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Serebin M, Zhang J, Yan K, Cabacungan E, Deshmukh T, Maheshwari M, Foy A, Cohen S. Prediction of short- and long-term outcomes using pre-operative ventricular size in infants with post-hemorrhagic ventricular dilation. Childs Nerv Syst 2024; 40:2061-2069. [PMID: 38532147 DOI: 10.1007/s00381-024-06371-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Accepted: 03/17/2024] [Indexed: 03/28/2024]
Abstract
PURPOSE Post-hemorrhagic ventricular dilation (PHVD) leads to developmental delays in premature infants, yet the optimal timing of neurosurgical interventions is unknown. Neuroimaging modalities have emerged to delineate injury and follow the progression of PHVD. Fronto-temporal horn ratio (FTHR) is used as a marker of ventricular dilation and can be a standardized tool to direct the timing of neurosurgical intervention. Our study determined a pre-operative FTHR measurement threshold to predict short- and long-term outcomes. METHODS This is a retrospective cohort study of premature infants with severe intraventricular hemorrhage (IVH) who developed PHVD requiring neurosurgical intervention and were treated in a level IV NICU between 2012 and 2019. Receiver operating characteristic (ROC) curve and area under the curve (AUC) analyses were performed to evaluate the accuracy of pre-operative FTHR for predicting developmental delay. In-hospital outcomes and developmental assessments were analyzed. RESULTS We reviewed 121 charts of infants with IVH and identified 43 infants with PHVD who required neurosurgical intervention. We found FTHR measurements were an excellent predictor of cognitive and motor delay with an AUC of 0.89 and 0.88, respectively. An average pre-operative FTHR of ≥ 0.67 was also associated with worse lung and feeding outcomes. There was excellent inter-observer reliability of individual components of FTHR measurements. CONCLUSIONS Early intervention for PHVD is ideal but not always practical. Identification of ventricular size thresholds associated with better outcomes is needed to direct timing of neurosurgical intervention.
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Affiliation(s)
| | - Jian Zhang
- Division of Quantitative Health Science, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Ke Yan
- Division of Quantitative Health Science, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Erwin Cabacungan
- Division of Neonatology, Department of Pediatrics, Children's Corporate Center, Medical College of Wisconsin, 999 N. 92 Street, Suite C410, Milwaukee, WI, 53226, USA
| | - Tejaswini Deshmukh
- Division of Pediatric Neuroradiology, Department of Radiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Mohit Maheshwari
- Division of Pediatric Neuroradiology, Department of Radiology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Andrew Foy
- Division of Pediatric Neurosurgery, Department of Neurosurgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Susan Cohen
- Division of Neonatology, Department of Pediatrics, Children's Corporate Center, Medical College of Wisconsin, 999 N. 92 Street, Suite C410, Milwaukee, WI, 53226, USA.
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Mohammad K, Molloy E, Scher M. Training in neonatal neurocritical care: A case-based interdisciplinary approach. Semin Fetal Neonatal Med 2024:101530. [PMID: 38670881 DOI: 10.1016/j.siny.2024.101530] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/28/2024]
Abstract
Interdisciplinary fetal-neonatal neurology (FNN) training strengthens neonatal neurocritical care (NNCC) clinical decisions. Neonatal neurological phenotypes require immediate followed by sustained neuroprotective care path choices through discharge. Serial assessments during neonatal intensive care unit (NICU) rounds are supplemented by family conferences and didactic interactions. These encounters collectively contribute to optimal interventions yielding more accurate outcome predictions. Maternal-placental-fetal (MPF) triad disease pathways influence postnatal medical complications which potentially reduce effective interventions and negatively impact outcome. The science of uncertainty regarding each neonate's clinical status must consider timing and etiologies that are responsible for fetal and neonatal brain disorders. Shared clinical decisions among all stakeholders' balance "fast" (heuristic) and "slow" (analytic) thinking as more information is assessed regarding etiopathogenetic effects that impair the developmental neuroplasticity process. Two case vignettes stress the importance of FNN perspectives during NNCC that integrates this dual cognitive approach. Clinical care paths evaluations are discussed for an encephalopathic extremely preterm and full-term newborn. Recognition of cognitive errors followed by debiasing strategies can improve clinical decisions during NICU care. Re-evaluations with serial assessments of examination, imaging, placental-cord, and metabolic-genetic information improve clinical decisions that maintain accuracy for interventions and outcome predictions. Discharge planning includes shared decisions among all stakeholders when coordinating primary care, pediatric subspecialty, and early intervention participation. Prioritizing social determinants of healthcare during FNN training strengthens equitable career long NNCC clinical practice, education, and research goals. These perspectives contribute to a life course brain health capital strategy that will benefit all persons across each and successive lifespans.
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Affiliation(s)
| | | | - Mark Scher
- Pediatrics/Neurology, Case Western Reserve University, Cleveland, USA.
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Missori P, Paolini S, Peschillo S, Mancarella C, Scafa AK, Rastelli E, Martini S, Fattapposta F, Currà A. Temporal Horn Enlargements Predict Secondary Hydrocephalus Diagnosis Earlier than Evans' Index. Tomography 2022; 8:1429-1436. [PMID: 35736863 PMCID: PMC9229633 DOI: 10.3390/tomography8030115] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 05/03/2022] [Accepted: 05/24/2022] [Indexed: 11/17/2022] Open
Abstract
The aim of this study was to identify early radiological signs of secondary hydrocephalus. We retrieved neuroradiological data from scans performed at various times in patients who underwent surgery for secondary hydrocephalus due to severe traumatic brain injury (TBI), subarachnoid haemorrhage (SAH), or brain tumour (BT). Baseline measurements, performed on the earliest images acquired after the neurological event (T0), included Evans’ index, the distance between frontal horns, and the widths of both temporal horns. The next neuroimage that showed an increase in at least one of these four parameters—and that lead the surgeon to act—was selected as an indication of ventricular enlargement (T1). Comparisons of T0 and T1 neuroimages showed increases in Evans’ index, in the mean frontal horn distance, and in the mean right and left temporal horn widths. Interestingly, in T1 scans, mean Evans’ index scores > 0.30 were only observed in patients with BT. However, the temporal horn widths increased up to ten-fold in most patients, independent of Evans’ index scores. In conclusion temporal horn enlargements were the earliest, most sensitive findings in predicting ventricular enlargement secondary to TBI, SAH, or BT. To anticipate a secondary hydrocephalus radiological diagnosis, clinicians should measure both Evans’ index and the temporal horn widths, to avoid severe disability and poor outcome related to temporal lobe damage.
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Affiliation(s)
- Paolo Missori
- Department of Human Neurosciences, Neurosurgery, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy;
| | - Sergio Paolini
- IRCCS Neuromed-Pozzilli, “Sapienza” University of Rome, 86077 Pozzilli, Italy; (S.P.); (C.M.)
| | - Simone Peschillo
- Department of Neurosurgery, University of Catania, 95124 Catania, Italy;
| | - Cristina Mancarella
- IRCCS Neuromed-Pozzilli, “Sapienza” University of Rome, 86077 Pozzilli, Italy; (S.P.); (C.M.)
| | - Anthony Kevin Scafa
- Department of Human Neurosciences, Neurosurgery, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy;
| | - Emanuela Rastelli
- Department of Radiology, Neuroradiology, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (E.R.); (S.M.)
| | - Stefano Martini
- Department of Radiology, Neuroradiology, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy; (E.R.); (S.M.)
| | - Francesco Fattapposta
- Department of Human Neurosciences, Neurology, Policlinico Umberto I, “Sapienza” University of Rome, 00185 Rome, Italy;
| | - Antonio Currà
- Academic Neurology Unit, Department of Medical-Surgical Sciences and Biotechnologies, Ospedale A. Fiorini, “Sapienza” University of Rome, 04019 Terracina, Italy;
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Hemodynamic Quality Improvement Bundle to Reduce the Use of Inotropes in Extreme Preterm Neonates. Paediatr Drugs 2022; 24:259-267. [PMID: 35469390 DOI: 10.1007/s40272-022-00502-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 03/21/2022] [Indexed: 10/18/2022]
Abstract
BACKGROUND We evaluated the effect of the quality improvement (QI) bundle on the rate of inotrope use and associated morbidities. METHODS We included inborn preterm neonates born at < 29 weeks admitted to level III NICU. We implemented a QI bundle focusing on the first 72 h from birth which included delayed cord clamping, avoidance of routine echocardiography, the addition of clinical criteria to the definition of hypotension, factoring iatrogenic causes of hypotension, and standardization of respiratory management. The rate of inotropes use was compared before and after implementing the care bundle. Incidence of cystic periventricular leukomalacia (cPVL) was used as a balancing measure. RESULTS QI bundle implementation was associated with significant reduction in overall use of inotropes (24 vs 7%, p < 0.001), dopamine (18 vs 5%, p < 0.001), and dobutamine (17 vs 4%, p < 0.001). Rate of acute brain injury decreased significantly: acute brain injury of any grade (34 vs 20%, p < 0.001) and severe brain injury (15 vs 6%, p < 0.001). There was no difference in the incidence of cPVL (0.8 vs 1.4%, p = 0.66). Associations remained significant after adjusting for confounding factors. CONCLUSIONS A quality improvement bundled approach resulted in a reduction in inotropes use and associated brain morbidities in premature babies.
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Retrouvey M, Vossough A, Zandifar A, Bellah RD, Heuer GG, Flibotte J, Tierradentro-Garcia LO, Saade-Lemus S, Kim JDU, Back SJ, Kaplan SL. Validation of Sonographic Fronto-Occipital Ratio Based on Anatomical Landmarks Compared to MR/CT-Derived Indexes in Children with Chiari II and Ventriculomegaly. Pediatr Neurosurg 2022; 57:71-77. [PMID: 34937031 DOI: 10.1159/000521622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Accepted: 12/20/2021] [Indexed: 11/19/2022]
Abstract
INTRODUCTION Ultrasound (US)-based indexes such as fronto-occipital ratio (FOR) can be used to obtain an acceptable estimation of ventricular volume. Patients with colpocephaly present a unique challenge due to the shape of their ventricles. In the present study, we aimed to evaluate the validity and reproducibility of the modified US-FOR index in children with Chiari II-related ventriculomegaly. METHODS In this retrospective study, we evaluated Chiari II patients younger than 1 year who underwent head US and MR or CT scans for ventriculomegaly evaluation. MR/CT-based FOR was measured in the axial plane by identifying the widest diameter of frontal horns, occipital horns, and the interparietal diameter (IPD). US-based FOR (US-FOR) was measured using the largest diameter based on the following landmarks: frontal horn and IPD in the coronal plane at the level of the foramen of Monro, IPD just superior to the Sylvian fissures, and occipital horn posterior to the thalami and inferior to the superior margins of the thalami. Intraclass correlation coefficients (ICCs) were used to evaluate inter-rater reliability, and Pearson correlation coefficients and Bland-Altman plots were applied to assess agreement between US and other two modalities. RESULTS Sixty-three paired US and MR/CT exams were assessed for agreement between US-FOR and MR/CT-FOR measurements. ICC showed an excellent inter-rater reliability for US-FOR (ICC = 0.99, p < 0.001) and MR/CT-FOR (ICC = 0.99, p < 0.001) measurements. The mean (range) values based on US-FOR showed a slight overestimation in comparison with MR/CT-FOR (0.51 [0.36-0.68] vs. 0.46 [0.34-0.64]). The Pearson correlation coefficient showed high cross-modality agreement for the FOR index (r = 0.83, p < 0.001). The Bland-Altman plot showed excellent concordance between US-FOR and MR/CT-FOR with a bias of 0.05 (95% CI: -0.03 to 0.13). CONCLUSION US-FOR in the coronal plane is a comparable tool for evaluating ventriculomegaly in Chiari II patients when compared with MR/CT-FOR, even in the context of colpocephaly.
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Affiliation(s)
- Michele Retrouvey
- Department of Radiology, Children's Hospital of the King's Daughters, Eastern Virginia Medical School, Medical Center Radiologists, Norfolk, Virginia, USA
| | - Arastoo Vossough
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Alireza Zandifar
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA,
| | - Richard D Bellah
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Gregory G Heuer
- Division of Neurosurgery, Children's Hospital of Philadelphia, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - John Flibotte
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA.,Division of Neonatology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | | | - Sandra Saade-Lemus
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Neurology, Brigham and Women's Hospital and Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Jorge Du Ub Kim
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA
| | - Susan J Back
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Summer L Kaplan
- Department of Radiology, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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Obeid R, Jacobs M, Chang T, Massaro AN, Bluth E, Murnick JG, Bulas D, Bandarkar A, Oluigbo C, Penn AA. The utility of the fronto-temporal horn ratio on cranial ultrasound in premature newborns: a ventriculomegaly marker. Pediatr Res 2021; 89:1715-1723. [PMID: 33504959 DOI: 10.1038/s41390-020-01337-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 11/30/2020] [Accepted: 12/09/2020] [Indexed: 11/09/2022]
Abstract
BACKGROUND The aims of this study were to find the normal value of fronto-temporal horn ratio (FTHR) as a marker of ventriculomegaly on cranial ultrasound (CUS) in premature newborns and the relation to white matter injury (WMI) and cerebral palsy (CP). METHODS This is a retrospective study of newborns admitted between 2011 and 2014. Inclusion criteria were: (1) gestation <29 weeks, (2) birth weight ≤1500 g, (3) referred within 7 days of life, (4) at least two CUS preformed, (5) brain magnetic resonance imaging (MRI) at term age-equivalent. Intraventricular hemorrhage (IVH) grade was identified and FTHR was measured on all CUS. WMI on MRI was evaluated through (1) injury score (Kidokoro 2013) and (2) fractional anisotropy (FA) on the MRI diffusion tensor imaging. CP was estimated using the gross motor function classification system (GMFCS). RESULTS One hundred neonates met the inclusion criteria: 37 with no IVH, 36 with IVH grade 1-2, and 27 with IVH grade 3-4. The FTHR cut-point of 0.51 had the highest sensitivity and specificity for moderate-to-severe WMI. In the IVH grade 3-4 group, the elevated FTHR correlated with lower FA and higher GMFCS. CONCLUSIONS FTHR is a useful quantitative biomarker of ventriculomegaly in preterm newborns. It may help standardize ventricular measurement and direct intervention. IMPACT The fronto-temporal horn ratio has the potential to become a standardized tool that can provide an actionable measure to direct intervention for post-hemorrhagic ventricular dilation. This current study will provide the basis of a future clinical trial to optimize intervention timing to decrease the risk of white matter injury in this vulnerable population.
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Affiliation(s)
- Rawad Obeid
- Neurology, Beaumont Children Hospital/Oakland University School of Medicine, Royal Oak, MI, USA.
| | - Marni Jacobs
- Children's Research Institute, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - Taeun Chang
- Neurology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - An N Massaro
- Neonatology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA.,Center for Neuroscience Research, Children's Research Institute, Washington, DC, USA.,Fetal and Translational Medicine, Children's National Hospital, Washington, DC, USA
| | - Eresha Bluth
- Center for Neuroscience Research, Children's Research Institute, Washington, DC, USA
| | - Jonathan G Murnick
- Radiology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - Dorothy Bulas
- Radiology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - Anjum Bandarkar
- Radiology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - Chima Oluigbo
- Pediatric Neurosurgery, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA
| | - Anna A Penn
- Neonatology, Children's National Hospital, George Washington University School of Medicine, Washington, DC, USA.,Center for Neuroscience Research, Children's Research Institute, Washington, DC, USA.,Fetal and Translational Medicine, Children's National Hospital, Washington, DC, USA.,Chief, Division of Neonatology, Department of Pediatrics, Columbia University, New York-Presbyterian Morgan Stanley Children's Hospital, New York, NY, 10032, USA
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Standardizing treatment of preterm infants with post-hemorrhagic hydrocephalus at a single institution with a multidisciplinary team. Childs Nerv Syst 2020; 36:1737-1744. [PMID: 31953576 DOI: 10.1007/s00381-020-04508-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Accepted: 01/10/2020] [Indexed: 10/25/2022]
Abstract
BACKGROUND Preterm infants with post-hemorrhagic hydrocephalus (PHH) are often treated with temporizing measures such as ventricular access devices (VADs) in order to drain cerebrospinal fluid (CSF) prior to permanent diversion with ventriculoperitoneal shunt (VPS) placement. LOCAL PROBLEM There is little consensus on the timing and management of VADs and VPSs. This leads to marked practice variations among treating services that can adversely affect patient outcomes. METHODS This is a quality improvement study evaluating practices from February 2011 to September 2017 including infants with PHH in a single level IV NICU. INTERVENTIONS A multidisciplinary team created a local clinical pathway modified from the Hydrocephalus Clinical Research Network's Shunting Outcomes in Post-Hemorrhagic Hydrocephalus protocol to manage infants with PHH. Methods of CSF diversion and shunt timing were based on weight. Neonatal care providers performed VAD aspiration; timing was guided by imaging and clinical exam criteria. Surgical procedures were performed in the NICU. RESULTS There were 78 patients eligible for the study. Prior to pathway implementation, infections occurred in 4% of VAD and 3% of VPS patients. There have been no infections since inception of the pathway. With pathway implementation, treatment compliance improved from 55 to 86% while conversion compliance rate improved from 89 to 100%. CONCLUSIONS Standardization of care for PHH infants leads to improvement in patient outcomes such as a decrease in time to VAD placement. Reservoir aspirations by the neonatology team did not result in an increase in infection rate.
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Tabrizi PR, Mansoor A, Obeid R, Cerrolaza JJ, Perez DA, Zember J, Penn A, Linguraru MG. Ultrasound-Based Phenotyping of Lateral Ventricles to Predict Hydrocephalus Outcome in Premature Neonates. IEEE Trans Biomed Eng 2020; 67:3026-3034. [PMID: 32086190 DOI: 10.1109/tbme.2020.2974650] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Prediction of post-hemorrhagic hydrocephalus (PHH) outcome-i.e., whether it requires intervention or not-in premature neonates using cranial ultrasound (CUS) images is challenging. In this paper, we present a novel fully-automatic method to perform phenotyping of the brain lateral ventricles and predict PHH outcome from CUS. METHODS Our method consists of two parts: ventricle quantification followed by prediction of PHH outcome. First, cranial bounding box and brain interhemispheric fissure are detected to determine the anatomical position of ventricles and correct the cranium rotation. Then, lateral ventricles are extracted using a new deep learning-based method by incorporating the convolutional neural network into a probabilistic atlas-based weighted loss function and an image-specific adaption. PHH outcome is predicted using a support vector machine classifier trained using ventricular morphological phenotypes and clinical information. RESULTS Experiments demonstrated that our method achieves accurate ventricle segmentation results with an average Dice similarity coefficient of 0.86, as well as very good PHH outcome prediction with accuracy of 0.91. CONCLUSION Automatic CUS-based ventricular phenotyping in premature newborns could objectively and accurately predict the progression to severe PHH. SIGNIFICANCE Early prediction of severe PHH development in premature newborns could potentially advance criteria for diagnosis and offer an opportunity for early interventions to improve outcome.
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Tabrizi PR, Obeid R, Mansoor A, Ensel S, Cerrolaza JJ, Penn A, Linguraru MG. Cranial ultrasound-based prediction of post hemorrhagic hydrocephalus outcome in premature neonates with intraventricular hemorrhage. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2018; 2017:169-172. [PMID: 29059837 DOI: 10.1109/embc.2017.8036789] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Premature neonates with intraventricular hemorrhage (IVH) followed by post hemorrhagic hydrocephalus (PHH) are at high risk for brain injury. Cranial ultrasound (CUS) is used for monitoring of premature neonates during the first weeks after birth to identify IVH and follow the progression to PHH. However, the lack of a standardized method for CUS evaluation has led to significant variability in decision making regarding treatment. We propose a quantitative imaging tool for the evaluation of PHH on CUS for premature neonates based on morphological features of the cerebral ventricles. We retrospectively studied 64 extremely premature neonates born less than 29 weeks gestational age, less than 1,500 grams weight at birth, admitted to our center within two weeks of life, and diagnosed with different grades of IVH. We extracted morphological features of the lateral ventricles from CUS imaging using image analysis techniques to compare neonates who needed a temporizing intervention to treat PHH to the ones who did not. From the original set of features, an optimal ranking was obtained based on linear support vector machine. A subset of features was subsequently selected that maximizes the overall accuracy level. Regarding whether or not there was a need for temporizing intervention, we predicted the outcome of PHH with an improved accuracy level of 84%, compared to the 76% rate obtained by linear manual measurement. The proposed imaging tool allowed us to establish a quantitative method for PHH evaluation on CUS in extremely premature neonates with IVH. Further studies will help standardize the evaluation of CUS in those neonates to institute treatments earlier and improve outcomes.
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