Cranial bone thickness and density anomalies quantified from CT images can identify chronic increased intracranial pressure
Purpose The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk. Methods We retrospect...
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Published in: | Neuroradiology Vol. 66; no. 10; pp. 1817 - 1828 |
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Abstract | Purpose
The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.
Methods
We retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).
Results
We quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (
P
< .001), but no differences in bone thickness (
P
= .56 and
P
= .89 for age groups 0–2 and 2–10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (
P
< .001), but no differences were found compared to patients with IIP (
P
= .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.
Conclusion
Cranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis. |
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AbstractList | Purpose
The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.
Methods
We retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).
Results
We quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (
P
< .001), but no differences in bone thickness (
P
= .56 and
P
= .89 for age groups 0–2 and 2–10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (
P
< .001), but no differences were found compared to patients with IIP (
P
= .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.
Conclusion
Cranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis. The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk. We retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC). We quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (P < .001), but no differences in bone thickness (P = .56 and P = .89 for age groups 0-2 and 2-10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (P < .001), but no differences were found compared to patients with IIP (P = .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP. Cranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis. PurposeThe diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.MethodsWe retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).ResultsWe quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (P < .001), but no differences in bone thickness (P = .56 and P = .89 for age groups 0–2 and 2–10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (P < .001), but no differences were found compared to patients with IIP (P = .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.ConclusionCranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis. The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.PURPOSEThe diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed to quantify cranial bone changes associated with pediatric IIP using CT images and to identify patients at risk.We retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).METHODSWe retrospectively quantified local cranial bone thickness and mineral density from the CT images of children with chronic IIP and compared their statistical differences to normative children without IIP adjusting for age, sex and image resolution. Subsequently, we developed a classifier to identify IIP based on these measurements. Finally, we demonstrated our methods to explore signs of IIP in patients with non-syndromic sagittal craniosynostosis (NSSC).We quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (P < .001), but no differences in bone thickness (P = .56 and P = .89 for age groups 0-2 and 2-10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (P < .001), but no differences were found compared to patients with IIP (P = .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.RESULTSWe quantified a significant decrease of bone density in 48 patients with IIP compared to 1,018 normative subjects (P < .001), but no differences in bone thickness (P = .56 and P = .89 for age groups 0-2 and 2-10 years, respectively). Our classifier demonstrated 83.33% (95% CI: 69.24%, 92.03%) sensitivity and 87.13% (95% CI: 84.88%, 89.10%) specificity in identifying patients with IIP. Compared to normative subjects, 242 patients with NSSC presented significantly lower cranial bone density (P < .001), but no differences were found compared to patients with IIP (P = .57). Of patients with NSSC, 36.78% (95% CI: 30.76%, 43.22%) presented signs of IIP.Cranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis.CONCLUSIONCranial bone changes associated with pediatric IIP can be quantified from CT images to support earlier diagnoses of IIP, and to study the presence of IIP secondary to cranial pathology such as non-syndromic sagittal craniosynostosis. |
Author | Porras, Antonio R. Chaij, Jasmine Alexander, Allyson L. Liu, Jiawei Linguraru, Marius George French, Brooke Keating, Robert |
Author_xml | – sequence: 1 givenname: Jiawei orcidid: 0000-0001-9523-0252 surname: Liu fullname: Liu, Jiawei email: jiawei.liu@cuanschutz.edu organization: Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado Anschutz Medical Campus – sequence: 2 givenname: Jasmine surname: Chaij fullname: Chaij, Jasmine organization: Department of Pediatric Plastic & Reconstructive Surgery, Children’s Hospital Colorado – sequence: 3 givenname: Marius George surname: Linguraru fullname: Linguraru, Marius George organization: Sheikh Zayed Institute for Pediatric Surgical Innovation, Children’s National Hospital, Departments of Radiology and Pediatrics, George Washington University School of Medicine and Health Sciences – sequence: 4 givenname: Brooke surname: French fullname: French, Brooke organization: Department of Pediatric Plastic & Reconstructive Surgery, Children’s Hospital Colorado, Department of Surgery, University of Colorado Anschutz Medical Campus School of Medicine – sequence: 5 givenname: Robert surname: Keating fullname: Keating, Robert organization: Department of Neurosurgery, Children’s National Hospital – sequence: 6 givenname: Allyson L. surname: Alexander fullname: Alexander, Allyson L. organization: Department of Neurosurgery, University of Colorado Anschutz Medical Campus School of Medicine, Department of Pediatric Neurosurgery, Children’s Hospital Colorado – sequence: 7 givenname: Antonio R. surname: Porras fullname: Porras, Antonio R. email: antonio.porras@cuanschutz.edu organization: Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado Anschutz Medical Campus, Department of Pediatric Plastic & Reconstructive Surgery, Children’s Hospital Colorado, Department of Surgery, University of Colorado Anschutz Medical Campus School of Medicine, Department of Pediatric Neurosurgery, Children’s Hospital Colorado, Departments of Pediatrics and Biomedical Informatics, School of Medicine, University of Colorado Anschutz Medical Campus |
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Keywords | Head CT image Cranial bone anomalies Pediatric chronic increased intracranial pressure |
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The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We... The diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We aimed... PurposeThe diagnosis of chronic increased intracranial pressure (IIP)is often based on subjective evaluation or clinical metrics with low predictive value. We... |
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SubjectTerms | Birth defects Bone density Bone mineral density Computed tomography Craniosynostosis Image processing Image resolution Imaging Intracranial pressure Medical imaging Medicine Medicine & Public Health Neurology Neuroradiology Neurosciences Neurosurgery Paediatric Neuroradiology Patients Pediatrics Radiology Skull Statistical methods Thickness |
Title | Cranial bone thickness and density anomalies quantified from CT images can identify chronic increased intracranial pressure |
URI | https://link.springer.com/article/10.1007/s00234-024-03393-0 https://www.ncbi.nlm.nih.gov/pubmed/38871879 https://www.proquest.com/docview/3109522670 https://www.proquest.com/docview/3068759344 https://pubmed.ncbi.nlm.nih.gov/PMC11424726 |
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