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1.
Ann Biomed Eng ; 47(4): 1094-1105, 2019 Apr.
Article in English | MEDLINE | ID: mdl-30659435

ABSTRACT

The effects of changing hematocrit (Hct) on the rate of circulatory oxygen ([Formula: see text]) delivery were modeled analytically to describe transfusion of 0.5-3.0 units of packed red blood cells (pRBC, 300 mL/unit, 60% Hct) to anemic patients. In our model, Hct affects [Formula: see text] delivery to the microcirculation by changing blood [Formula: see text] carrying capacity and blood viscosity, which in turn affects blood flow velocity and, therefore, [Formula: see text] delivery. Changing blood velocity impacts the [Formula: see text] delivery by affecting the oxygen diffusive losses as blood transits through the arteriolar vasculature. An increase in Hct has two opposite effects: it increases the blood [Formula: see text] carrying capacity and decreases the flow velocity. This suggests the existence of an optimal Hct that maximizes [Formula: see text] delivery. Our results show that maximal [Formula: see text] delivery occurs in the anemic range, where [Formula: see text]%. Optimal blood management is associated with transfusing enough units up to reaching maximal [Formula: see text] delivery. Although somewhat complex to implement, this practice would result in both substantial blood savings and improved [Formula: see text] delivery.


Subject(s)
Anemia , Blood Transfusion , Oxygen/blood , Transfusion Reaction , Anemia/blood , Anemia/physiopathology , Anemia/therapy , Blood Flow Velocity , Blood Viscosity , Humans , Models, Cardiovascular , Transfusion Reaction/blood , Transfusion Reaction/physiopathology
3.
Adv Med Sci ; 62(1): 151-157, 2017 Mar.
Article in English | MEDLINE | ID: mdl-28279885

ABSTRACT

PURPOSE: For children with sickle cell disease (SCD) and at low risk category of stroke, we aim to build a predictive model to differentiate those with decline of intelligence-quotient (IQ) from counterparts without decline, based on structural magnetic-resonance (MR) imaging volumetric analysis. MATERIALS AND METHODS: This preliminary prospective cohort study included 25 children with SCD, homozygous for hemoglobin S, with no history of stroke and transcranial Doppler mean velocities below 170cm/s at baseline. We administered the Kaufman Brief Intelligence Test (K-BIT) to each child at yearly intervals for 2-4 years. Each child underwent MR examination within 30 days of the baseline K-BIT evaluation date. We calculated K-BIT change rates, and used rate of change in K-BIT to classify children into two groups: a decline group and a non-decline group. We then generated predictive models to predict K-BIT decline/non-decline based on regional gray-matter (GM) volumes computed from structural MR images. RESULTS: We identified six structures (the left median cingulate gyrus, the right middle occipital gyrus, the left inferior occipital gyrus, the right fusiform gyrus, the right middle temporal gyrus, the right inferior temporal gyrus) that, when assessed for volume at baseline, are jointly predictive of whether a child would suffer subsequent K-BIT decline. Based on these six regional GM volumes and the baseline K-BIT, we built a prognostic model using the K* algorithm. The accuracy, sensitivity and specificity were 0.84, 0.78 and 0.86, respectively. CONCLUSIONS: GM volumetric analysis predicts subsequent IQ decline for children with SCD.


Subject(s)
Anemia, Sickle Cell/pathology , Brain/pathology , Image Processing, Computer-Assisted/methods , Intelligence , Magnetic Resonance Imaging/methods , Case-Control Studies , Child , Female , Follow-Up Studies , Humans , Male , Pilot Projects , Prognosis , Prospective Studies , Socioeconomic Factors
5.
AJR Am J Roentgenol ; 204(5): 944-52, 2015 May.
Article in English | MEDLINE | ID: mdl-25905928

ABSTRACT

OBJECTIVE: The purpose of this article is to use a mechanism-based approach to review the neuroimaging findings of abusive head trauma to infants. Advanced neuroimaging provides insights into not only the underlying mechanisms of craniocerebral injuries but also the long-term prognosis of brain injury for children on whom these injuries have been inflicted. CONCLUSION: Knowledge of the traumatic mechanisms, the key neuroimaging findings, and the implications of functional imaging findings should help radiologists characterize the underlying causes of the injuries inflicted, thereby facilitating effective treatment.


Subject(s)
Child Abuse/diagnosis , Craniocerebral Trauma/diagnosis , Neuroimaging , Child , Child, Preschool , Humans , Infant , Infant, Newborn
6.
Neuroradiology ; 57(1): 55-62, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25292353

ABSTRACT

INTRODUCTION: The impact of restricted diffusion on clinical outcome has not been well studied in childhood encephalitis. We hypothesized that the patients with lesions with restricted diffusion (LRD) would have worse clinical outcome. METHODS: We reviewed the MR studies of 83 children with encephalitis for LRD. An MRI scoring system (0-12) based on fluid-attenuated inversion recovery (FLAIR) imaging was created to evaluate the extent of imaging abnormality. Clinical outcome was graded by using Glasgow outcome scale (GOS) (1-5) in 1st and 12th month: 1 for death and five for full recovery. With respect to diffusion, the correlation between imaging score and GOS was assessed. Logistic regression analysis was used to explore the impact of diffusion and imaging score on clinical outcome. The patients were divided into three subgroups regarding imaging score: I, 0-4; II, 5-8; and III, 9-12. RESULTS: LRD was found in 28 patients. Negative significant correlation was found between imaging score and GOS in the group with LRD in both 1st month (R = -0.67, P < 0.001) and 12th month (R = -0.56, P = 0.001). Multivariate logistic regression showed that LRD (P < 0.001) and age (P = 0.026) were significant independent risk factors for unfavorable outcome in 1st month, and both LRD (P = 0.001) and imaging score (P = 0.043) were significant risk factors for unfavorable outcome in 12th month. CONCLUSIONS: Patients with LRD have a worse clinical outcome than those without LRD. In patients with LRD, those with a greater extent of abnormality have a poorer outcome.


Subject(s)
Encephalitis/diagnosis , Magnetic Resonance Imaging/methods , Adolescent , Child , Child, Preschool , Encephalitis/mortality , Encephalitis/pathology , Encephalitis/therapy , Female , Glasgow Coma Scale , Humans , Infant , Male , Outcome Assessment, Health Care , Retrospective Studies , Risk Factors
7.
J Neuroophthalmol ; 34(2): 173-6, 2014 Jun.
Article in English | MEDLINE | ID: mdl-24705258

ABSTRACT

Optic nerve sheath meningioma is most often discovered in adults and is relatively rare in children. We report a 12-year-old girl with an atypical primary optic nerve meningioma, which demonstrated restricted diffusion on magnetic resonance imaging and high Ki67 labeling index. The patient developed recurrence, despite aggressive surgical resection of primary tumor and local radiation. We are unaware of previous reports documenting this constellation of imaging and histopathologic findings.


Subject(s)
Magnetic Resonance Imaging , Meningeal Neoplasms/pathology , Meningioma/pathology , Nerve Sheath Neoplasms/pathology , Optic Nerve/pathology , Child , Female , Humans
8.
Acad Radiol ; 21(3): 329-37, 2014 Mar.
Article in English | MEDLINE | ID: mdl-24365052

ABSTRACT

RATIONALE AND OBJECTIVES: Metastatic involvement of brain is rare in neuroblastoma (NB). We retrospectively evaluated conventional and advanced imaging and clinical findings of seven patients with secondary intra-axial brain NB metastases. MATERIALS AND METHODS: Magnetic resonance imaging and computed tomography examinations of patients with metastatic brain NB were reviewed. Recent iodine-123 metaiodobenzylguanidine ((123)I-MIBG) scans were also reviewed. A medical record review was performed for relevant clinical, laboratory, histopathologic, and genetic data. RESULTS: Mean age at the time of primary tumor diagnosis was 35 months, and all were considered high-risk NB at diagnosis. Mean time interval between diagnosis and brain involvement was 23.2 months. Extensive prior extra-central nervous system (CNS) disease was present in all patients, but concomitant extra-CNS disease at the time of brain involvement was absent in three (43%) patients. Various forms of disease, including intraparenchymal, intraventricular, and leptomeningeal lesions were detected. Most intraparenchymal lesions were supratentorial and hemorrhagic; however, hemorrhage was absent in multiple leptomeningeal nodules in one patient. Contrast enhancement of lesions was present on all contrast-enhanced studies. Restricted diffusion of lesions was present in two patients. Arterial spin labeling (ASL) perfusion in two patients also revealed increased cerebral blood flow. Recent (123)I-MIBG scans were available in four patients and showed lesions in two patients with larger metastases but failed to demonstrate lesions in another two patients with smaller lesions. CONCLUSIONS: Brain metastases of NB are often supratentorial and hemorrhagic and demonstrate contrast enhancement. Diffusion-weighted imaging can show restricted diffusion. ASL images may reveal increased perfusion. MIBG scans may not show smaller brain metastases.


Subject(s)
Brain Neoplasms/diagnosis , Brain Neoplasms/secondary , Diagnostic Imaging/methods , Neuroblastoma/diagnosis , Neuroblastoma/secondary , Adult , Female , Humans , Male , Reproducibility of Results , Sensitivity and Specificity , Young Adult
9.
Neurology ; 80(16): 1452-6, 2013 Apr 16.
Article in English | MEDLINE | ID: mdl-23486881

ABSTRACT

OBJECTIVE: To determine whether severe recurrent headache is a risk factor for neurovascular events in children who received radiation for brain tumors. METHODS: This is a retrospective cohort study of children with brain tumors who received cranial irradiation at a large tertiary care center, aged 0-21 years at diagnosis, with initial treatment between January 1, 1993 and December 31, 2002, and 2 or more follow-up visits. Patients were considered to have severe recurrent headache if this appeared as a complaint on 2 or more visits. Headaches attributed to tumor progression, shunt malfunction, or infection, or appearing at the end of life, were excluded. Medical records were reviewed for events of stroke or TIA. RESULTS: Of 265 subjects followed for a median of 6.0 years (interquartile range 1.7-9.2 years), stroke or TIA occurred in 7/37 (19%) with severe headaches compared to 6/228 (3%) without these symptoms (hazard ratio 5.3, 95% confidence interval 1.8-15.9, p = 0.003). Adjusting for multiple variables did not remove the significance of this risk. Median time to first neurovascular event for the entire cohort was 4.9 years (interquartile range 1.7-5.5 years). CONCLUSIONS: Severe recurrent headache appears to be a risk factor or predictor for subsequent cerebral ischemia in pediatric brain tumor survivors treated with radiation. This finding has clinical implications for both monitoring survivors and targeting a specific population for primary stroke prevention.


Subject(s)
Brain Neoplasms/complications , Brain Neoplasms/radiotherapy , Cerebrovascular Disorders/complications , Headache/etiology , Radiotherapy/adverse effects , Adolescent , Brain Ischemia/complications , Brain Ischemia/epidemiology , Cerebrovascular Disorders/epidemiology , Child , Child, Preschool , Circle of Willis/radiation effects , Cohort Studies , Combined Modality Therapy , Disease-Free Survival , Female , Follow-Up Studies , Headache/epidemiology , Humans , Ischemic Attack, Transient/complications , Ischemic Attack, Transient/epidemiology , Kaplan-Meier Estimate , Magnetic Resonance Imaging , Male , Radiation Dosage , Recurrence , Retrospective Studies , Risk Assessment , Risk Factors , Stroke/complications , Stroke/epidemiology
10.
Stroke ; 43(11): 3035-40, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22968468

ABSTRACT

BACKGROUND AND PURPOSE: The purposes of this study were to determine the incidence of neurovascular events as late complications in pediatric patients with brain tumor and to evaluate radiation as a risk factor. METHODS: Patients were ascertained using the tumor database of a pediatric tertiary care center. Included patients had a primary brain tumor, age birth to 21 years, initial treatment January 1, 1993, to December 31, 2002, and at least 2 visits with neuro-oncology. Radiation exposure included: whole brain, whole brain plus a focal boost, or focal brain. The primary outcome was stroke or transient ischemic attack. RESULTS: Of 431 subjects, 14 had 19 events of stroke or transient ischemic attack over a median follow-up of 6.3 years. The incidence rate was 548/100 000 person-years. Overall, 61.5% of subjects received radiation, including 13 of 14 subjects with events. Median time from first radiation to first event was 4.9 years. The stroke/transient ischemic attack hazard ratio for any brain irradiation was 8.0 (95% CI, 1.05-62; P=0.045); for the circle of Willis, radiation was 9.0 (95% CI, 1.2-70; P=0.035); and for focal noncircle of Willis, radiation was 3.4 (95% CI, 0.21-55; P=0.38). CONCLUSIONS: The incidence of neurovascular events in this population is 100-fold higher than in the general pediatric population and cranial irradiation is an important risk factor. By defining the incidence of this late effect, physicians are better able to counsel parents regarding treatment, monitor patients at risk, and target a population for primary stroke prevention in future studies.


Subject(s)
Brain Neoplasms/radiotherapy , Cranial Irradiation/adverse effects , Stroke/epidemiology , Stroke/etiology , Survivors/statistics & numerical data , Adolescent , Child , Child, Preschool , Cohort Studies , Female , Humans , Incidence , Infant , Infant, Newborn , Male , Retrospective Studies , Risk Factors , Young Adult
11.
Eur J Radiol ; 81(1): e26-30, 2012 Jan.
Article in English | MEDLINE | ID: mdl-21146946

ABSTRACT

OBJECTIVE: To measure the mid-sagittal areas of vermis (VA) and of posterior fossa (PFA) and determine their differences among fetuses with various Dandy-Walker (DW) entities and control subjects. METHODS: We reviewed data in 25 fetal patients with a MR diagnosis of DW complex including hypoplastic vermis (HV), HV with rotation (HVR), and mega cistern magna (MCM), and in 85 fetal controls with normal CNS. PFA and VA of each subject were manually traced on mid-sagittal MR images. Regarding each of VA and PFA, after age correction, we determined statistically significant differences among HVR, HV, MCM, and control groups. RESULTS: The mean VA residue of MCM was greater than that of the control, which was in turn greater than those of HVR and HV. The mean PF residue of the control was smaller than all other groups. CONCLUSION: Fetuses with HVR or HV had smaller VA than fetuses with MCM or control subjects. Fetuses with MCM, HVR, or HV had larger PFA than control subjects. These results may be an early step leading to better understanding of the confusion about the PF anomalies in future.


Subject(s)
Cerebellum/abnormalities , Cerebellum/embryology , Dandy-Walker Syndrome/pathology , Magnetic Resonance Imaging/methods , Cerebellum/pathology , Female , Humans , Male , Reproducibility of Results , Sensitivity and Specificity
12.
Brain Dev ; 33(9): 734-44, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21463921

ABSTRACT

Both MRI with FLAIR and T2, diffusion and post-contrast T1 imaging, as well as proton MRS, allow for defining an approach to evaluating MRI and MRS in neurometabolic diseases producing seizures. Examples of this approach are given here in a limited number of cases, recognizing that a more comprehensive review is beyond the scope of this paper.


Subject(s)
Brain Diseases, Metabolic/diagnosis , Seizures/diagnosis , Brain Diseases, Metabolic/complications , Humans , Magnetic Resonance Imaging , Magnetic Resonance Spectroscopy , Seizures/etiology
13.
J Biomed Opt ; 15(3): 037004, 2010.
Article in English | MEDLINE | ID: mdl-20615033

ABSTRACT

We employ a hybrid diffuse correlation spectroscopy (DCS) and near-infrared spectroscopy (NIRS) monitor for neonates with congenital heart disease (n=33). The NIRS-DCS device measured changes during hypercapnia of oxyhemoglobin, deoxyhemoglobin, and total hemoglobin concentrations; cerebral blood flow (rCBF(DCS)); and oxygen metabolism (rCMRO(2)). Concurrent measurements with arterial spin-labeled magnetic resonance imaging (rCBF(ASL-MRI), n=12) cross-validate rCBF(DCS) against rCBF(ASL-MRI), showing good agreement (R=0.7, p=0.01). The study demonstrates use of NIRS-DCS on a critically ill neonatal population, and the results indicate that the optical technology is a promising clinical method for monitoring this population.


Subject(s)
Cerebral Cortex/blood supply , Heart Defects, Congenital/blood , Heart Defects, Congenital/physiopathology , Hypercapnia/physiopathology , Optics and Photonics/methods , Spectroscopy, Near-Infrared/methods , Carbon Dioxide/metabolism , Hemodynamics/physiology , Hemoglobins/metabolism , Humans , Infant, Newborn , Magnetic Resonance Imaging , Oxyhemoglobins/metabolism , Regional Blood Flow/physiology , Spectrum Analysis/methods
14.
Stroke ; 41(2): 313-8, 2010 Feb.
Article in English | MEDLINE | ID: mdl-20019325

ABSTRACT

BACKGROUND AND PURPOSE: The purposes of this study were to describe features of children with intracerebral hemorrhage (ICH) and to determine predictors of short-term outcome in a single-center prospective cohort study. METHODS: A single-center prospective consecutive cohort study was conducted of spontaneous ICH in children aged 1 to 18 years from January 2006 to June 2008. Exclusion criteria were inciting trauma; intracranial tumor; isolated epidural, subdural, intraventricular, or subarachnoid hemorrhage; hemorrhagic transformation of ischemic stroke; and cerebral sinovenous thrombosis. Hospitalization records were abstracted. Follow-up assessments included outcome scores using the Pediatric Stroke Outcome Measure and King's Outcome Scale for Childhood Head Injury. ICH volumes and total brain volumes were measured by manual tracing. RESULTS: Twenty-two patients, median age 10.3 years (range, 4.2 to 16.6 years), had presenting symptoms of headache in 77%, focal deficits 50%, altered mental status 50%, and seizures 41%. Vascular malformations caused hemorrhage in 91%. Surgical treatment (hematoma evacuation, lesion embolization or excision) was performed during acute hospitalization in 50%. One patient died acutely. At a median follow-up of 3.5 months (range, 0.3 to 7.5 months), 71% of survivors had neurological deficits; 55% had clinically significant disability. Outcome based on Pediatric Stroke Outcome Measure and King's Outcome Scale for Childhood Head Injury scores was worse in patients with ICH volume >2% of total brain volume (P=0.023) and altered mental status at presentation (P=0.005). CONCLUSIONS: Spontaneous childhood ICH was due mostly to vascular malformations. Acute surgical intervention was commonly performed. Although death was rare, 71% of survivors had persisting neurological deficits. Larger ICH volume and altered mental status predicted clinically significant disability.


Subject(s)
Brain/pathology , Central Nervous System Vascular Malformations/mortality , Central Nervous System Vascular Malformations/pathology , Cerebral Arteries/pathology , Cerebral Hemorrhage/mortality , Cerebral Hemorrhage/pathology , Adolescent , Brain/blood supply , Brain/surgery , Brain Damage, Chronic/epidemiology , Central Nervous System Vascular Malformations/surgery , Cerebral Arteries/abnormalities , Cerebral Arteries/surgery , Cerebral Hemorrhage/surgery , Child , Child, Preschool , Cohort Studies , Comorbidity , Disease Progression , Female , Humans , Infant , Magnetic Resonance Imaging , Male , Mortality , Neurosurgical Procedures/statistics & numerical data , Outcome Assessment, Health Care , Prognosis , Prospective Studies , Severity of Illness Index
15.
Ann Thorac Surg ; 88(3): 823-9, 2009 Sep.
Article in English | MEDLINE | ID: mdl-19699905

ABSTRACT

BACKGROUND: The prevalence of perioperative stroke in infants undergoing operations for congenital heart disease has not been well described. The objectives of this study were to determine the prevalence of stroke as assessed by postoperative brain magnetic resonance imaging (MRI), characterize the neuroanatomic features of focal ischemic injury, and identify risk factors for its development. METHODS: Brain MRI was performed in 122 infants 3 to 14 days after cardiac operation with cardiopulmonary bypass, with or without deep hypothermic circulatory arrest. Preoperative, intraoperative, and postoperative data were collected. Risk factors were tested by logistic regression for univariate and multivariate associations with stroke. RESULTS: Stroke was identified in 12 of 122 patients (10%). Strokes were preoperative in 6 patients and possibly intraoperative or postoperative in the other 6 patients, and were clinically silent except in 1 patient who had clinical seizures. Arterial-occlusive and watershed infarcts were identified with equal distribution in both hemispheres. Multivariate analysis identified lower birth weight, preoperative intubation, lower intraoperative hematocrit, and higher blood pressure at admission to the cardiac intensive care unit postoperatively as significant factors associated with stroke. Prematurity, younger age at operation, duration of cardiopulmonary bypass, and use of deep hypothermic circulatory arrest were not significantly associated with stroke. CONCLUSIONS: The prevalence of stroke in infants undergoing operations for congenital heart disease was 10%, half of which occurred preoperatively. Most were clinically silent and undetected without neuroimaging. Mechanisms included thromboembolism and hypoperfusion, with patient-specific, procedure-specific, and postoperative contributions to increased risk.


Subject(s)
Cardiopulmonary Bypass , Cerebral Infarction/diagnosis , Circulatory Arrest, Deep Hypothermia Induced , Heart Defects, Congenital/diagnosis , Heart Defects, Congenital/surgery , Infant, Low Birth Weight , Infant, Premature, Diseases/diagnosis , Infant, Premature, Diseases/surgery , Intracranial Embolism/diagnosis , Magnetic Resonance Imaging , Postoperative Complications/diagnosis , Brain/pathology , Cerebral Infarction/etiology , Cerebral Infarction/mortality , Cross-Sectional Studies , Female , Heart Defects, Congenital/mortality , Humans , Infant , Infant, Newborn , Infant, Premature, Diseases/mortality , Intracranial Embolism/etiology , Intracranial Embolism/mortality , Male , Pennsylvania , Postoperative Complications/etiology , Postoperative Complications/mortality , Prospective Studies , Risk Factors
16.
Br J Haematol ; 146(3): 300-5, 2009 Aug.
Article in English | MEDLINE | ID: mdl-19500105

ABSTRACT

Silent infarcts have been reported most commonly in school-aged children with homozygous sickle cell disease (SCD-SS) and are associated with neurocognitive deficits. However, the prevalence of silent infarcts in younger children with SCD-SS is not well defined. In this retrospective study, brain magnetic resonance imaging and angiography (MRI/A) studies performed before 6 years of age in a cohort of children with SCD-SS were analysed and the prevalence of abnormalities was calculated. Clinical and laboratory parameters were compared between the groups with and without silent infarcts. Sixty-eight of 96 children in the cohort had brain MRI/A performed prior to age 6 years. Of the 65 who were neurologically asymptomatic, 18 (27.7%, 95% CI 17.3-40.2%) had silent infarcts (mean age 3.7 +/- 1.1 years, range 1.3-5.9 years). Factors associated with silent infarcts included cerebral vessel stensosis by magnetic resonance angiography, lower rates of vaso-occlusive pain and acute chest syndrome and lower haemoglobin levels. The prevalence of silent infarcts in young children with SCD-SS is similar to that of older children and anaemia and severe vasculopathy may be risk factors.


Subject(s)
Anemia, Sickle Cell/complications , Cerebral Infarction/complications , Cerebral Infarction/diagnosis , Child , Child, Preschool , Female , Humans , Incidental Findings , Infant , Magnetic Resonance Angiography , Male , Retrospective Studies , Stroke/diagnosis , Stroke/etiology , Ultrasonography, Doppler
17.
Pediatr Emerg Care ; 25(4): 267-8, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19369843

ABSTRACT

Sinusitis can rarely be latent and present directly with intracranial complications. We present the case of an 11-year-old girl who presented with typical features of meningitis. She underwent neuroimaging because of slow improvement and concern for a brain abscess. Despite no history or examination findings suggestive of sinusitis, she was found to have pansinusitis with intracranial extension causing meningitis and epidural abscess.


Subject(s)
Consciousness Disorders/etiology , Emergencies , Epidural Abscess/diagnosis , Meningitis, Bacterial/diagnosis , Sinusitis/complications , Bacteroidaceae Infections/complications , Bacteroidaceae Infections/drug therapy , Bacteroidaceae Infections/surgery , Cefotaxime/administration & dosage , Cefotaxime/therapeutic use , Ceftriaxone/administration & dosage , Ceftriaxone/therapeutic use , Child , Combined Modality Therapy , Diagnostic Imaging/methods , Drug Therapy, Combination , Eikenella/isolation & purification , Endoscopy , Epidural Abscess/drug therapy , Epidural Abscess/etiology , Female , Fusobacterium Infections/complications , Fusobacterium Infections/drug therapy , Fusobacterium Infections/surgery , Gram-Negative Bacterial Infections/complications , Gram-Negative Bacterial Infections/drug therapy , Gram-Negative Bacterial Infections/surgery , Gram-Positive Bacterial Infections/complications , Gram-Positive Bacterial Infections/drug therapy , Gram-Positive Bacterial Infections/surgery , Humans , Meningitis, Bacterial/drug therapy , Meningitis, Bacterial/etiology , Meningitis, Bacterial/microbiology , Metronidazole/administration & dosage , Metronidazole/therapeutic use , Otorhinolaryngologic Surgical Procedures , Peptostreptococcus/isolation & purification , Prevotella intermedia/isolation & purification , Sinusitis/drug therapy , Sinusitis/microbiology , Sinusitis/surgery , Staphylococcal Infections/complications , Staphylococcal Infections/drug therapy , Staphylococcal Infections/surgery , Vancomycin/administration & dosage , Vancomycin/therapeutic use
18.
J Thorac Cardiovasc Surg ; 137(3): 529-36; discussion 536-7, 2009 Mar.
Article in English | MEDLINE | ID: mdl-19258059

ABSTRACT

OBJECTIVE: Small head circumferences and white matter injury in the form of periventricular leukomalacia have been observed in populations of infants with severe forms of congenital heart defects. This study tests the hypothesis that congenital heart defects delay in utero structural brain development. METHODS: Full-term infants with hypoplastic left heart syndrome or transposition of the great arteries were prospectively evaluated with preoperative brain magnetic resonance imaging. Patients with independent risk factors for abnormal brain development (shock, end-organ injury, or intrauterine growth retardation) were excluded. Outcome measures included head circumferences and the total maturation score on magnetic resonance imaging. Total maturation score is a previously validated semiquantitative anatomic scoring system used to assess whole brain maturity. The total maturation score evaluates 4 parameters of maturity: (1) myelination, (2) cortical infolding, (3) involution of glial cell migration bands, and (4) presence of germinal matrix tissue. RESULTS: The study cohort included 29 neonates with hypoplastic left heart syndrome and 13 neonates with transposition of the great arteries at a mean gestational age of 38.9 +/- 1.1 weeks. Mean head circumference was 1 standard deviation below normal. The mean total maturation score for the cohort was 10.15 +/- 0.94, significantly lower than reported normative data in infants without congenital heart defects, corresponding to a delay of 1 month in structural brain development. CONCLUSION: Before surgery, term infants with hypoplastic left heart syndrome and transposition of the great arteries have brains that are smaller and structurally less mature than expected. This delay in brain development may foster susceptibility to periventricular leukomalacia in the preoperative, intraoperative, and postoperative periods.


Subject(s)
Brain/growth & development , Fetal Growth Retardation/etiology , Heart Defects, Congenital/complications , Hypoplastic Left Heart Syndrome/complications , Transposition of Great Vessels/complications , Female , Humans , Infant, Newborn , Male , Prospective Studies , Time Factors
19.
Artif Intell Med ; 46(3): 201-15, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19162455

ABSTRACT

OBJECTIVE: Periventricular leukomalacia (PVL) is part of a spectrum of cerebral white matter injury which is associated with adverse neurodevelopmental outcome in preterm infants. While PVL is common in neonates with cardiac disease, both before and after surgery, it is less common in older infants with cardiac disease. Pre-, intra-, and postoperative risk factors for the occurrence of PVL are poorly understood. The main objective of the present work is to identify potential hemodynamic risk factors for PVL occurrence in neonates with complex heart disease using logistic regression analysis and decision tree algorithms. METHODS: The postoperative hemodynamic and arterial blood gas data (monitoring variables) collected in the cardiac intensive care unit of Children's Hospital of Philadelphia were used for predicting the occurrence of PVL. Three categories of datasets for 103 infants and neonates were used-(1) original data without any preprocessing, (2) partial data keeping the admission, the maximum and the minimum values of the monitoring variables, and (3) extracted dataset of statistical features. The datasets were used as inputs for forward stepwise logistic regression to select the most significant variables as predictors. The selected features were then used as inputs to the decision tree induction algorithm for generating easily interpretable rules for prediction of PVL. RESULTS: Three sets of data were analyzed in SPSS for identifying statistically significant predictors (p<0.05) of PVL through stepwise logistic regression and their correlations. The classification success of the Case 3 dataset of extracted statistical features was best with sensitivity (SN), specificity (SP) and accuracy (AC) of 87, 88 and 87%, respectively. The identified features, when used with decision tree algorithms, gave SN, SP and AC of 90, 97 and 94% in training and 73, 58 and 65% in test. The identified variables in Case 3 dataset mainly included blood pressure, both systolic and diastolic, partial pressures pO(2) and pCO(2), and their statistical features like average, variance, skewness (a measure of asymmetry) and kurtosis (a measure of abrupt changes). Rules for prediction of PVL were generated automatically through the decision tree algorithms. CONCLUSIONS: The proposed approach combines the advantages of statistical approach (regression analysis) and data mining techniques (decision tree) for generation of easily interpretable rules for PVL prediction. The present work extends an earlier research [Galli KK, Zimmerman RA, Jarvik GP, Wernovsky G, Kuijpers M, Clancy RR, et al. Periventricular leukomalacia is common after cardiac surgery. J Thorac Cardiovasc Surg 2004;127:692-704] in the form of expanding the feature set, identifying additional prognostic factors (namely pCO(2)) emphasizing the temporal variations in addition to upper or lower values, and generating decision rules. The Case 3 dataset was further investigated in Part II for feature selection through computational intelligence.


Subject(s)
Decision Trees , Heart Defects, Congenital/complications , Hemodynamics , Leukomalacia, Periventricular/diagnosis , Algorithms , Artificial Intelligence , Carbon Dioxide/analysis , Heart Defects, Congenital/physiopathology , Heart Defects, Congenital/surgery , Humans , Infant, Newborn , Intensive Care Units, Neonatal , Leukomalacia, Periventricular/etiology , Leukomalacia, Periventricular/physiopathology , Logistic Models , Postoperative Period , ROC Curve , Risk Factors
20.
Artif Intell Med ; 46(3): 217-31, 2009 Jul.
Article in English | MEDLINE | ID: mdl-19162456

ABSTRACT

OBJECTIVE: The objective of Part II is to analyze the dataset of extracted hemodynamic features (Case 3 of Part I) through computational intelligence (CI) techniques for identification of potential prognostic factors for periventricular leukomalacia (PVL) occurrence in neonates with congenital heart disease. METHODS: The extracted features (Case 3 dataset of Part I) were used as inputs to CI based classifiers, namely, multi-layer perceptron (MLP) and probabilistic neural network (PNN) in combination with genetic algorithms (GA) for selection of the most suitable features predicting the occurrence of PVL. The selected features were next used as inputs to a decision tree (DT) algorithm for generating easily interpretable rules of PVL prediction. RESULTS: Prediction performance for two CI based classifiers, MLP and PNN coupled with GA are presented for different number of selected features. The best prediction performances were achieved with 6 and 7 selected features. The prediction success was 100% in training and the best ranges of sensitivity (SN), specificity (SP) and accuracy (AC) in test were 60-73%, 74-84% and 71-74%, respectively. The identified features when used with the DT algorithm gave best SN, SP and AC in the ranges of 87-90% in training and 80-87%, 74-79% and 79-82% in test. Among the variables selected in CI, systolic and diastolic blood pressures, and pCO(2) figured prominently similar to Part I. Decision tree based rules for prediction of PVL occurrence were obtained using the CI selected features. CONCLUSIONS: The proposed approach combines the generalization capability of CI based feature selection approach and generation of easily interpretable classification rules of the decision tree. The combination of CI techniques with DT gave substantially better test prediction performance than using CI and DT separately.


Subject(s)
Artificial Intelligence , Decision Trees , Hemodynamics , Leukomalacia, Periventricular/diagnosis , Heart Defects, Congenital/complications , Heart Defects, Congenital/physiopathology , Humans , Infant, Newborn , Leukomalacia, Periventricular/etiology , Leukomalacia, Periventricular/physiopathology , Models, Statistical , Neural Networks, Computer , Prognosis
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