scholarly journals DINs: Deep Interactive Networks for Neurofibroma Segmentation in Neurofibromatosis Type 1 on Whole-Body MRI

Author(s):  
Jian-Wei Zhang ◽  
Wei Chen ◽  
Kien-Ninh Ina Ly ◽  
Xubin Zhang ◽  
Fan Yan ◽  
...  
2019 ◽  
Vol 21 (Supplement_6) ◽  
pp. vi176-vi176
Author(s):  
Ina Ly ◽  
Raquel Thalheimer ◽  
Wenli Cai ◽  
Miriam Bredella ◽  
Vanessa Merker ◽  
...  

Abstract BACKGROUND Neurofibromas affect 40–50% of neurofibromatosis type 1 (NF1) patients and can cause significant morbidity and mortality. They grow more rapidly during childhood and adolescence but studies in adults are limited by their retrospective nature and follow-up time < 3 years. The long-term natural history of neurofibromas remains unknown. No guidelines exist on the need and frequency of surveillance imaging for patients. Whole-body MRI (WBMRI) can detect whole-body tumor burden, including internal neurofibromas. METHODS 17 adult NF1 patients who underwent WBMRI between 2007–2010 (Scan 1) underwent repeat WBMRI between 2018–2019 (Scan 2). Internal neurofibromas were segmented on short tau inversion recovery (STIR) sequences and tumor volume was calculated using a computerized volumetry and three-dimensional segmentation software. Circumscribed tumors were defined as discrete; invasive tumors or those involving multiple nerves were defined as plexiform. Tumor growth and shrinkage were defined as volume change ≥ 20% over the entire study period. RESULTS Median patient age was 43 years during Scan 1 and 53 years during Scan 2. Median time between Scan 1 and 2 was 9 years. A total of 140 neurofibromas were assessed. 24% of tumors grew by a median 63% (6.8% per year). 54% of tumors spontaneously decreased in volume by a median 60% (7% per year) without treatment. On a per-patient basis, 18% of patients had overall tumor growth and 41% overall tumor shrinkage. 8 new tumors developed in 7 patients. 16 tumors resolved entirely without medical or surgical intervention. Growth behavior did not correlate with discrete or plexiform morphology. CONCLUSION A subset of internal neurofibromas in adult NF1 patients grow significantly over a long-term period, suggesting that continued monitoring of these patients may be warranted. Surprisingly, more than half of neurofibromas shrink spontaneously without intervention. Continued patient enrollment and correlation of imaging findings with functional outcomes are underway.


2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Lennart Well ◽  
Anna Careddu ◽  
Maria Stark ◽  
Said Farschtschi ◽  
Peter Bannas ◽  
...  

2009 ◽  
Vol 69 (2) ◽  
pp. 236-242 ◽  
Author(s):  
S.F.L. Van Meerbeeck ◽  
K.L. Verstraete ◽  
S. Janssens ◽  
G. Mortier

2012 ◽  
Vol 19 (6) ◽  
pp. 817-825 ◽  
Author(s):  
Maya B Lodish ◽  
Urania Dagalakis ◽  
Ninet Sinaii ◽  
Ethan Bornstein ◽  
AeRang Kim ◽  
...  

Concern for impaired bone health in children with neurofibromatosis type 1 (NF-1) has led to increased interest in bone densitometry in this population. Our study assessed bone mineral apparent density (BMAD) and whole-body bone mineral content (BMC)/height in pediatric patients with NF-1 with a high plexiform neurofibroma burden. Sixty-nine patients with NF-1 (age range 5.2–24.8; mean 13.7±4.8 years) were studied. Hologic dual-energy X-ray absorptiometry scans (Hologic, Inc., Bedford, MA, USA) were performed on all patients. BMD was normalized to derive a reference volume by correcting for height through the use of the BMAD, as well as the BMC. BMAD of the lumbar spine (LS 2–4), femoral neck (FN), and total body BMC/height were measured and Z-scores were calculated. Impaired bone mineral density was defined as a Z-score ≤−2. Forty-seven percent of patients exhibited impaired bone mineral density at any bone site, with 36% at the LS, 18% at the FN, and 20% total BMC/height. BMAD Z-scores of the LS (−1.60±1.26) were more impaired compared with both the FN (−0.54±1.58; P=0.0003) and the whole-body BMC/height Z-scores (−1.16±0.90; P=0.036). Plexiform neurofibroma burden was negatively correlated with LS BMAD (rs=−0.36, P=0.01). In pediatric and young adult patients with NF-1, LS BMAD was more severely affected than the FN BMAD or whole-body BMC/height.


PLoS ONE ◽  
2015 ◽  
Vol 10 (12) ◽  
pp. e0143305 ◽  
Author(s):  
Johannes Salamon ◽  
László Papp ◽  
Zoltán Tóth ◽  
Azien Laqmani ◽  
Ivayla Apostolova ◽  
...  

2013 ◽  
Vol 38 (1) ◽  
pp. e19-e25 ◽  
Author(s):  
Thorsten Derlin ◽  
Katharina Tornquist ◽  
Silvia Münster ◽  
Ivayla Apostolova ◽  
Christian Hagel ◽  
...  

2009 ◽  
Vol 33 (4) ◽  
pp. 333
Author(s):  
S.F.L. Van Meerbeeck ◽  
K.L. Verstraete ◽  
S. Janssens ◽  
G. Mortier

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