1.A multi-scale supervision and residual feedback optimization algorithm for improving optic chiasm and optic nerve segmentation accuracy in nasopharyngeal carcinoma CT images.
Jinyu LIU ; Shujun LIANG ; Yu ZHANG
Journal of Southern Medical University 2025;45(3):632-642
OBJECTIVES:
We propose a novel deep learning segmentation algorithm (DSRF) based on multi-scale supervision and residual feedback strategy for precise segmentation of the optic chiasm and optic nerves in CT images of nasopharyngeal carcinoma (NPC) patients.
METHODS:
We collected 212 NPC CT images and their ground truth labels from SegRap2023, StructSeg2019 and HaN-Seg2023 datasets. Based on a hybrid pooling strategy, we designed a decoder (HPS) to reduce small organ feature loss during pooling in convolutional neural networks. This decoder uses adaptive and average pooling to refine high-level semantic features, which are integrated with primary semantic features to enable network learning of finer feature details. We employed multi-scale deep supervision layers to learn rich multi-scale and multi-level semantic features under deep supervision, thereby enhancing boundary identification of the optic chiasm and optic nerves. A residual feedback module that enables multiple iterations of the network was designed for contrast enhancement of the optic chiasm and optic nerves in CT images by utilizing information from fuzzy boundaries and easily confused regions to iteratively refine segmentation results under supervision. The entire segmentation framework was optimized with the loss from each iteration to enhance segmentation accuracy and boundary clarity. Ablation experiments and comparative experiments were conducted to evaluate the effectiveness of each component and the performance of the proposed model.
RESULTS:
The DSRF algorithm could effectively enhance feature representation of small organs to achieve accurate segmentation of the optic chiasm and optic nerves with an average DSC of 0.837 and an ASSD of 0.351. Ablation experiments further verified the contributions of each component in the DSRF method.
CONCLUSIONS
The proposed deep learning segmentation algorithm can effectively enhance feature representation to achieve accurate segmentation of the optic chiasm and optic nerves in CT images of NPC.
Humans
;
Tomography, X-Ray Computed/methods*
;
Optic Chiasm/diagnostic imaging*
;
Optic Nerve/diagnostic imaging*
;
Algorithms
;
Nasopharyngeal Carcinoma
;
Deep Learning
;
Nasopharyngeal Neoplasms/diagnostic imaging*
;
Neural Networks, Computer
;
Image Processing, Computer-Assisted/methods*
2.Surgical resection and postoperative chemotherapy for optic nerve glioma with intracranial extension in a 10-year-old male: A long-term follow-up case report.
Jo Anne HERNANDEZ-TAN ; Karen B. REYES ; Neiman Vincent BARGAS ; Benedict ESTOLANO
Philippine Journal of Ophthalmology 2025;50(2):112-116
OBJECTIVE
To present a long-term follow-up report of a 10-year-old male with optic nerve glioma who underwent surgical removal and postoperative chemotherapy.
METHODSCase report.
RESULTSA 10-year-old Filipino boy was referred to a tertiary institution for a five-year history of progressive right eye proptosis with vision loss. Pertinent findings included right eye proptosis, lagophthalmos, and limited elevation and adduction. He also had several hyperpigmented lesions on the abdomen and upper torso. Vision on the right was no light perception, with a relative afferent pupillary defect, exposure keratopathy, and optic nerve pallor. Vision on the left eye was 20/20 with a temporal visual field defect. Cranial and orbital computed tomography (CT) scan showed a circumscribed enhancing mass within the right intraconal space with widened right optic nerve canal. Additional magnetic resonance imaging (MRI) revealed a heterogeneously enhancing mass diffusely involving the intraorbital and intracanalicular segments of the right optic nerve suspicious for optic nerve glioma. He underwent excision of the orbital portion of the mass via lateral orbitotomy. Histopathology showed pilocytic astrocytoma. Eight cycles of chemotherapy with carboplatin and vincristine was completed. Significant improvement of globe position and resolution of ocular exposure was achieved postoperatively with residual right ptosis. These findings remained stable at six years after treatment.
CONCLUSIONOptic nerve gliomas with intracanalicular and chiasmal extension can be managed with surgical removal of the orbital component and postoperative chemotherapy. This can result in improvement of proptosis and long-term remission.
Human ; Male ; Child: 6-12 Yrs Old ; Optic Nerve Glioma ; Neurofibromatosis 1 ; Pilocytic Astrocytoma ; Astrocytoma ; Chemotherapy ; Drug Therapy
3.Angioleiomyoma in the Orbital Apex: A Case Report
Boeun LEE ; Soo Jeong PARK ; Ju Hyung MOON ; Se Hoon KIM ; Jong Hee CHANG ; Sun Ho KIM ; Eui Hyun KIM
Brain Tumor Research and Treatment 2019;7(2):156-159
A 56-year woman presented eyeball pain and blurred vision. MRI revealed a small well-delineated solid tumor in the apex of right orbit with optic nerve compression. Intraoperatively, the tumor was found very fibrous, hypervascular and adhesive to surrounding structures. The tumor was completely removed with the combination of endoscopic and microscopic technique. Patient experienced transient oculomotor nerve palsy, which completely recovered 3 months after surgery. Herein we report a rare case of angioleiomyoma in the orbital apex.
Adhesives
;
Angiomyoma
;
Endoscopy
;
Female
;
Humans
;
Magnetic Resonance Imaging
;
Oculomotor Nerve Diseases
;
Optic Nerve
;
Orbit
;
Orbital Neoplasms
4.Rapid progression from trochlear nerve palsy to orbital apex syndrome as an initial presentation of advanced gastric cancer
Eunjung KONG ; Sung Ae KOH ; Won Jae KIM
Yeungnam University Journal of Medicine 2019;36(2):159-162
The most cases with orbital metastases have been reported in patients with a prior established diagnosis of cancer and widespread systemic involvement. However, ocular symptoms can be developed as an initial presentation of cancer in patients without cancer history. We report a case of rapid progression from trochlear nerve palsy to orbital apex syndrome as an initial presentation of advanced gastric cancer.
Diagnosis
;
Diplopia
;
Humans
;
Neoplasm Metastasis
;
Optic Nerve Diseases
;
Orbit
;
Stomach Neoplasms
;
Trochlear Nerve Diseases
;
Trochlear Nerve
5.Effect of bevacizumab in treatment of children with optic pathway glioma.
Wan-Shui WU ; Jing-Jing LIU ; Yan-Ling SUN ; Shu-Xu DU ; Chun-De LI ; Miao LI ; Si-Qi REN ; Jin ZHANG ; Xiao-Jun GONG ; Li-Ming SUN
Chinese Journal of Contemporary Pediatrics 2019;21(12):1193-1197
OBJECTIVE:
To investigate the effect of bevacizumab in the treatment of children with optic pathway glioma (OPG).
METHODS:
A retrospective analysis was performed for the clinical data of 30 children with OPG who underwent chemotherapy. According to whether bevacizumab was used, they were divided into conventional chemotherapy (carboplatin, vincristine and etoposide) group with 12 children and combined chemotherapy (bevacizumab, carboplatin, vincristine and etoposide) group with 18 children. The children were followed up to 6 months after chemotherapy, and the two groups were compared in terms of visual acuity and tumor size before and after chemotherapy and adverse reactions during chemotherapy.
RESULTS:
The combined chemotherapy group had a significantly higher proportion of children achieving tumor regression than the conventional chemotherapy group (P<0.05), while there were no significant differences between the two groups in the proportion of children with improved visual acuity or adverse reactions (P>0.05). No chemotherapy-related death was observed in either group.
CONCLUSIONS
Bevacizumab combined with conventional chemotherapy can effectively reduce tumor size. Compared with conventional chemotherapy, such combination does not increase adverse reactions and can thus become a new direction for the treatment of OPG in children.
Antineoplastic Combined Chemotherapy Protocols
;
Bevacizumab
;
Carboplatin
;
Child
;
Humans
;
Optic Nerve Glioma
;
Retrospective Studies
;
Vincristine
6.A Novel c.6766_6767insAA Mutation in the Neurofibromin Gene in a Patient with Neurofibromatosis Type 1-Associated Glioblastoma.
Eun Hye YANG ; Young Mi KIM ; Kyung Joon KIM ; Seung Heon CHA ; Min Jung KWAK
Journal of the Korean Child Neurology Society 2018;26(3):175-179
Neurofibromatosis type 1 (NF-1) is an autosomal dominant neurocutaneous syndrome caused by mutations in the neurofibromin gene. NF-1 patients have a high risk of tumors, and optic glioma is the most commonly observed central nervous system tumor in these patients. However, glioblastoma is extremely rare in pediatric NF-1 patients. Here we report the discovery of a novel heterozygous c.6766_6767insAA (p.Ser2256Lysfs*4), pathogenic mutation in the neurofibromin gene in a 17-year-old boy with NF-1-associated glioblastoma.
Adolescent
;
Central Nervous System
;
Glioblastoma*
;
Humans
;
Male
;
Neurocutaneous Syndromes
;
Neurofibromatoses*
;
Neurofibromatosis 1
;
Neurofibromin 1*
;
Optic Nerve Glioma
7.Solitary Pigmented Plexiform Neurofibroma in Lower Eyelid: A Case Report.
Hyeon Jeong YOON ; Kyung Chul YOON ; Ga Eon KIM ; Won CHOI
Journal of the Korean Ophthalmological Society 2017;58(3):333-336
PURPOSE: Solitary plexiform neurofibroma of the eyelid without neurofibromatosis is a rare disease. We report a case of solitary plexiform pigmented neurofibroma of the eyelid without neurofibromatosis. CASE SUMMARY: A 12-year-old male visited our clinic with a painless palpable subcutaneous mass on the right lower eyelid. He had a history of Batter syndrome and attention deficit hyperactivity disorder. On initial presentation, clinical features regarding neurofibromatosis such as Lisch nodule, optic nerve glioma, or high myopia were not observed. We performed excision and biopsy of the lower lid mass under general anesthesia. Macroscopically, the tumor was 4.0 × 1.5 × 1.5 cm in size with irregular nodules. Microscopically, the tumor consisted of multiple, variably sized tortous enlarged nerve fascicles with clusters of pigmented cells. Immunohistochemical results revealed expression of S-100 protein. Pigmented cells express both S-100 and melan-A proteins, while nonpigmented cells express S-100 protein only. The tumor was finally diagnosed as plexiform pigmented neurofibroma. Dermatological evaluation revealed no evidence of systemic neurofibromatosis. CONCLUSIONS: Plexiform neurofibroma should be considered in the differential diagnosis of an eyelid mass, even if the patient does not have a history or clinical features of neurofibromatosis. Plexiform neurofibroma can be successfully managed with surgical excision.
Anesthesia, General
;
Attention Deficit Disorder with Hyperactivity
;
Biopsy
;
Child
;
Diagnosis, Differential
;
Eyelids*
;
Humans
;
Male
;
MART-1 Antigen
;
Myopia
;
Neurofibroma
;
Neurofibroma, Plexiform*
;
Neurofibromatoses
;
Neurofibromatosis 1
;
Optic Nerve Glioma
;
Rare Diseases
;
S100 Proteins
8.An Unusual Case of Orbital Inflammation Preceding Herpes Zoster Ophthalmicus.
Journal of the Korean Ophthalmological Society 2017;58(9):1099-1105
PURPOSE: To present a case of orbital inflammation and optic perineuritis preceding vesicular eruption in herpes zoster ophthalmicus(HZO). CASE SUMMARY: An 84-year-old woman with a history of gall bladder cancer and hypertension complained of left periorbital erythematous edema and discomfort. On examination, visual acuity was 20/25 bilaterally; no tenderness, proptosis or ophthalmoplegia was observed. Pupils were equal, round, and reactive to light without relative afferent pupillary defects. Slit-lamp examination revealed severe conjunctival injection and chemosis without keratitis or uveitis. The remainder of the ocular examination was unremarkable. Magnetic resonance imaging confirmed left-sided preseptal swelling with an enlarged left lacrimal gland, high signal intensity of the retrobulbar fat and optic nerve sheath. Systemic antibiotic therapy with steroids was started under a presumed diagnosis of idiopathic orbital inflammatory disease, but the clinical presentation was unresolved. After 2 days, vesicular lesions confined to the first division of the trigeminal nerve and pseudodendritic keratitis developed on the left side leading to a diagnosis of HZO. Treatment with acyclovir immediately resolved anterior segment inflammation and periorbital edema. While on therapy, visual acuity deteriorated to 20/125 and the pupil became dilated and unresponsive to light over a few days. All signs and symptoms of acute orbitopathy and postherpetic neuralgia had resolved 3 months later with the exception of pupil abnormality and visual acuity. CONCLUSIONS: HZO may present with symptoms and signs of orbital inflammation and optic perineuritis even in the absence of a vesicular rash. Thus, HZO should be considered in the differential diagnosis of unexplained acute orbital syndromes.
Acyclovir
;
Aged, 80 and over
;
Dacryocystitis
;
Diagnosis
;
Diagnosis, Differential
;
Edema
;
Exanthema
;
Exophthalmos
;
Female
;
Gallbladder Neoplasms
;
Herpes Zoster Ophthalmicus*
;
Herpes Zoster*
;
Humans
;
Hypertension
;
Inflammation*
;
Keratitis
;
Lacrimal Apparatus
;
Magnetic Resonance Imaging
;
Neuralgia, Postherpetic
;
Ophthalmoplegia
;
Optic Nerve
;
Orbit*
;
Pupil
;
Pupil Disorders
;
Steroids
;
Trigeminal Nerve
;
Uveitis
;
Visual Acuity
9.Massive Calcified Cerebellar Pilocytic Astrocytoma with Rapid Recurrence : A Rare Case.
Fatih AYDEMIR ; Ozgur KARDES ; Fazilet KAYASELÇUK ; Kadir TUFAN
Journal of Korean Neurosurgical Society 2016;59(5):533-536
Pilocytic astrocytomas (PAs) are World Heath Organization Grade I tumors and are most common in children. PA calcification is not a common finding and has been reported more frequently in the optic nerve, hypothalamic/thalamus and superficially located cerebral tumors. We present a cerebellar PA in a 3-year-old male patient with cystic components and massive calcification areas. The residual tumor grew rapidly after the first operation, and the patient was operated on again. A histopathological examination revealed polar spongioblastoma-like cells. Massive calcification is not a common feature in PAs and can lead to difficulties in radiological and pathological differential diagnoses.
Astrocytoma*
;
Child
;
Child, Preschool
;
Diagnosis, Differential
;
Humans
;
Male
;
Neoplasm, Residual
;
Neoplasms, Neuroepithelial
;
Optic Nerve
;
Recurrence*
10.Expanded Endoscopic Transnasal Approach to the Chordoid Glioma of the Third Ventricle : The First Case Ever Reported.
Mehdi ZEINALIZADEH ; Seyed Mousa SADREHOSSEINI ; Keyvan TAYEBI MEYBODI ; Ali Heidari SHARIFABADI
Journal of Korean Neurosurgical Society 2016;59(6):643-646
Chordoid glioma of the third ventricle is a rare and challenging tumor to surgery because of its unique anatomical location and its close juxtaposition to the neurovascular structures and hypothalamus. The authors report a case of chordoid glioma of the third ventricle in a 43-year-old woman, who presented with headache and somnolence. The tumor was approached by endoscopic transnasal technique with a favorable result. Histopathologic examination disclosed a neoplastic tissue composed of eosinophilic epithelioid cells, mucinous, periodic acid Schiff-diastase positive, extracellular matrix, and scattered lymphoplasmacytic infiltrates. The best treatment option remains controversial. Customarily, the surgical route to remove chordoid glioma is transcranial; however, the undersurface of the optic chiasm and optic nerves preclude an adequate surgical visualization. In contrast, an expanded endoscopic transnasal approach provides a direct midline corridor to this region without any brain retraction.
Adult
;
Brain
;
Eosinophils
;
Epithelioid Cells
;
Extracellular Matrix
;
Female
;
Glioma*
;
Headache
;
Humans
;
Hypothalamus
;
Mucins
;
Optic Chiasm
;
Optic Nerve
;
Periodic Acid
;
Third Ventricle*


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