, Biarge MM, Counsell S. Magnetic resonance imaging in hypoxic-ischaemic encephalopathy. Early Hum Dev. 2010; 86(6): 351–60. pmid:20541877
  31. 31. Sener RN. Diffusion MRI: apparent diffusion coefficient (ADC) values in the normal brain and a classification of brain disorders based on ADC values. Comput Med Imaging Graph 2001; 25:299–326 pmid:11356324
  32. 32. Grant PE, Yu D. Acute injury to the immature brain with hypoxia with or without hypoperfusion. Radiol Clin North Am. 2006; 44:63–77. pmid:16297682
  33. 33. van Laerhoven H, de Haan TR, Offringa M, Post B, van der Lee JH. Prognostic tests in term neonates with hypoxic-ischemic encephalopathy: a systematic review. Pediatrics. 2013 131: 88–98. pmid:23248219
  34. 34. Johnson AJ, Lee BC, Lin W. Echoplanar diffusion-weighted imaging in neonates and infants with suspected hypoxic-ischemic injury: correlation with patient outcome. AJR Am J Roentgenol. 1999; 172(1): 219–63. pmid:9888771
  35. 35. Karaarslan E, Arslan A. Diffusion weighted MR imaging in non-infarct lesions of the brain. Eur J Radiol. 2008; 65(3): 402–16. pmid:17555903
  36. 36. Ward P, Counsell S, Allsop J, Cowan F, Shen Y, Edwards D, et al. Reduced fractional anisotropy on diffusion tensor magnetic resonance imaging after hypoxic-ischemic encephalopathy. Pediatrics. 2006; 117(4): e619–30. pmid:16510613
  37. 37. Soul JS, Robertson RL, Tzika AA, du Plessis AJ, Volpe JJ. Time course of changes in diffusion-weighted magnetic resonance imaging in a case of neonatal encephalopathy with defined onset and duration of hypoxic-ischemic insult. Pediatrics. 2001; 108(5): 1211–14. pmid:11694704
  38. 38. Zwiener U, Walter B, Kratzsch B, Bauer R. Marked reduction of brainstem blood flow in artificialy ventilated newborn piglets during normoxia and normocapnic hypoxia. Intensive Care Med 2003; 29:2277–84. pmid:14564376
  39. 39. Massaro AN, Kadom N, Chang T, Glass P, Nelson K, Baumgart S. Quantitative analysis of magnetic resonance images and neurological outcome in encephalopathic neonates treated with whole-body hypothermia. J Perinatol. 2010; 30:596–603. pmid:20182435
  40. 40. McKinstry RC, Miller JH, Snyder AZ, Mathur A, Schefft GL, Almli CR, et al. A prospective, longitudinal diffusion tensor imaging study of brain injury in newborns. Neurology. 2002 24;59:824–33. pmid:12297561
  41. 41. Bednarek N, Mathur A, Inder T, Wilkinson J, Neil J, Shimony J. Impact of therapeutic hypothermia on MRI diffusion changes in neonatal encephalopathy. Neurology. 2012 1;78:1420–7. pmid:22517107