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Zhao JP, Liu XJ, Lin HZ, Cui CX, Yue YJ, Gao S. MRI based radiomics nomogram for predict recurrence of non functioning pituitary macroadenomas post surgery. Sci Rep 2025; 15:12841. [PMID: 40229300 PMCID: PMC11997054 DOI: 10.1038/s41598-025-89907-z] [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] [Received: 12/29/2024] [Accepted: 02/10/2025] [Indexed: 04/16/2025] Open
Abstract
OBJECTIVE To establish and validate a comprehensive predictive model combining clinical data and radiomics features to improve the accuracy of predicting recurrence within five years after surgery in patients with non-functioning pituitary macroadenomas (NFMA). METHODS This retrospective study included 292 NFMA patients who underwent surgery between January 2012 and January 2018, with an additional 123 patients as an external test set. Clinical, pathological, and conventional imaging features were collected and analyzed using univariate and multivariate logistic regression to identify independent risk factors for postoperative recurrence. Radiomic features were extracted from preoperative T1-weighted (T1WI), T2-weighted (T2WI), and T1-enhanced images using 3D Slicer software. A radiomics prediction model was developed, and a combined model integrating clinical and radiomics features was established. The predictive performance of the models was evaluated using receiver operating characteristic (ROC) curves, calibration curves, and decision curve analysis (DCA). RESULTS The clinical model (Cli-score), radiomics model (Rad-score) and combined model were developed. The diagnostic performance of the clinical model in the external test set, showed an AUC of 0.757 (95%CI: 0.671-0.830), with SEN, SPE, and ACC of 82.5%, 59.04%, and 71.54%, respectively. The diagnostic performance of the radiomics model in the external test set showed an AUC of 0.835 (95% CI: 0.757-0.896), with 80%, 79.52% and 63.41% for SEN, SPE and ACC%, respectively. The diagnostic performance of the combined model in the external test set showed an AUC of 0.863 (95% CI: 0.790-0.919), with SEN, SPE, and ACC of 80%, 81.93%, and 68.30%, respectively. The calibration curve indicated good predictive performance, and DCA confirmed the high clinical utility of the combined model. CONCLUSION The combined model provides a more accurate prediction of NFMA recurrence. This model can guide postoperative follow-up strategies and aid in early initiation of adjuvant therapy for high-risk patients.
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Affiliation(s)
- Ji-Ping Zhao
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xue-Jun Liu
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Hao-Zhi Lin
- Department of Stomatology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Chun-Xiao Cui
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China.
| | - Ying-Jie Yue
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Song Gao
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, China
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Mishra R, Konar SK, Shukla DP. Internal Carotid Artery Injury During the Endoscopic Transsphenoidal Surgery of Pituitary Adenoma: Case Illustration, Introspection, and Systematic Review. ACTA NEUROCHIRURGICA. SUPPLEMENT 2025; 133:89-97. [PMID: 39570353 DOI: 10.1007/978-3-031-61601-3_15] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2024]
Abstract
Advances in endoscopic technology have made the endoscopic transsphenoidal approach the preferred approach for most surgeries of pituitary adenoma. The goal of these surgeries is to achieve cure, efficacy, and safety. Ample research has deliberated on the complications of cerebrospinal fluid (CSF) leak, meningitis, visual deterioration and nasal crusting after endoscopic transsphenoidal surgery. Among these, injury to the internal carotid artery (ICA) is not common in transsphenoidal pituitary surgery and has an incidence that ranges from 0.1% to 1%. Though it is rare, the effects are devastating and associated with a high risk of mortality and morbidity. As a result, iatrogenic ICA injury is every neurosurgeon's nightmare. Available literature primarily consists of case reports on these injuries. The literature is lacking on preventive and management options. We present an unusual case of a patient who had a nonfunctioning pituitary macroadenoma and an unexpected injury to the internal carotid artery (ICA) during endoscopic transsphenoidal surgery. We share our successful experience with its management via emergency endovascular treatment with parent vessel occlusion for an iatrogenic ICA injury. We present the article to address the pragmatic questions and challenges faced by neurosurgeons experiencing this complication for the first time.
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Affiliation(s)
- Rakesh Mishra
- Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bangalore, India
- Department of Neurosurgery, All India Institute of Medical Sciences, Bhopal, Bhopal, India
| | - Subhash Kanti Konar
- Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - Dhaval P Shukla
- Department of Neurosurgery, National Institute of Mental Health and Neurosciences, Bangalore, India
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Liu X, Feng M, Dai C, Bao X, Deng K, Yao Y, Wang R. Internal carotid artery injury in the endoscopic transsphenoidal surgery for pituitary adenoma: an uncommon case and literature review. Gland Surg 2020; 9:1036-1041. [PMID: 32953612 DOI: 10.21037/gs-20-354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Complications of the transsphenoidal surgery (TSS) for pituitary adenoma (PA) include vascular injury, nerve injury and nervous system infection. Among these, the consequences of internal carotid artery (ICA) injury are the most serious, and its mortality and disability rates are very high. The TSS was used in 889 patients with PA, among which there was 1 case of ICA injury. In this uncommon case of bromocirptine-resistant macro-prolatinoma, the patient had received an ultrahigh dose of oral bromocriptine for almost three years and was intraoperatively found to have a tenacious tumor texture and close adhesion of the tumor capsule to the ICA. Resection of the tumor capsule required excessive force, resulting in the rupture at the A1 origin of the left ICA. Endovascular balloon occlusion was used after urgent angiography. The patient died in two weeks even with intensive treatment. Although the underlying mechanism is still obscure, bromocriptine-inducing tumor fibrosis in PA is relatively common. For these patients with excessive dose of bromocriptine, tumor fibrosis and ICA injury should be seriously considered and performing a complete preoperative imaging evaluation to achieve accurate intraoperative positioning and carefully performing the operation are needed to preventing ICA injury. In some cases, resection of the tumor pseudocapsule should not be forced to avoid ICA injury.
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Affiliation(s)
- Xiaohai Liu
- Department of Neurosurgery, Xuanwu Hospital Capital Medical University, Beijing, China
| | - Ming Feng
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Congxin Dai
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Xinjie Bao
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Kan Deng
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Yong Yao
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Renzhi Wang
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Fan Y, Chai Y, Li K, Fang H, Mou A, Feng S, Feng M, Wang R. Non-invasive and real-time proliferative activity estimation based on a quantitative radiomics approach for patients with acromegaly: a multicenter study. J Endocrinol Invest 2020; 43:755-765. [PMID: 31849000 DOI: 10.1007/s40618-019-01159-7] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2019] [Accepted: 12/08/2019] [Indexed: 12/17/2022]
Abstract
BACKGROUND Proliferative activity prediction is important for determining individual treatment strategies for patients with acromegaly, and tumor proliferative activity is usually measured by the expression of Ki-67. OBJECTIVE This study aimed to assess the value of a magnetic resonance imaging (MRI)-based radiomics approach in predicting the Ki-67 index of acromegaly patients. METHODS A total of 138 patients with acromegaly were retrospectively reviewed and randomly assigned to primary and validation cohorts. Radiomics features were extracted from MR images, and then the elastic net and recursive feature elimination algorithms were applied to determine critical radiomics features for constructing a radiomics signature. Subsequently, multivariable logistic regression analysis was used to select the most informative clinical features, and a radiomics nomogram incorporating a radiomics signature and selected clinical features was constructed for individual predictions. Twenty-five acromegaly patients were enrolled for multicenter model validation. RESULTS Seventeen radiomics features were selected to construct a radiomics signature that achieved an area under the curve (AUC) value of 0.96 and 0.89 in the primary cohort and the validation cohort, respectively. A radiomics nomogram that incorporated the radiomics signature and eight selected clinical features was constructed and showed good discrimination and calibration, with an AUC of 0.94 in the primary cohort and 0.91 in the validation cohort. The radiomics signature in the multicenter validation achieved an accuracy of 88.2%. The analysis of the decision curve showed that the radiomics signature and radiomics nomogram were clinically useful for patients with acromegaly. CONCLUSIONS The radiomics signature developed in this study could aid neurosurgeons in predicting the Ki-67 index of patients with acromegaly and could contribute to non-invasive measurement of proliferative activity, affecting individual treatment strategies.
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Affiliation(s)
- Y Fan
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No. 1 Shuai Fu Yuan, Dongcheng District, Beijing, 100730, China
| | - Y Chai
- Department of Neurosurgery, Yuquan Hospital, School of Clinical Medicine, Tsinghua University, Beijing, 100040, China
| | - K Li
- School of Queen Mary, Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - H Fang
- Department of Neurosurgery, The Second Affiliated Hospital of Nanchang University, Nanchang, 330006, Jiangxi Province, China
| | - A Mou
- Department of Radiology, Sichuan Academy of Medical Sciences, Sichuan Provincial People's Hospital, Chengdu, 610072, Sichuan Province, China
| | - S Feng
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No. 1 Shuai Fu Yuan, Dongcheng District, Beijing, 100730, China
| | - M Feng
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No. 1 Shuai Fu Yuan, Dongcheng District, Beijing, 100730, China.
| | - R Wang
- Department of Neurosurgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, No. 1 Shuai Fu Yuan, Dongcheng District, Beijing, 100730, China.
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Iglesias P, Magallón R, Mitjavila M, Rodríguez Berrocal V, Pian H, Díez JJ. Multimodal therapy in aggressive pituitary tumors. ACTA ACUST UNITED AC 2019; 67:469-485. [PMID: 31740190 DOI: 10.1016/j.endinu.2019.08.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 07/19/2019] [Accepted: 08/01/2019] [Indexed: 01/09/2023]
Abstract
The concept of aggressive pituitary tumor (APT) has been precisely defined in recent years. These tumors are characterized by morphological (radiological or histopathological) data of invasion, proliferative activity superior to that of typical adenomas and a clinical behavior characterized by resistance to standard therapies and frequent recurrences. The absence of cerebrospinal or distant metastases differentiates them from the pituitary carcinoma. APTs account for about 10% of all pituitary neoplasm. Proper diagnostic implies participation not only of radiological and hormonal investigation but also a thorough pathological assessment including proliferation markers and immunohistochemistry for hormones and transcription factors. Surgical resection, aiming gross total resection or tumor debulking, is the mainstay initial therapy in most patients. Most patients with APTs need more than one surgical intervention, pituitary radiation, sometimes on more than one occasion, and multiple sequential or combined medical treatments, to finally be doomed to unusual treatments, such as alkylating agents (temozolomide alone or in combination), molecular targeted therapies, or peptide receptor radionuclide therapy. Multimodal therapy, implemented by experts, preferably in specialized centers with high volume caseload, is the only way to improve the prognosis of patients with these uncommon tumors. The research needs in this area are multiple and include a greater knowledge of the molecular biology of these tumors, establishment of protocols for monitoring and sequencing of treatments, development of multicenter studies and international registries.
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Affiliation(s)
- Pedro Iglesias
- Department of Endocrinology, Hospital Universitario Puerta de Hierro-Majadahonda, Madrid, Spain.
| | - Rosa Magallón
- Department of Radiation Oncology, Hospital Universitario Puerta de Hierro-Majadahonda, Madrid, Spain
| | - Mercedes Mitjavila
- Department of Nuclear Medicine, Hospital Universitario Puerta de Hierro-Majadahonda, Madrid, Spain
| | | | - Héctor Pian
- Department of Pathology, Hospital Universitario, Ramón y Cajal, Madrid, Spain
| | - Juan J Díez
- Department of Endocrinology, Hospital Universitario Puerta de Hierro-Majadahonda, Madrid, Spain
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