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Zhang Z, Wang J, Shi Y, Zhao Y, Hu Y, Wang W, Chen Z. Progress in investigating pituitary stalk lesions: A review. Medicine (Baltimore) 2025; 104:e41232. [PMID: 39792770 PMCID: PMC11729155 DOI: 10.1097/md.0000000000041232] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2024] [Accepted: 11/07/2024] [Indexed: 01/12/2025] Open
Abstract
Pituitary stalk lesions are uncommon and are typically identified through pituitary magnetic resonance imaging and screening for causes of diabetes insipidus. Recent literature indicates that pituitary stalk lesions primarily manifest as pituitary stalk interruption syndrome and thickening of the pituitary stalk. The etiology of these lesions is complex and can be divided into major categories: congenital disorders, inflammatory or infectious diseases, and tumors. Therefore, achieving accurate diagnosis, differential diagnosis, and treatment for pituitary stalk lesions is crucial. This article aims to classify pituitary stalk lesions and delve into the latest research on their etiology, pathological mechanisms, clinical manifestations, diagnosis, and treatment of associated diseases.
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Affiliation(s)
- Zaidong Zhang
- Department of Hepatobiliary Surgery, Affiliated Hospital of Jining Medical University, Jining, Shandong, P.R. China
| | - Jinlin Wang
- Department of Clinical Medicine, Jining Medical University, Jining, Shandong, P.R. China
| | - Yaru Shi
- Department of Clinical Medicine, Jining Medical University, Jining, Shandong, P.R. China
| | - Yahui Zhao
- Department of Clinical Medicine, Jining Medical University, Jining, Shandong, P.R. China
| | - Yanli Hu
- Department of Emergency Medicine, Linyi People’s Hospital, Linyi, Shandong, P.R. China
| | - Wentao Wang
- Department of Geriatrics, Taian Central Hospital, Taian, Shandong, P.R. China
| | - Zonglan Chen
- Department of Endocrinology and Metabolism, Affiliated Hospital of Jining Medical University, Jining, Shandong, P.R. China
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2
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Feng Y, Zhong L. Comparison of central diabetes insipidus (antidiuretic hormone deficiency) and stalk effect in patients with adamantinomatous and papillary craniopharyngioma. Acta Neurol Belg 2024; 124:1599-1604. [PMID: 38669000 DOI: 10.1007/s13760-024-02558-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Accepted: 04/07/2024] [Indexed: 12/05/2024]
Abstract
Craniopharyngioma (CP), a rare benign intracranial tumor, is still a major clinical challenge. There are two major histologic phenotypes: papillary CP (PCP) and adamantinomatous CP (ACP). This research aimed to assess the occurrence of central diabetes insipidus (antidiuretic hormone deficiency), the level of prolactin, and the stalk effect between PCP and ACP subtypes prior to and after surgery. Clinical data of CP patients before and after surgical resection of the tumor were analyzed retrospectively. These patients were divided into PCP and ACP groups, in accordance with the pathologic classification. The data of prolactin level, 24-h urinary volume, urine specific gravity and electrolyte status before and after surgery were evaluated in these two CP subtypes. A total of 86 CP patients were included, among which 28 patients were PCP and 58 were ACP. Compared to those prior to surgery, 24-h urine volume, serum sodium and serum chlorine concentrations were obviously increased, while prolactin and urine specific gravity were remarkably decreased in all the CP patients after surgery. Compared to those before operation, prolactin level and urine specific gravity were decreased, and 24-h urine volume, serum sodium and serum chlorine were elevated after operation in ACP patients. Moreover, after surgery, 24-h urine volume in PCP patients was higher than that in ACP group. The central diabetes insipidus in patients with CP was aggravated after surgical resection, especially in ACP patients. Moreover, the central diabetes insipidus of PCP subtype was more serious than that of ACP subtype.
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Affiliation(s)
- Ying Feng
- Department of Endocrinology, The Seventh Affiliated Hospital of Sun Yat-Sen University, Shenzhen, 518107, China
- Department of Endocrinology, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nansihuan West Road, Fengtai District, Beijing, 100070, China
| | - Liyong Zhong
- Department of Endocrinology, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nansihuan West Road, Fengtai District, Beijing, 100070, China.
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3
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Girepunje A, Hiwale KM, Agrawal AK, Naseri S, Paramba T. A Histopathological Journey Through Adamantinomatous Craniopharyngioma: A Case Report. Cureus 2024; 16:e65917. [PMID: 39221395 PMCID: PMC11364980 DOI: 10.7759/cureus.65917] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Accepted: 07/31/2024] [Indexed: 09/04/2024] Open
Abstract
Craniopharyngiomas are rare benign neoplasms of epithelial origin. Usually located in the sellar and suprasellar regions, they typically present with symptoms of mass effect, raised intracranial tension, or endocrinological aberrations. Atypical presentations without these symptoms often delay diagnosis and worsen patient prognostic outcome, while timely diagnosis without these symptoms is essential for patient beneficence. Below, we present a case of an adamantinomatous craniopharyngioma in a 50-year-old female with minimal and non-specific symptoms. Radiographic imagining reported the presence of a cystic lesion in the sellar, suprasellar, and parasellar regions before the surgical excision. The patient was informed and a decision was made to undergo surgical resection of the mass lesion. The postoperative histopathologic study confirmed the neoplasm to be an adamantinomatous craniopharyngioma.
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Affiliation(s)
- Ankit Girepunje
- Pathology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - K M Hiwale
- Pathology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Anil K Agrawal
- Pathology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Suhit Naseri
- Pathology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Tanisha Paramba
- Pharmacology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
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Calandrelli R, D’Apolito G, Martucci M, Giordano C, Schiarelli C, Marziali G, Varcasia G, Ausili Cefaro L, Chiloiro S, De Sanctis SA, Serioli S, Doglietto F, Gaudino S. Topography and Radiological Variables as Ancillary Parameters for Evaluating Tissue Adherence, Hypothalamic-Pituitary Dysfunction, and Recurrence in Craniopharyngioma: An Integrated Multidisciplinary Overview. Cancers (Basel) 2024; 16:2532. [PMID: 39061172 PMCID: PMC11275213 DOI: 10.3390/cancers16142532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 07/09/2024] [Accepted: 07/12/2024] [Indexed: 07/28/2024] Open
Abstract
Craniopharyngiomas continue to present a challenge in clinical practice due to their heterogeneity and unpredictable adherence to vital neurovascular structures, particularly the hypothalamus. This results in different degrees of hypothalamus-pituitary axis dysfunction and a lack of uniform consensus and treatment guidelines regarding optimal management. MRI and CT are complementary techniques in the preoperative diagnostic phase, enabling the precise definition of craniopharyngioma size, shape, and consistency, as well as guiding classification into histopathological subtypes and topographical categories. Meanwhile, MRI plays a crucial role in the immediate postoperative period and follow-up stages by identifying treatment-related changes and residual tumors. This pictorial essay aims to provide an overview of the role of imaging in identifying variables indicative of the adherence degree to the hypothalamus, hypothalamic-pituitary dysfunction, the extent of surgical excision, and prognosis. For a more comprehensive assessment, we choose to distinguish the following two scenarios: (1) the initial diagnosis phase, where we primarily discuss the role of radiological variables predictive of adhesions to the surrounding neurovascular structures and axis dysfunction which may influence the choice of surgical resection; (2) the early post-treatment follow-up phase, where we discuss the interpretation of treatment-related changes that impact outcomes.
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Affiliation(s)
- Rosalinda Calandrelli
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Gabriella D’Apolito
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Matia Martucci
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Carolina Giordano
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Chiara Schiarelli
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Giammaria Marziali
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Giuseppe Varcasia
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Luca Ausili Cefaro
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
| | - Sabrina Chiloiro
- Pituitary Unit, Division of Endocrinology and Metabolism, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (S.C.); (S.A.D.S.)
- Facoltà di Medicina e Chirurgia, Università Cattolica del Sacro Cuore, 20123 Rome, Italy;
| | - Simone Antonio De Sanctis
- Pituitary Unit, Division of Endocrinology and Metabolism, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (S.C.); (S.A.D.S.)
| | - Simona Serioli
- Division of Neurosurgery, Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, Spedali Civili of Brescia, University of Brescia, 25123 Brescia, Italy;
- Department of Neurosurgery Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy
| | - Francesco Doglietto
- Facoltà di Medicina e Chirurgia, Università Cattolica del Sacro Cuore, 20123 Rome, Italy;
- Department of Neurosurgery Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy
| | - Simona Gaudino
- Department of Imaging, Radiation Therapy and Hematology, Catholic University of the Sacred Heart, Fondazione Policlinico Universitario A. Gemelli IRCCS, 00168 Rome, Italy; (G.D.); (M.M.); (C.G.); (C.S.); (G.M.); (G.V.); (L.A.C.); (S.G.)
- Facoltà di Medicina e Chirurgia, Università Cattolica del Sacro Cuore, 20123 Rome, Italy;
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Zahid N, Enam SA, Mårtensson T, Azam I, Mushtaq N, Moochhala M, Javed F, Kausar F, Hasan A, Rehman L, Mughal MN, Altaf S, Kirmani S, Brown N. Predictors of neurocognition outcomes in children and young people with primary brain tumor presenting to tertiary care hospitals of Karachi, Pakistan: a prospective cohort study. Childs Nerv Syst 2024; 40:1707-1719. [PMID: 38363314 PMCID: PMC11111568 DOI: 10.1007/s00381-024-06306-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 01/28/2024] [Indexed: 02/17/2024]
Abstract
INTRODUCTION Primary brain tumors are a common cause of morbidity and mortality in children and young people (CYP) globally. Impaired neurocognitive function is a potential severe consequence in primary brain tumor (PBT) survivors. There are no in-depth studies from low- and middle-income countries (LMICs) to inform management and follow-up. The research questions of this study were as follows: Are the sociodemographic factors (lower age of CYP, female gender, low socioeconomic status, low parental education), disease-related factors (high grade of tumor, presence of seizures, presence of hydrocephalous), and treatment-related factors (adjuvant therapy, no surgical intervention, post-treatment seizures, placement of shunts) associated with decline in neurcognition outcomes 12 months post-treatment in CYP with PBTs? METHODS A prospective cohort study was conducted from November 2020 to July 2023 at the Aga Khan University Hospital and Jinnah Postgraduate Medical Centre, tertiary care hospitals in Karachi, Pakistan. All CYP aged 5 to 21 years with a newly diagnosed PBTs were eligible. The neurocognition assessment was undertaken by a psychologist at two points, i.e., pre-treatment and at 12 months post-treatment using validated tools. The verbal intelligence was assessed by Slosson Intelligence tool, revised 3rd edition (SIT-R3), perceptual reasoning by Raven's Progressive Matrices (RPM), and the Processing Speed Index by Wechsler Intelligence Scale (WISC V) and Wechsler Adult Intelligence Scale (WAIS-IV). The data were analyzed by STATA version 12 software. Generalized estimating equation (GEE) was used to determine the factors associated with the mean change in 12 months post-treatment verbal and non-verbal neurocognition scores. Unadjusted and adjusted beta coefficients with their 95% confidence intervals were reported. RESULTS A total of 48 CYPs with PBTs were enrolled, 23 (48%) of them were lost to follow-up and 10 (21%) died. The remaining 25 (52%) were reassessed 12 months after treatment. On multivariable analysis, a significant decline in verbal intelligence scores at 12 months was predicted by post-treatment seizures beta = - 20.8 (95% CI, - 38.2, - 3.4), mothers having no formal educational status and lower household monthly income. Similarly, a significant decline in perceptual reasoning scores was also predicted by post-treatment seizures beta = - 10.7 (95% CI, - 20.6, - 0.8), mothers having no formal education and having lower household monthly income. Worsening of processing speed scores at 12 months post-treatment were predicted by tumor histology, post-treatment seizures beta = - 33.9 (95% CI, - 47.7, - 20.0), lower educational status of the mother, and having lower household monthly. However, an improvement was seen in processing speed scores after surgical tumor resection. CONCLUSION In this novel study, the post-treatment mean change in verbal and non-verbal neurocognition scores was associated with sociodemographic, tumor, and treatment factors. These findings may have potential implications for targeted early psychological screening of higher risk CYP with PBTs. Identification of these predictors may serve as a foundation for developing more cost-effective treatment thereby alleviating the burden of neurocognitive morbidity. However to establish generalizability, future research should prioritize larger-scale, multicountry studies. (Trial registration: ClinicalTrials.gov Identifier: NCT05709522).
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Affiliation(s)
- Nida Zahid
- Department of Surgery, Aga Khan University, Karachi, Pakistan.
- Global Health and Migration Unit, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden.
| | - S Ather Enam
- Department of Surgery, Aga Khan University, Karachi, Pakistan
| | - Thomas Mårtensson
- Global Health and Migration Unit, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Iqbal Azam
- Department of Community Health Sciences, Aga Khan University, Karachi, Pakistan
| | - Naureen Mushtaq
- Department of Pediatric Oncology, Aga Khan University, Karachi, Pakistan
| | - Mariya Moochhala
- Department of Psychiatry, Aga Khan University, Karachi, Pakistan
| | - Farrukh Javed
- Department of Neurosurgery, Jinnah Postgraduate Medical Centre, Karachi, Pakistan
| | - Faiza Kausar
- Department of Surgery, Aga Khan University, Karachi, Pakistan
| | - Aneesa Hasan
- Department of Surgery, Aga Khan University, Karachi, Pakistan
| | - Lal Rehman
- Department of Neurosurgery, Jinnah Postgraduate Medical Centre, Karachi, Pakistan
| | - M Nouman Mughal
- Department of Surgery, Aga Khan University, Karachi, Pakistan
| | - Sadaf Altaf
- Department of Pediatric Oncology, Aga Khan University, Karachi, Pakistan
| | - Salman Kirmani
- Division of Women & Child Health, Aga Khan University, Karachi, Pakistan
| | - Nick Brown
- Global Health and Migration Unit, Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden.
- Department of Pediatrics, Aga Khan University, Karachi, Pakistan.
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Dias SF, Richards O, Elliot M, Chumas P. Pediatric-Like Brain Tumors in Adults. Adv Tech Stand Neurosurg 2024; 50:147-183. [PMID: 38592530 DOI: 10.1007/978-3-031-53578-9_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/10/2024]
Abstract
Pediatric brain tumors are different to those found in adults in pathological type, anatomical site, molecular signature, and probable tumor drivers. Although these tumors usually occur in childhood, they also rarely present in adult patients, either as a de novo diagnosis or as a delayed recurrence of a pediatric tumor in the setting of a patient that has transitioned into adult services.Due to the rarity of pediatric-like tumors in adults, the literature on these tumor types in adults is often limited to small case series, and treatment decisions are often based on the management plans taken from pediatric studies. However, the biology of these tumors is often different from the same tumors found in children. Likewise, adult patients are often unable to tolerate the side effects of the aggressive treatments used in children-for which there is little or no evidence of efficacy in adults. In this chapter, we review the literature and summarize the clinical, pathological, molecular profile, and response to treatment for the following pediatric tumor types-medulloblastoma, ependymoma, craniopharyngioma, pilocytic astrocytoma, subependymal giant cell astrocytoma, germ cell tumors, choroid plexus tumors, midline glioma, and pleomorphic xanthoastrocytoma-with emphasis on the differences to the adult population.
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Affiliation(s)
- Sandra Fernandes Dias
- Department of Neurosurgery, Leeds Teaching Hospitals NHS Trust, Leeds, UK
- Division of Pediatric Neurosurgery, University Children's Hospital of Zurich - Eleonor Foundation, Zurich, Switzerland
| | - Oliver Richards
- Department of Neurosurgery, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Martin Elliot
- Department of Paediatric Oncology and Haematology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Paul Chumas
- Department of Neurosurgery, Leeds Teaching Hospitals NHS Trust, Leeds, UK.
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Salmon MK, Kshirsagar RS, Eide JG. Craniopharyngioma surgery for rhinologists. Curr Opin Otolaryngol Head Neck Surg 2023; 31:45-52. [PMID: 36730658 DOI: 10.1097/moo.0000000000000856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
PURPOSE OF REVIEW Craniopharyngiomas are rare tumors that that present with loss of pituitary function in most cases. They present in a bimodal age distribution and the most common treatment paradigms include gross total resection or subtotal resection followed by radiation. Endoscopic transnasal access to intradural tumors has become increasingly common due to improvements in equipment, increased familiarity with the surgical corridor and anatomy, and reconstruction techniques. As such, rhinologists play an increasingly important role in the management of craniopharyngiomas. RECENT FINDINGS Recent years have highlighted our growing experience with pediatric endonasal skull base surgery. Prior concerns including sphenoid pneumatization, midfacial growth restrictions, and intercarotid space limitations have been studied more extensively. It has been found that there are no increased complications with lack of sphenoid pneumatization, no changes to midfacial growth with endonasal techniques, and the inter-carotid distance is stable after around age 5. Advances in surgical and skull base reconstruction techniques and intraoperative monitoring have reduced the risks of complications from surgery. SUMMARY Rhinologists play an important role in craniopharyngioma surgery. The approach to and reconstruction after tumor removal are vital portions of the procedure that allow for resection and prevent postsurgical complications.
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Affiliation(s)
- Mandy K Salmon
- Department of Otorhinolaryngology-Head and Neck Surgery, University of Pennsylvania, Perelman School of Medicine, Philadelphia, Pennsylvania
| | - Rijul S Kshirsagar
- Department of Head and Neck Surgery, Kaiser Permanente Redwood City Medical Center, Redwood City, California
| | - Jacob G Eide
- Department of Otolaryngology-Head and Neck Surgery, Henry Ford Health System, Detroit, Michigan, USA
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Risk Factor and Replacement Therapy Analysis of Pre- and Postoperative Endocrine Deficiencies for Craniopharyngioma. Cancers (Basel) 2023; 15:cancers15020340. [PMID: 36672290 PMCID: PMC9856947 DOI: 10.3390/cancers15020340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 12/25/2022] [Accepted: 01/01/2023] [Indexed: 01/06/2023] Open
Abstract
BACKGROUND Pituitary hormone deficiency (PHD) is one of the most common symptoms and postoperative complications of craniopharyngiomas (CPs). However, the risk factors for PHD in CPs are little known. The purpose of this study was to analyze the risk factors of pre- and postoperative PHD and to investigate replacement therapy for CP patients. METHODS A retrospective study of 126 patients diagnosed with CP was performed. Univariate analysis was performed using Pearson's chi-squared test or Fisher's exact test, and a multiple logistic binary regression model was used to identify the influencing factors of pre- and postoperative PHD in craniopharyngioma. RESULTS Children and patients with hypothalamic involvement were more likely to have preoperative PHD. Patients with suprasellar lesions had a high risk of postoperative PHD, and preoperative PHD was a risk factor for postoperative PHD. CONCLUSION Children have a high incidence of preoperative PHD. Preoperative PHD can serve as an independent risk factor for postoperative PHD. Preoperative panhypopituitarism can serve as an indication of pituitary stalk sacrifice during surgery. The management of replacement therapy for long-term postoperative endocrine hormone deficiency in patients with craniopharyngioma should be enhanced.
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Teng Y, Ran X, Chen B, Chen C, Xu J. Pathological Diagnosis of Adult Craniopharyngioma on MR Images: An Automated End-to-End Approach Based on Deep Neural Networks Requiring No Manual Segmentation. J Clin Med 2022; 11:jcm11247481. [PMID: 36556097 PMCID: PMC9782822 DOI: 10.3390/jcm11247481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 12/09/2022] [Accepted: 12/14/2022] [Indexed: 12/23/2022] Open
Abstract
PURPOSE The goal of this study was to develop end-to-end convolutional neural network (CNN) models that can noninvasively discriminate papillary craniopharyngioma (PCP) from adamantinomatous craniopharyngioma (ACP) on MR images requiring no manual segmentation. MATERIALS AND METHODS A total of 97 patients diagnosed with ACP or PCP were included. Pretreatment contrast-enhanced T1-weighted images were collected and used as the input of the CNNs. Six models were established based on six networks, including VGG16, ResNet18, ResNet50, ResNet101, DenseNet121, and DenseNet169. The area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity were used to assess the performances of these deep neural networks. A five-fold cross-validation was applied to evaluate the performances of the models. RESULTS The six networks yielded feasible performances, with area under the receiver operating characteristic curves (AUCs) of at least 0.78 for classification. The model based on Resnet50 achieved the highest AUC of 0.838 ± 0.062, with an accuracy of 0.757 ± 0.052, a sensitivity of 0.608 ± 0.198, and a specificity of 0.845 ± 0.034, respectively. Moreover, the results also indicated that the CNN method had a competitive performance compared to the radiomics-based method, which required manual segmentation for feature extraction and further feature selection. CONCLUSIONS MRI-based deep neural networks can noninvasively differentiate ACP from PCP to facilitate the personalized assessment of craniopharyngiomas.
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Affiliation(s)
- Yuen Teng
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu 610041, China
| | - Xiaoping Ran
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu 610041, China
- Department of Neurosurgery, Ziyang People’s Hospital, Ziyang 641300, China
| | - Boran Chen
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu 610041, China
| | - Chaoyue Chen
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu 610041, China
- Correspondence: (C.C.); (J.X.)
| | - Jianguo Xu
- Department of Neurosurgery, West China Hospital of Sichuan University, Chengdu 610041, China
- Correspondence: (C.C.); (J.X.)
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