Abstract
Background and purpose
Intracranial tumours in children can exhibit different characteristics compared to those in adults. Understanding the microstructural changes in the contralateral normal-appearing white matter (NAWM) in children with primary intracranial masses is essential for optimizing treatment strategies. This study aimed to investigate the apparent diffusion coefficient (ADC) changes in contralateral NAWM using fully automated methods and deep learning algorithms.
Methods
We included 22 paediatric patients with primary supratentorial intracranial masses (23% high-grade) in the study. ADC values of the contralateral NAWM in the patient group were compared to those of a control group. Deep learning algorithms were utilized to analyse diffusion changes in NAWM.
Results
The mean ADC values of contralateral NAWM in the patient group were 0.80 ± 0.03 × 10−3 mm2/s, while the control group had a mean ADC value of 0.81 ± 0.03 × 10−3 mm2/s. There was no statistically significant difference between the groups (p = 0.39). Our findings indicate that there are no significant diffusion changes in the contralateral white matter of children with supratentorial intracranial masses.
Conclusion
Primary supratentorial intracranial masses in children do not cause microstructural changes in contralateral normal-appearing white matter. This could be attributed to the less infiltrative nature and different biochemical profile of these tumour groups in the paediatric population. Further studies using advanced imaging techniques could provide additional insights into the distinct characteristics of paediatric intracranial tumours and improve patient management.
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Data availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
Ostrom QT et al (2022) CBTRUS statistical report: pediatric brain tumor foundation childhood and adolescent primary brain and other central nervous system tumors diagnosed in the United States in 2014–2018. Neuro Oncol 24(3):iii1–iii38. https://doi.org/10.1093/neuonc/noac161
Ward E, DeSantis C, Robbins A, Kohler B (2014) Jemal A (2014) Childhood and adolescent cancer statistics. CA Cancer J Clin 64(2):83–103. https://doi.org/10.3322/caac.21219
Sahm F et al (2012) Addressing diffuse glioma as a systemic brain disease with single-cell analysis. Arch Neurol 69(4):523–526. https://doi.org/10.1001/archneurol.2011.2910
Hanif F, Muzaffar K, Perveen K, Malhi SM, Simjee SU (2017) Glioblastoma multiforme: a review of its epidemiology and pathogenesis through clinical presentation and treatment. Asian Pacific J Cancer Prevention: APJCP 18(1):3–9. https://doi.org/10.22034/APJCP.2017.18.1.3
Kallenberg K et al (2014) Abnormalities in the normal appearing white matter of the cerebral hemisphere contralateral to a malignant brain tumor detected by diffusion tensor imaging. Folia Neuropathol 52(3):226–233. https://doi.org/10.5114/fn.2014.45563
Inglese M, Brown S, Johnson G, Law M, Knopp E, Gonen O (2006) Whole-brain N-acetylaspartate spectroscopy and diffusion tensor imaging in patients with newly diagnosed gliomas: a preliminary study. AJNR Am J Neuroradiol 27(10):2137–2140
Cheng Y, Zhang S, Ding M, Pang JC-S, Zheng J, Poon W (1999) Genetic alterations in pediatric high-grade astrocytomas
Mistry M et al (2015) BRAF mutation and CDKN2A deletion define a clinically distinct subgroup of childhood secondary high-grade glioma. J Clin Oncol 33(9):1015–1022. https://doi.org/10.1200/JCO.2014.58.3922
Baliyan V, Das CJ, Sharma R, Gupta AK (2016) Diffusion weighted imaging: technique and applications. World J Radiol 8(9):785. https://doi.org/10.4329/wjr.v8.i9.785
Al-Sharydah AM et al (2019) Can apparent diffusion coefficient values help distinguish between different types of pediatric brain tumors? Eur J Radiol Open 6:49–55. https://doi.org/10.1016/j.ejro.2018.12.004
Horváth A et al (2016) Increased diffusion in the normal appearing white matter of brain tumor patients: is this just tumor infiltration? J Neurooncol 127(1):83–90. https://doi.org/10.1007/s11060-015-2011-y
Cuschieri S (2019) The STROBE guidelines. Saudi J Anaesthesia 13(5). Wolters Kluwer Medknow Publications, pp. S31–S34. https://doi.org/10.4103/sja.SJA_543_18
Mukherjee P et al (2001) Normal brain maturation during childhood: developmental trends characterized with diffusion-tensor MR imaging. Radiology 221(2):349–358. https://doi.org/10.1148/radiol.2212001702
Jenkinson M, Beckmann CF, Behrens TEJ, Woolrich MW, Smith SM (2012) FSL. Neuroimage 62(2):782–790. https://doi.org/10.1016/j.neuroimage.2011.09.015
Fischl B (2012) FreeSurfer NeuroImage 62(2):774–781. https://doi.org/10.1016/j.neuroimage.2012.01.021
Billot B et al (2023) SynthSeg: segmentation of brain MRI scans of any contrast and resolution without retraining. Med Image Anal 86. https://doi.org/10.1016/j.media.2023.102789
Yushkevich PA, Piven J, Hazlett HC, Smith RG, Ho S, Gee JC, Gerig G (2006) User-guided 3D active contour segmentation of anatomical structures: significantly improved efficiency and reliability. Neuroimage 31(3):1116–1128. https://doi.org/10.1016/j.neuroimage.2006.01.015
Fonov V, Evans AC, Botteron K, Almli CR, McKinstry RC, Collins DL (2011) Unbiased average age-appropriate atlases for pediatric studies. Neuroimage 54(1):313–327. https://doi.org/10.1016/j.neuroimage.2010.07.033
Mabbott DJ, Noseworthy MD, Bouffet E, Rockel C, Laughlin S (2006) Diffusion tensor imaging of white matter after cranial radiation in children for medulloblastoma: Correlation with IQ. Neuro Oncol 8(3):244–252. https://doi.org/10.1215/15228517-2006-002
Ravn S, Holmberg M, Sorensen P, Frokjær JB, Carl J (2013) Differences in supratentorial white matter diffusion after radiotherapy-new biomarker of normal brain tissue damage? Acta Oncol (Madr) 52(7):1314–1319. https://doi.org/10.3109/0284186X.2013.812797
Wang X, Zhou C, Wang Y, Wang L (2022) Microstructural changes of white matter fiber tracts induced by insular glioma revealed by tract-based spatial statistics and automatic fiber quantification. Sci Rep 12(1). https://doi.org/10.1038/s41598-022-06634-5
Zhang H, Zhou C, Zhu Q, Li T, Wang Y, Wang L (2022) Characteristics of microstructural changes associated with glioma related epilepsy: a diffusion tensor imaging (DTI) study. Brain Sci 12(9). https://doi.org/10.3390/brainsci12091169
Tsai JC, Teng LJ, Chen CT, Hong TM, Goldman CK, Gillespie GY (2003) Protein kinase C mediates induced secretion of vascular endothelial growth factor by human glioma cells. Biochem Biophys Res Commun 309(4):952–960. https://doi.org/10.1016/j.bbrc.2003.08.106
Kallenberg K et al (2016) Biexponential diffusion alterations in the normal-appearing white matter of glioma patients might indicate the presence of global vasogenic edema. J Magnet Resonance Imaging 44(3):633–641. https://doi.org/10.1002/jmri.25202
Gururangan S et al (2010) Lack of efficacy of bevacizumab plus irinotecan in children with recurrent malignant glioma and diffuse brainstem glioma: a pediatric brain tumor consortium study. J Clin Oncol 28(18):3069–3075. https://doi.org/10.1200/JCO.2009.26.8789
Qaddoumi I, Sultan I, Gajjar A (2009) Outcome and prognostic features in pediatric gliomas: a review of 6212 cases from the surveillance, epidemiology, and end results database. Cancer 115(24):5761–5770. https://doi.org/10.1002/cncr.24663
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Barış Genç: project development, data collection, data analysis and manuscript writing/editing. Semra Delibalta: project development and data collection. Kerim Aslan: data collection, data analysis and manuscript editing. Meltem Necibe Ceyhan Bilgici: project development, data collection and manuscript editing.
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Genç, B., Delibalta, S., Aslan, K. et al. Paediatric supratentorial tumours do not cause microstructural alterations in contralateral white matter: a preliminary study. Childs Nerv Syst 40, 41–46 (2024). https://doi.org/10.1007/s00381-023-06083-z
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DOI: https://doi.org/10.1007/s00381-023-06083-z