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. Author manuscript; available in PMC: 2020 May 1.
Published in final edited form as: J Thorac Cardiovasc Surg. 2019 Jan 23;157(5):1996–2002. doi: 10.1016/j.jtcvs.2019.01.040

Association of Intraoperative Circulating-Brain Injury Biomarker and Neurodevelopmental Outcomes at 1 year Among Neonates Undergoing Cardiac Surgery

Eric M Graham a, Renee’ H Martin b, Andrew M Atz a, Kasey Hamlin-Smith c, Minoo N Kavarana d, Scott M Bradley d, Bahaaldin Alsoufi e, William T Mahle f, Allen D Everett g
PMCID: PMC6620135  NIHMSID: NIHMS1519411  PMID: 30797587

Abstract

Background:

Neurodevelopmental disability is the most significant complication for survivors of infant surgery for congenital heart disease. This study sought to determine if perioperative circulating-brain injury biomarker levels are associated with neurodevelopmental outcomes at 12 months.

Methods:

A secondary analysis of a randomized controlled trial of neonates undergoing cardiac surgery was performed. Glial fibrillary acidic protein (GFAP) was measured: 1) prior to skin incision, 2) immediately after bypass, 3) 4 and 4) 24 hours post-operatively. Linear regression models were used to determine an association with highest levels of GFAP and Bayley Scales of Infant and Toddler Development III (BSID) composite scores.

Results:

There were 97 subjects who had cardiac surgery at a mean age of 9±6 days and completed a BSID at 12.5±0.6 months of age. Median (25–75%ile) levels of GFAP were 0.01 (0.01–0.02), 0.85 (0.40–1.55), 0.07 (0.05–0.11), and 0.03 (0.02–0.04) ng/mL at the 4 time points respectively. In univariate analysis GFAP was negatively associated with cognitive, language and motor composite scores. GFAP levels immediately after bypass differed between institutions; 1.57 (0.92–2.48) vs. 0.77 (0.36–1.21) ng/mL, p=0.01. After adjusting for center and potential confounders, GFAP was independently associated with BSID motor score (p=0.04).

Conclusions:

Higher GFAP levels at the time of neonatal cardiac operations were independently associated with decreased BSID motor scores at 12 months. GFAP may serve as a diagnostic means to acutely identify perioperative brain-specific injury and serve as a benchmark of therapeutic efficacy for investigational treatments, discriminate center specific effects and provide early prognostic information for intervention.


Neurodevelopmental disability is the most significant complication for survivors of infant surgery for congenital heart disease.13 Children who have undergone cardiac surgery as an infant have been found to have more problems with motor, language and social skills, reasoning, executive function, inattention and impulsive behavior than their peers without heart disease.47 These disabilities can ultimately limit educational and employment opportunities, challenge interpersonal relationships and diminish quality of life. Neurodevelopmental and behavioral impairment have become so pervasive that in 2012 the American Heart Association and the American Academy of Pediatrics issued a joint scientific statement on guidelines for systematic surveillance, screening, evaluation, and management of developmental disabilities in an effort to optimize neurodevelopmental outcomes in this population.7

The cause of this disability is multifactorial including innate patient, sociodemographic and perioperative factors both known and unknown and as a result the ability to detect brain injury in real time remains elusive.2, 4 There is a need to develop simple, objective, point of care diagnostic brain injury biomarkers to predict neurodevelopmental outcomes and provide a possible outcome variable to test new neuroprotection therapies. One candidate biomarker is glial fibrillary acidic protein (GFAP), an astrocyte intermediate filament protein, normally absent in blood and released as a result of astrocyte injury or necrosis.8 GFAP levels measured acutely in adults with traumatic brain injury and those surviving cardiac arrest have been associated with neurological disability.911 The U.S. Food and Drug Administration recently approved (February 14, 2018) the Banyan Brain Trauma Indicator which measures the levels of 2 brain injury biomarkers, one of which is GFAP (https://www.fda.gov/NewsEvents/Newsroom/PressAnnouncements/ucm596531.htm). This provides the first commercially available blood test to detect brain injury during concussions. However, an association of GFAP with longer term neurodevelopmental outcomes specifically in neonates undergoing cardiac surgery has not been explored. Accordingly the objective of this study was to determine if perioperative circulating GFAP levels in neonates undergoing cardiac surgery with cardiopulmonary bypass (CPB) were associated with neurodevelopmental outcomes at 12 months of age.

Methods

Subjects

Patients were recruited from 2 centers in North America participating in the National Heart, Lung, and Blood Institute-funded Corticosteroid Therapy in Neonates Undergoing Cardiopulmonary Bypass randomized controlled trial of intraoperative methylprednisolone to placebo (ClinicalTrials.gov Identifier: NCT01579513).

Inclusion criteria for the parent study consisted of infants less than 1 month of age undergoing cardiac surgery with cardiopulmonary bypass. Exclusion criteria included prematurity defined as less than 37 weeks post gestational age at the time of surgery, steroids within the 2 days prior to surgery, suspected infection or a hypersensitivity that would be a contraindication to methylprednisolone or use of mechanical circulatory support or active resuscitation at the time of proposed randomization. The protocol was approved by the institutional review board at each center, and written informed consent was obtained from a parent/guardian before randomization.

Neurodevelopmental Assessment

The primary measure of neurodevelopment was assessed at 12 months of age by an in-person evaluation by a trained psychologist experienced with the Bayley Scales of Infant and Toddler Development – Third Edition (BSID).12 The BSID is a standardized test for children aged 1 through 42 months and is widely accepted to have good interrater reliability. The BSID yields cognitive, language and motor composite scores. The mean ± SD for each of the composite scores in the normative population is 100 ± 15. Administration of the BSID followed manual guidelines.12 The BSID was only administered in English or Spanish, and it was administered in the dominant language spoken in the home. Testing personnel were blinded to the treatment assignment and biomarker results of the subjects.

Study Design and Measurements

Subjects were randomly assigned to either methylprednisolone at 30 mg/kg of body weight or placebo at the induction of anesthesia within strata according to planned corrective or palliative operation, with dynamic balancing within surgeon. Whole blood samples were collected in ethyIenediaminetetraacetic acid tubes at 5 perioperative time points. Plasma was isolated by centrifugation, decanted into aliquots, and stored at −80°C until processed for immunoassays. Extensive peri- and post-operative variables were recorded. In all other respects, subjects were managed according to the usual practices at each center. At site 1, full-flow bypass was considered 200 mL/kg/min at 36°C and flow is decreased as patient temperature decreases to meet mean arterial pressure goals of 30–35 mmHg. Generally this resulted in a flow of 80–100 mL/kg/min at 18°C. Regional antegrade cerebral perfusion was utilized during arch reconstructions either at 18°C at a flow of 30 mL/kg/min with monitoring of cerebral near-infrared spectroscopy (NIRS) with a target goal of >90%; or at 25°C at a flow of 60–80 mL/kg/min with monitoring of cerebral NIRS, but without a specific target depending on the surgeon. Circulatory arrest was performed at moderate hypothermia (around 25°C), typically for very brief periods, when needed. Cold-blood cardioplegia was given at 45–90 minute intervals during periods of aortic cross-clamping. Acid-base management was by a pH-stat strategy with a hematocrit goal of 30% while on CPB at 20°C or lower. Alpha-stat management was used for periods of warming. Conventional ultrafiltration was used in all cases. Modified ultrafiltrationwas used in the vast majority of cases. At site 2, general perfusion strategies included full-flow bypass at 2.6 l/min/m2 at 32°C, or low flow bypass at 1.3 l/min/m2 between 20–25°C. Regional antegrade cerebral perfusion was utilized during aortic arch reconstructions, generally carried out at a temperature of 20°C and a flow of 50 mL/kg/min, with monitoring of cerebral NIRS with a target goal of > 90%. Cold-blood cardioplegia was given at 20 minute intervals during periods of aortic cross-clamping. Deep hypothermic circulatory arrest (DHCA) was performed at 20˚C, when necessary. Acid-base management was by a pH stat strategy with a hematocrit goal of 28% while on CPB. Conventional and modified ultrafiltration were used in all cases.

Subjects enrolled in this secondary analysis were included if they completed a BSID and had adequate volume of plasma for measurement of GFAP at the time of this study. GFAP was measured in blood at 4 time points: 1) prior to skin incision, 2) immediately after the completion of modified ultrafiltration at the end of CPB, 3) at 4 and 4) at 24 hours post-operatively. All samples were batched and assayed simultaneously to avoid potential laboratory assay variance. GFAP was assayed at Johns Hopkins University using an electrochemiluminescent sandwich immunoassay as previously described.1317 The lower limits of quantification (LLOQ) for the assays were 0.008 ng/ml. The interassay variance at the LLOQ was 11.5% over the six assay plates utilized.

Statistical Analysis

Standard descriptive statistics were used to summarize the general demographic and clinical data. Continuous demographic characteristics are listed as means and associated SD’s. Categorical characteristics are expressed as number and percentage of subjects. Simple linear regression models were used to determine an association with highest level of GFAP and BSID cognitive, language and motor composite scores and between demographics and operating characteristics (age, gender, race, ethnicity, presence of a genetic syndrome, use of deep hypothermic circulatory arrest, duration of CPB and cross clamp time) with highest level of GFAP. Linear regression models were developed that adjusted for potential cofounders including center, CPB duration, aortic cross-clamp time, use of deep hypothermic circulatory arrest, and Society of Thoracic Surgery-European Association for Cardio-Thoracic Surgery (STAT) category.18 To test differences between centers an independent t-test was performed for continuous variables and a chi-square or Fishers exact test for categorical variables. Statistical analyses were performed with SAS, version 9.2 (SAS Institute, Inc, Cary, NC).

Results

Between June 2012 and June 2017, 97 subjects were enrolled in the primary study and completed a BSID. All 97 subjects had adequate samples for GFAP analysis and comprise this study cohort. Preoperative demographics and operative characteristics are shown in Table 1. There was a slight male predominance. Mortality risk categories as defined by STAT categories demonstrated just over half were STAT 4 with the remaining almost equally divided between STAT 3 and 5 categories. Neurodevelopmental assessment occurred at a mean (±SD) age of 12.5 ± 0.6 months. Mean BSID cognitive composite scores were 105 ± 15, language 101 ± 13 and motor scores of 92 ± 17.

Table 1.

Pre-operative Demographics and Operative Characteristics

Variable Overall cohort
(n=97)
Site 1
(n=23)
Site 2
(n=74)
P value
Age/Gender
Gestational age at birth, wk 38.9 ± 1.3 38.5 ± 1.4 39.0 ± 1.2 NS
Male (%) 56 (58) 14 (61) 42 (57) NS
Race/Ethnicity (%) 0.05
Asian 2 (2) 0 2 (3)
Black or African American 24 (25) 2 (9) 22 (30)
Caucasian 66 (68) 21 (91) 45 (61)
Other 5 (5) 0 5 (7)
Hispanic or Latino 6 (6) 1 (4) 5 (7)
Diagnosis/Procedure
Corrective Procedure (%) 67 (69) 16 (70) 51 (69) NS
 Aortic arch hypoplasia 11 (11) 1 (4) 10 (13)
 Transposition of the great arteries 34 (35) 7 (30) 27 (37)
 Truncus arteriosus 6 (6) 2 (9) 4 (5)
 Other biventricular repair 16 (17) 6 (26) 10 (14)
Palliative Procedure (%) 30 (31) 7 (30) 23 (31) NS
 Hypoplastic left heart syndrome 14 (14) 4 (17) 10 (14)
 Other single ventricle lesions 7 (7) 0 7 (10)
 Tetralogy of Fallot pulmonary atresia 3 (3) 0 3 (4)
 Other palliative procedure 6 (6) 3 (13) 3 (4)
Operative Characteristics
Age at surgery, d 9.1 ± 5.6 7.2 ± 4.6 9.7 ± 5.7 0.06
Weight at surgery, kg 3.3 ± 0.5 3.3 ± 0.5 3.3 ± 0.5 NS
STAT 1 1 (1) 0 1 (1) NS
STAT 2 2 (2) 0 2 (3) NS
STAT 3 23 (24) 6 (26) 17 (23) NS
STAT 4 52 (54) 11 (48) 41 (55) NS
STAT 5 19 (20) 6 (26) 13 (18) NS
Cardiopulmonary bypass duration, m 185 ± 62 143 ± 38 198 ± 63 <0.0001
Aortic cross clamp, m 82 ± 42 83 ± 26 82 ± 47 NS
Circulatory arrest, n (%) 26 (27) 8 (35) 18 (24) NS
Circulatory arrest duration, m 5 (0.2–60) 2 (0.2–18) 8 (2–60) 0.006

Values are mean ± SD, median (range) or number (%) as appropriate. STAT = Society of Thoracic Surgery-European Association for Cardio-Thoracic Surgery mortality risk category.

GFAP levels are depicted in Figure 1. Prior to skin incision GFAP levels were low. Immediately following completion of CPB there was an almost 100-fold increase. Subsequently there was a 10 fold decline by 4 hours with a continuing decline at 24 hours post-operatively. In simple linear regression models GFAP at the cessation of CPB was inversely associated with cognitive (R2 = 0.07, p = 0.01), language (R2 = 0.05, p = 0.03) and motor (R2 = 0.09, p < 0.01) composite scores (Table 2). When the models were adjusted for clinical center, STAT category, CPB duration, aortic cross-clamp time, and use of deep hypothermic circulatory arrest GFAP at the cessation of CPB was independently associated with motor composite scores (R2 = 0.22, p = 0.04; Figure 2). Cognitive and language composite scores were not independently associated with GFAP levels (Table 2). In simple linear regression models age at surgery was inversely associated with GFAP at the cessation of CPB (p = 0.02), but gender, race, ethnicity, presence of a genetic syndrome, use of deep hypothermic circulatory arrest, duration of CPB and cross clamp time were not (data not shown).

Figure 1. Perioperative Glial Fibrillary Acidic Protein Levels.

Figure 1.

Prior to skin incision GFAP levels were low. Immediately following completion of CPB there was an almost 100-fold increase, followed by a rapid tapering by 4 hours. The upper and lower borders of the box represent the upper and lower quartiles. The middle horizontal line represents the median. The upper and lower whiskers represent the maximum and minimum values of nonoutliers. Extra dots represent outliers. GFAP = glial fibrillary acidic protein; CPB = cardiopulmonary bypass.

Table 2.

Linear Regression Models for GFAP and Bayley Composite Scores

Unadjusted Adjusted
BSID Parameter Estimate Standard Error T Value R2 P Value Parameter Estimate Standard Error T Value R2 P Value
Cognitive −3.03 1.18 −2.62 0.07 0.01 −1.43 1.15 −1.24 0.34 0.22
Language −2.50 1.13 −2.23 0.05 0.03 −0.58 1.09 −0.53 0.35 0.60
Motor −4.07 1.38 −3.04 0.09 0.003 −3.24 1.52 −2.13 0.22 0.04

Adjusted models include center, cardiopulmonary bypass duration, aortic cross-clamp time, use of deep hypothermic circulatory arrest, and Society of Thoracic Surgery-European Association for Cardio-Thoracic Surgery (STAT) category. GFAP = Glial fibrillary acidic protein; BSID = Bayley Scales of Infant and Toddler Development.

Figure 2. GFAP and Bayley Motor Score.

Figure 2.

Linear regression model demonstrating the inverse association between GFAP levels (ng/mL) immediately following cardiopulmonary bypass on the x-axis and BSID motor composite score at 12 months on the y-axis. GFAP = glial fibrillary acidic protein; BSID = Bayley Scales of Infant and Toddler Development.

Center Differences

Knowing that recent studies have described center variation in neurodevelopmental outcomes, we examined the relationship between GFAP levels at the cessation of CPB and BSID composite scores by enrolling site. Figure 3 demonstrates the median (25–75%ile) GFAP level was twice as high at one site compared to the other 1.57 (0.92–2.48) vs. 0.77 (0.36–1.21) ng/mL, p=0.01. This corresponded to lower BSID cognitive (92 ± 12 vs. 109 ± 13, p < 0.0001), language (88 ± 12 vs. 105 ± 11, p < 0.0001), and motor composite scores (81 ± 16 vs. 95 ± 16, p = 0.0006) at site 1 compared to site 2 respectively. Preoperative demographics and operative characteristics between centers were similar with the exception of a higher percentage of Caucasians, younger age at surgery, and shorter CPB and circulatory arrest times at Site 1 (Table 1).

Figure 3. GFAP and Bayley Motor Score by Site.

Figure 3.

(A) GFAP levels immediately following cardiopulmonary bypass and (B) BSID motor composite scores were different between the 2 sites. Patients from the institution (Site 1) with higher GFAP levels had significantly lower BSID scores than the institution where patients had lower GFAP levels. The upper and lower borders of the box represent the upper and lower quartiles. The middle horizontal line represents the median. The upper and lower whiskers represent the maximum and minimum values of non-outliers. Extra dots represent outliers. GFAP = glial fibrillary acidic protein; BSID = Bayley Scales of Infant and Toddler Development.

Discussion

Blood-based Biomarkers and Neurologic Injury

Blood-based brain biomarkers represent a potentially rapid means of diagnosing neurological injury and GFAP was recently FDA approved as a blood test for concussive brain injury. GFAP is an astrocyte intermediate filament protein, not normally present in blood and representing astrocyte injury or necrosis. Astrocyte foot processes make up the sub-endothelial component of the blood-brain barrier, thus astrocyte injury biomarkers will also reflect loss of blood-brain barrier integrity.8 Elevations in GFAP are detectable within 30 minutes of CPB and are not affected by ultrafiltration.19 GFAP levels have been associated with neurological disability in adults with traumatic brain injury and those surviving cardiac arrest.911 In the pediatric population, circulating GFAP has been shown to be a significant predictor of neurologic injury and hospital survival in children on ECMO, of abnormal MRI and functional outcomes at discharge in neonates with birth related hypoxic ischemic encephalopathy, and of periventricular white matter injury on 6-week head ultrasound in premature infants.13, 14, 20 This study builds on the current literature by demonstrating an association with circulating GFAP at the time of neonatal cardiac operations and neurodevelopmental assessment at 1 year.

Congenital Heart Disease and Neurodevelopmental Outcomes

The prevalence and severity of developmental disabilities increases with the complexity of congenital heart disease. Neonates and infants requiring open heart surgery for cyanotic or acyanotic defects are categorized as high risk for developmental disorders or disabilities.3, 7 Etiologies postulated to explain such neurodevelopmental sequelae are diverse and include genetic syndromes, brain malformations, brain maturity, hypoxemic-ischemic insults, brain injury prenatally, during or after surgery, and socioeconomic and environmental factors.2, 4, 21, 22

Although intraoperative factors receive the most attention, and would be the easiest to modify, it would be naïve to place all the blame on events in the operating room. Large studies involving infants with congenital heart disease demonstrate neurodevelopmental impairments are most highly associated with innate patient factors and general medical morbidities rather than specific techniques used intraoperatively.1, 22, 23 Despite this, in the Single Ventricle Reconstruction Trial, the largest prospective study to date of children undergoing the Norwood procedure at 15 centers in North America, the clinical center at which the Norwood procedure was performed emerged as an independent predictor of neurodevelopmental impairment.23 Clinical center remained an independent predictor even though data on many potential risk factors, including details of perfusion techniques were included in their analysis and when centers were eliminated from the multivariable models one at a time. The authors opined that it was possible these differences were unmeasured variables in patient characteristics or perioperative management such as anesthetic agents.23 This highlights the need for a diagnostic means to acutely identify perioperative brain-specific injury to discriminate center specific effects. Although not an objective of the current study we found a significant site specific inverse relationship between higher post CPB GFAP values and lower BSID mean cognitive, language, and motor composite scores. Although many of the demographics and operating room procedures were similar there are some perfusion strategy differences between sites that could contribute. We have previously shown in a larger cohort, not exclusively focused on neonates, that perioperative GFAP was negatively associated with nadir oxygen delivery during cardiopulmonary bypass.17 The amount of support or “flow” during cardiopulmonary bypass is empiric and immediately amenable as an actionable trial intervention, but was not recorded in this or many other cohorts. The centers also use different manufactures for the bypass circuits and oxygenators. However, there are many other potential confounders that were not recorded including anesthetic, pain and anxiolytic medications, socioeconomic status, and available health resources and early intervention programs that could contribute to these differences.

A metanalysis, including several interventional studies aimed at improving neurodevelopmental outcomes, demonstrated that infants receiving cardiac surgery <6 months of age had cognitive and motor developmental domains that were below the expected mean at all ages studied. The authors concluded that “more definitive outcomes are critical for parent counseling and the provision of timely intervention for the individual”.3 Taken in whole one could envision a complex intertwined relationship where genetics and innate patient factors result in brain vulnerability to the hemodynamic and physiologic stresses of the perioperative period. Therefore the need to determine brain injury in real time in order to tease apart causal injury pathways for patient specific interventions to improve outcome is paramount. If these findings can be confirmed by future studies GFAP could provide an invaluable tool as a means to focus, shorten and decrease cost for interventional trials and ultimately reducing neurodevelopmental insult associated with the perioperative management of congenital heart disease.

Limitations

The results of this study must be viewed in light of its limitations. By design this study only included infants who completed a neurodevelopmental assessment at 12 months and therefore did not include children who died in the first year of life. This study included 2 institutions and although the BSID are standardized tests widely accepted to have good interrater reliability, we could not examine interrater reliability for individual testers for this study. There are growing concerns that the BSID third edition underestimates neurodevelopmental disabilities with the greatest discrepancy in cognitive scores.24 This may explain this cohort’s cognitive and language scores being slightly above the general population norm. Neurodevelopmental assessment at age 12 months may not be predictive of later outcomes and longer follow up is necessary.22 These subjects were randomized to intraoperative steroid therapy as part of an interventional clinical trial. As data collection is still ongoing we do not know if the trial intervention could have had on effect on GFAP levels and outcomes. Finally, although these findings are compelling and may constitute the basis for clearer exploration of neuroprotection going forward, a detailed determination of how patient and center specific perioperative factors contribute to elevated GFAP levels was beyond the scope of this work.

Conclusions

In summary, higher circulating GFAP levels at the time of neonatal cardiac surgery are independently associated with decreased BSID motor composite scores at 12 months. GFAP may serve as a diagnostic means to acutely identify perioperative brain-specific injury and serve as a benchmark of therapeutic efficacy for investigational treatments, provide early prognostic information for intervention and discriminate center specific effects for possible quality improvement initiatives. If these findings can be confirmed by future studies GFAP could provide an invaluable tool for reducing neurodevelopmental insult.

Perspective Statement:

Neurodevelopmental disability is the most significant complication for survivors of infant surgery for congenital heart disease. Higher plasma glial fibrillary acidic protein at the time of neonatal cardiac operations is associated with worse neurodevelopmental assessment at 12 months of age. Glial fibrillary acidic protein may serve as a diagnostic means to acutely identify perioperative brain injury.

Acknowledgments:

The authors would like to acknowledge Dawn L. Ilardi, P.h.D. from Children’s Healthcare of Atlanta for her contributions to the neurodevelopmental assessments.

Sources of Funding: This work was supported in part by grant HL112968 from the National Heart, Lung, and Blood Institute (NHLBI). This work is solely the responsibility of the authors and does not necessarily represent the official views of NHLBI or NIH.

Glossary of Abbreviations

BSID

Bayley Scales of Infant and Toddler Development – Third Edition

CPB

cardiopulmonary bypass

GFAP

glial fibrillary acidic protein

LLOQ

lower limits of quantification

NIRS

near-infrared spectroscopy

STAT

Society of Thoracic Surgery-European Association for Cardio-Thoracic Surgery

Footnotes

Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.

Financial Disclosure: Dr. Graham is a consultant for Bayer. Dr. Everett is a consultant for Immunarray Inc. Immunarray Inc., has licensed brain injury biomarkers from Johns Hopkins with Dr. Everett as an inventor. The other authors have no conflicts of interest or financial relationships relevant to this article to disclose.

Clinical Trial Registration:

ClinicalTrials.gov URL: http://www.clinicaltrials.gov. Unique identifier: NCT01579513.

Central Message: In this multicenter study, higher plasma glial fibrillary acidic protein at the time of neonatal cardiac operations was associated with worse 1 year neurodevelopmental assessment.

References

  • 1.International Cardiac Collaborative on Neurodevelopment I. Impact of Operative and Postoperative Factors on Neurodevelopmental Outcomes After Cardiac Operations. Ann Thorac Surg. 2016;102:843–849. [DOI] [PubMed] [Google Scholar]
  • 2.Gaynor JW, Stopp C, Wypij D, Andropoulos DB, Atallah J, Atz AM, Beca J, Donofrio MT, Duncan K, Ghanayem NS, Goldberg CS, Hovels-Gurich H, Ichida F, Jacobs JP, Justo R, Latal B, Li JS, Mahle WT, McQuillen PS, Menon SC, Pemberton VL, Pike NA, Pizarro C, Shekerdemian LS, Synnes A, Williams I, Bellinger DC, Newburger JW and International Cardiac Collaborative on Neurodevelopment I. Neurodevelopmental outcomes after cardiac surgery in infancy. Pediatrics. 2015;135:816–25. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Snookes SH, Gunn JK, Eldridge BJ, Donath SM, Hunt RW, Galea MP and Shekerdemian L. A systematic review of motor and cognitive outcomes after early surgery for congenital heart disease. Pediatrics. 2010;125:e818–27. [DOI] [PubMed] [Google Scholar]
  • 4.Gaynor JW, Nord AS, Wernovsky G, Bernbaum J, Solot CB, Burnham N, Zackai E, Heagerty PJ, Clancy RR, Nicolson SC, Jarvik GP and Gerdes M. Apolipoprotein E genotype modifies the risk of behavior problems after infant cardiac surgery. Pediatrics. 2009;124:241–50. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Bellinger DC, Wypij D, duPlessis AJ, Rappaport LA, Jonas RA, Wernovsky G and Newburger JW. Neurodevelopmental status at eight years in children with dextro-transposition of the great arteries: the Boston Circulatory Arrest Trial. J Thorac Cardiovasc Surg. 2003;126:1385–96. [DOI] [PubMed] [Google Scholar]
  • 6.Bellinger DC, Newburger JW, Wypij D, Kuban KC, duPlesssis AJ and Rappaport LA. Behaviour at eight years in children with surgically corrected transposition: The Boston Circulatory Arrest Trial. Cardiol Young. 2009;19:86–97. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Marino BS, Lipkin PH, Newburger JW, Peacock G, Gerdes M, Gaynor JW, Mussatto KA, Uzark K, Goldberg CS, Johnson WH Jr., Li J, Smith SE, Bellinger DC, Mahle WT, American Heart Association Congenital Heart Defects Committee CoCDitYCoCN and Stroke C. Neurodevelopmental outcomes in children with congenital heart disease: evaluation and management: a scientific statement from the American Heart Association. Circulation. 2012;126:1143–72. [DOI] [PubMed] [Google Scholar]
  • 8.Guingab-Cagmat JD, Cagmat EB, Hayes RL and Anagli J. Integration of proteomics, bioinformatics, and systems biology in traumatic brain injury biomarker discovery. Front Neurol. 2013;4:61. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Honda M, Tsuruta R, Kaneko T, Kasaoka S, Yagi T, Todani M, Fujita M, Izumi T and Maekawa T. Serum glial fibrillary acidic protein is a highly specific biomarker for traumatic brain injury in humans compared with S-100B and neuron-specific enolase. J Trauma. 2010;69:104–9. [DOI] [PubMed] [Google Scholar]
  • 10.Kaneko T, Kasaoka S, Miyauchi T, Fujita M, Oda Y, Tsuruta R and Maekawa T. Serum glial fibrillary acidic protein as a predictive biomarker of neurological outcome after cardiac arrest. Resuscitation. 2009;80:790–4. [DOI] [PubMed] [Google Scholar]
  • 11.Papa L, Brophy GM, Welch RD, Lewis LM, Braga CF, Tan CN, Ameli NJ, Lopez MA, Haeussler CA, Mendez Giordano DI, Silvestri S, Giordano P, Weber KD, Hill-Pryor C and Hack DC. Time Course and Diagnostic Accuracy of Glial and Neuronal Blood Biomarkers GFAP and UCH-L1 in a Large Cohort of Trauma Patients With and Without Mild Traumatic Brain Injury. JAMA Neurol. 2016;73:551–60. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Bayley NB Scales of Infant and Toddler Development. 3rd ed San Antonio, TX: Harcourt Assessment Inc; 2006. [Google Scholar]
  • 13.Bembea MM, Savage W, Strouse JJ, Schwartz JM, Graham E, Thompson CB and Everett A. Glial fibrillary acidic protein as a brain injury biomarker in children undergoing extracorporeal membrane oxygenation. Pediatr Crit Care Med. 2011;12:572–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Ennen CS, Huisman TA, Savage WJ, Northington FJ, Jennings JM, Everett AD and Graham EM. Glial fibrillary acidic protein as a biomarker for neonatal hypoxic-ischemic encephalopathy treated with whole-body cooling. Am J Obstet Gynecol. 2011;205:251 e1–7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Hori D, Everett AD, Lee JK, Ono M, Brown CH, Shah AS, Mandal K, Price JE, Lester LC and Hogue CW. Rewarming Rate During Cardiopulmonary Bypass Is Associated With Release of Glial Fibrillary Acidic Protein. Ann Thorac Surg. 2015;100:1353–8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Hori D, Ono M, Rappold TE, Conte JV, Shah AS, Cameron DE, Adachi H, Everett AD and Hogue CW. Hypotension After Cardiac Operations Based on Autoregulation Monitoring Leads to Brain Cellular Injury. Ann Thorac Surg. 2015;100:487–93. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Magruder JT, Hibino N, Collica S, Zhang H, Harness HL, Heitmiller ES, Jacobs ML, Cameron DE, Vricella LA and Everett AD. Association of nadir oxygen delivery on cardiopulmonary bypass with serum glial fibrillary acid protein levels in paediatric heart surgery patients. Interact Cardiovasc Thorac Surg. 2016;23:531–7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.O’Brien SM, Clarke DR, Jacobs JP, Jacobs ML, Lacour-Gayet FG, Pizarro C, Welke KF, Maruszewski B, Tobota Z, Miller WJ, Hamilton L, Peterson ED, Mavroudis C and Edwards FH. An empirically based tool for analyzing mortality associated with congenital heart surgery. J Thorac Cardiovasc Surg. 2009;138:1139–53. [DOI] [PubMed] [Google Scholar]
  • 19.Brunetti MA, Jennings JM, Easley RB, Bembea M, Brown A, Heitmiller E, Schwartz JM, Brady KM, Vricella LA and Everett AD. Glial fibrillary acidic protein in children with congenital heart disease undergoing cardiopulmonary bypass. Cardiol Young. 2014;24:623–31. [DOI] [PubMed] [Google Scholar]
  • 20.Stewart A, Tekes A, Huisman TA, Jennings JM, Allen MC, Northington FJ, Everett AD and Graham EM. Glial fibrillary acidic protein as a biomarker for periventricular white matter injury. Am J Obstet Gynecol. 2013;209:27 e1–7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 21.Riehle-Colarusso T, Autry A, Razzaghi H, Boyle CA, Mahle WT, Van Naarden Braun K and Correa A. Congenital Heart Defects and Receipt of Special Education Services. Pediatrics. 2015;136:496–504. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Goldberg CS, Lu M, Sleeper LA, Mahle WT, Gaynor JW, Williams IA, Mussatto KA, Ohye RG, Graham EM, Frank DU, Jacobs JP, Krawczeski C, Lambert L, Lewis A, Pemberton VL, Sananes R, Sood E, Wechsler SB, Bellinger DC, Newburger JW and Pediatric Heart Network I. Factors associated with neurodevelopment for children with single ventricle lesions. J Pediatr. 2014;165:490–496 e8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23.Newburger JW, Sleeper LA, Bellinger DC, Goldberg CS, Tabbutt S, Lu M, Mussatto KA, Williams IA, Gustafson KE, Mital S, Pike N, Sood E, Mahle WT, Cooper DS, Dunbar-Masterson C, Krawczeski CD, Lewis A, Menon SC, Pemberton VL, Ravishankar C, Atz TW, Ohye RG, Gaynor JW and Pediatric Heart Network I. Early developmental outcome in children with hypoplastic left heart syndrome and related anomalies: the single ventricle reconstruction trial. Circulation. 2012;125:2081–91. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Acton BV, Biggs WS, Creighton DE, Penner KA, Switzer HN, Thomas JH, Joffe AR and Robertson CM. Overestimating neurodevelopment using the Bayley-III after early complex cardiac surgery. Pediatrics. 2011;128:e794–800. [DOI] [PubMed] [Google Scholar]

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