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Cui L, Yu L, Shao S, Zuo L, Hou H, Liu J, Zhang W, Liu J, Wu Q, Yu D. Improving differentiation of hemorrhagic brain metastases from non-neoplastic hematomas using radiomics and clinical feature fusion. Neuroradiology 2025:10.1007/s00234-025-03590-5. [PMID: 40131431 DOI: 10.1007/s00234-025-03590-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Accepted: 03/08/2025] [Indexed: 03/27/2025]
Abstract
OBJECTIVES This study aimed to develop and validate a fusion model combining multi-sequence MRI radiomics and clinico-radiological features to distinguish hemorrhagic brain metastasis covered by hematoma (HBM.cbh) from non-neoplastic intracranial hematomas (nn-ICH). METHODS The data of 146 patients with pathologically or clinically proven HBM.cbh (n = 55) and nn-ICH (n = 91) were collected from two clinical institutions. Radiomics features were extracted from various regions (hemorrhage and/or edema) based on T2-weighted, T1-weighted, fluid-attenuated inversion-recovery, and T1 contrast-enhanced imaging. Synthetic minority over-sampling technique (SMOTE) was performed to balance the minority group (HBM.cbh). Logistic regression (LR) and k-nearest neighbors (KNN) were utilized to construct the models based on clinico-radiological factors (clinical model), radiomic features from various modalities of MRI (radiomics model), and their combination (fusion model). The area under the curve (AUC) values of different models on the external dataset were compared using DeLong's test. RESULTS The 4-sequence radiomics model based on the entire region performed the best in all radiomics models, with or without SMOTE, where the AUCs were 0.83 and 0.84, respectively. The AUC of clinical mode was 0.71 with SMOTE, and 0.62 without SMOTE. The fusion model demonstrated excellent predictive value with or without SMOTE (AUC: 0.93 and 0.90, respectively), outperforming both the radiomics and clinical model (0.93 vs. 0.83, 0.71, p < 0.05 and 0.90 vs. 0.84, 0.62, p < 0.05, respectively). CONCLUSIONS The multi-sequence radiomics model is an effective method for differentiating HBM.cbh from nn-ICH. It can yield the best diagnostic performance prediction model when combined with clinico-radiological features.
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Affiliation(s)
- Linyang Cui
- Qilu Hospital of Shandong University, Jinan, China
- Weihai Central Hospital Affiliated to Qingdao University, Weihai, China
| | - Luyue Yu
- The School of Information Science and Engineering, Shandong University, Qingdao, China
- The Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China
| | - Sai Shao
- Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Liping Zuo
- Qilu Hospital of Shandong University, Jinan, China
| | - Hongjun Hou
- Weihai Central Hospital Affiliated to Qingdao University, Weihai, China
| | - Jie Liu
- Weihai Central Hospital Affiliated to Qingdao University, Weihai, China
| | - Wenjun Zhang
- Weihai Central Hospital Affiliated to Qingdao University, Weihai, China
| | - Ju Liu
- The School of Information Science and Engineering, Shandong University, Qingdao, China
- The Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China
| | - Qiang Wu
- The School of Information Science and Engineering, Shandong University, Qingdao, China
- The Institute of Brain and Brain-Inspired Science, Shandong University, Jinan, China
| | - Dexin Yu
- Qilu Hospital of Shandong University, Jinan, China.
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2
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Łupicka A, Kowalczyk W, Cyman B, Spałek M. Should we be afraid of radiotherapy for hemorrhagic brain metastases? A narrative review. Ther Adv Med Oncol 2024; 16:17588359241289203. [PMID: 39416362 PMCID: PMC11481081 DOI: 10.1177/17588359241289203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 09/18/2024] [Indexed: 10/19/2024] Open
Abstract
Brain metastases (BM) are the most common intracranial malignancies. They are responsible for death as well as impairment of quality of life and cognitive function. In some cases, BMs can cause intracranial hemorrhage, which is not only responsible for the acute onset of either a new focal neurological deficit or worsening of a preexisting focal deficit but also poses a new challenge in treatment planning and clinical management. The aim of this study was to evaluate the available treatment modalities and their efficacy in hemorrhagic brain metastases (HBMs) with special attention to radiotherapy. In this review, we searched PubMed, BMJ, NCBI, Springer, BMC Cancer, Cochrane, and Google Scholar for articles containing data on the diagnosis and treatment of patients with HBMs, excluding the pediatric population. Treatment strategies consist of neurosurgery, whole brain radiotherapy, and stereotactic techniques (fractionated stereotactic radiosurgery (fSRS)/stereotactic radiosurgery (SRS)). Although the optimal treatment strategy for HBMs has not been established, we found no convincing evidence that radiotherapy, especially fSRS/SRS, is contraindicated in HBMs. We concluded that fSRS/SRS is a promising option for patients with HBM, particularly when surgical intervention poses risks.
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Affiliation(s)
- Aleksandra Łupicka
- The Maria Sklodowska-Curie National Research Institute of Oncology in Warsaw, Warsaw, Poland
| | - Weronika Kowalczyk
- The Maria Sklodowska-Curie National Research Institute of Oncology in Warsaw, Warsaw, Poland
| | - Bartosz Cyman
- The Maria Sklodowska-Curie National Research Institute of Oncology in Warsaw, Warsaw, Poland
| | - Mateusz Spałek
- The Maria Sklodowska-Curie National Research Institute of Oncology in Warsaw, Wilhelma Konrada Roentgena 5, Warsaw 02-781, Poland
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3
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Tonchev N, Pinchuk A, Dumitru CA, Neyazi B, Swiatek VM, Stein KP, Sandalcioglu IE, Rashidi A. Postoperative Acute Intracranial Hemorrhage and Venous Thromboembolism in Patients with Brain Metastases Receiving Acetylsalicylic Acid Perioperatively. Curr Oncol 2024; 31:4599-4612. [PMID: 39195326 PMCID: PMC11352282 DOI: 10.3390/curroncol31080343] [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: 07/11/2024] [Revised: 07/31/2024] [Accepted: 08/09/2024] [Indexed: 08/29/2024] Open
Abstract
Cranial operations are associated with a high risk of postoperative intracranial hemorrhage (pICH) and venous thromboembolic events, along with increased mortality and morbidity. With the use of acetylsalicylic acid (ASA) for prophylaxis becoming more prevalent, the risk of bleeding when ASA is administered preoperatively is unknown, as are the effects of discontinuation upon the occurrence of thromboembolic events, especially in societies with aging demographics. To address these questions, a retrospective analysis was performed using medical records and radiological images of 1862 patients subjected to brain tumor surgery over a decade in our department. The risk of pICH was compared in patients with metastases receiving ASA treatment versus patients not receiving ASA treatment. The occurrence of venous thromboembolic events after surgery was also evaluated. The study group consisted of 365 patients with different types of brain metastases. In total, 20 patients suffered pICH and 7 of these were associated with clinical neurological deterioration postoperatively. Of the 58 patients who took ASA preoperatively, 2 patients experienced pICH, compared with 5 patients in the non-ASA impact group (p = 0.120). Patients who took ASA were not at significantly higher risk of pICH and therefore a worse outcome compared to the group without ASA. Therefore, these data suggest that in patients at high cardiovascular risk, ASA can be safely continued during elective brain tumor surgery.
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Affiliation(s)
| | | | | | | | | | | | | | - Ali Rashidi
- Department of Neurosurgery, Otto-von-Guericke-University Magdeburg, Leipziger Straße 44, 39120 Magdeburg, Germany; (N.T.); (A.P.); (B.N.); (V.M.S.); (K.P.S.); (I.E.S.)
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4
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Gaikwad S, Trivedi B, Gholap S. Unilateral arm weakness following retroperitoneal lymph node dissection for testicular germ cell tumour. Anaesth Rep 2024; 12:e12312. [PMID: 38989447 PMCID: PMC11234445 DOI: 10.1002/anr3.12312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/25/2024] [Indexed: 07/12/2024] Open
Affiliation(s)
| | | | - S Gholap
- Dr D. Y. Patil Medical College, Hospital and Research Centre, Dr D. Y. Patil Vidyapeeth Pimpri, Pune India
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5
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Mahé I, Frère C, Pernod G, Sanchez O, Baih AI. [Translation into French and republication of: "Management of venous thromboembolic disease in patients with malignant brain tumours"]. Rev Med Interne 2024; 45:300-311. [PMID: 38763817 DOI: 10.1016/j.revmed.2024.05.016] [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: 11/17/2023] [Accepted: 11/17/2023] [Indexed: 05/21/2024]
Abstract
This article addresses the management of venous thromboembolism in patients with malignant brain tumours, including both primary and secondary (metastatic) tumours. The available data on patients on venous thromboembolism recurrence and bleeding risks in patients with brain tumours is limited, since these patients have been excluded from most randomised, interventional, head-to-head, clinical trials comparing low molecular weight heparins to vitamin K antagonists or to direct oral factor Xa inhibitors. More information is available from retrospective observational studies, which however were generally small, and carried a high risk of confounding. Their findings suggest that direct factor Xa inhibitor use is associated with lower rates of intracranial haemorrhage compared with low molecular weight heparins. Overall, the safety profile of direct oral factor Xa inhibitors when used to prevent venous thromboembolism recurrence in patients with either primary or secondary brain tumours appears to be favourable. The available data are in favour of using an anticoagulant at a full therapeutic dose in patients with primary and secondary brain tumours experiencing a venous thromboembolism, although they are not yet sufficiently robust to permit recommending a direct factor Xa inhibitor over low-molecular weight heparin.
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Affiliation(s)
- I Mahé
- Service de médecine interne, hôpital Louis-Mourier, Assistance publique-Hôpitaux de Paris, 92700 Colombes, France; Université Paris Cité, Inserm UMR S1140, innovations thérapeutiques en hémostase, Paris, France; F-CRIN INNOVTE Network, Saint-Étienne, France.
| | - C Frère
- Hôpital de la Pitié-Salpêtrière, Assistance publique-Hôpitaux de Paris, Sorbonne université, Inserm UMRS 1166, GRC 27 Greco, DMU BioGeMH, Paris, France
| | - G Pernod
- F-CRIN INNOVTE Network, Saint-Étienne, France; Service de médecine vasculaire, université Grenoble-Alpes, Grenoble, France
| | - O Sanchez
- Université Paris Cité, Inserm UMR S1140, innovations thérapeutiques en hémostase, Paris, France; F-CRIN INNOVTE Network, Saint-Étienne, France; Service de pneumologie et soins intensifs, hôpital européen Georges-Pompidou, Assistance publique-Hôpitaux de Paris, Paris, France
| | - A Id Baih
- Service de neuro-oncologie, Institut du cerveau - Paris Brain Institute, ICM, hôpitaux universitaires La Pitié-Salpêtrière - Charles-Foix, DMU Neurosciences, Sorbonne université, Assistance publique-Hôpitaux de Paris, Inserm, CNRS, Paris, France
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Mahé I, Frère C, Pernod G, Sanchez O, Id Baih A. Management of venous thromboembolic disease in patients with malignant brain tumours. Arch Cardiovasc Dis 2024; 117:60-71. [PMID: 38087664 DOI: 10.1016/j.acvd.2023.11.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 11/17/2023] [Indexed: 12/27/2023]
Abstract
This article addresses the management of venous thromboembolism in patients with malignant brain tumours, including both primary and secondary (metastatic) tumours. The available data on patients on venous thromboembolism recurrence and bleeding risks in patients with brain tumours is limited, since these patients have been excluded from most randomised, interventional, head-to-head, clinical trials comparing low molecular weight heparins to vitamin K antagonists or to direct oral Factor Xa inhibitors. More information is available from retrospective observational studies, which however were generally small, and carried a high risk of confounding. Their findings suggest that direct Factor Xa inhibitor use is associated with lower rates of intracranial haemorrhage compared with low molecular weight heparins. Overall, the safety profile of direct oral Factor Xa inhibitors when used to prevent venous thromboembolism recurrence in patients with either primary or secondary brain tumours appears to be favourable. The available data are in favour of using an anticoagulant at a full therapeutic dose in patients with primary and secondary brain tumours experiencing a venous thromboembolism, although they are not yet sufficiently robust to permit recommending a direct Factor Xa inhibitor over low-molecular weight heparin.
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Affiliation(s)
- Isabelle Mahé
- Service de médecine interne, Hôpital Louis-Mourier, AP-HP, 178, rue des Renouillers, 92700 Colombes, France; Université Paris Cité, Inserm UMR S1140, innovations thérapeutiques en hémostase, Paris, France; F-CRIN INNOVTE network, Saint-Etienne, France.
| | - Corinne Frère
- Hôpital de la Pitié-Salpêtrière, Assistance publique-Hôpitaux de Paris, Sorbonne université, Inserm UMRS 1166, GRC 27 GRECO, DMU BioGeMH, Paris, France
| | - Gilles Pernod
- Service de médecine vasculaire,Université Grenoble-Alpes, Grenoble, France; F-CRIN INNOVTE network, Saint-Etienne, France
| | - Olivier Sanchez
- Université Paris Cité, Inserm UMR S1140, innovations thérapeutiques en hémostase, Paris, France; Service de Pneumologie et soins intensifs, hôpital européen Georges Pompidou, APHP, Paris, France; F-CRIN INNOVTE network, Saint-Etienne, France
| | - Ahmed Id Baih
- Sorbonne Université, AP-HP, Institut du Cerveau - Paris Brain Institute, ·ICM, Inserm, CNRS, Hôpitaux Universitaires La Pitié Salpêtrière - Charles Foix, DMU Neurosciences, Service de Neuro-Oncologie, Paris, France
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Yamashita H, Higashida T, Huchioka A, Asakawa Y, Nambu A, Ohyatsu S, Kohyama T, Takahashi M, Hayashi T, Tago M. Cardiac angiosarcoma with metastatic to lung, brain, and bone. Radiol Case Rep 2024; 19:473-478. [PMID: 38046925 PMCID: PMC10692493 DOI: 10.1016/j.radcr.2023.10.056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 10/20/2023] [Accepted: 10/22/2023] [Indexed: 12/05/2023] Open
Abstract
Cardiac angiosarcoma is a malignant tumor derived from vascular endothelium with a dismal prognosis. The imaging findings of cardiac angiosarcoma are nonspecific and endomyocardial and pericardial biopsies have insufficient accuracy. For these reasons, the diagnosis is sometimes difficult. Primary and metastatic tumors tend to bleed easily, causing hemoptysis and neurological symptoms. Brain metastases are not often known to be fatal when they cause hemorrhage. We report a 27-year-old man diagnosed with right atrium angiosarcoma, with metastases in the lung, brain, and bone. The patient had only respiratory symptoms at the first visit and did not show any symptoms derived from brain metastases yet died after 27 days due to hemorrhage from brain metastases. If brain metastasis from angiosarcoma is suspected based on imaging findings, urgent radiotherapy should be considered before histological examination for a definitive diagnosis.
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Affiliation(s)
- Hiroshi Yamashita
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Tomohiko Higashida
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Aya Huchioka
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Yasuma Asakawa
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Atsushi Nambu
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Sho Ohyatsu
- Department of Internal Medicine, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Tadashi Kohyama
- Department of Internal Medicine, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Mikiko Takahashi
- Department of Pathology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Takaki Hayashi
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
| | - Masao Tago
- Department of Radiology, Teikyo University School of Medicine University Hospital, Mizonokuchi, 213-8507, 5-1-1 Futako, Takatsu-ku, Kawasaki-city, Kanagawa, Japan
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Ghare A, Wong QHW, Sefcikova V, Waraich M, Samandouras G. Handling Severe Intraoperative Hemorrhage and Avoiding Iatrogenic Stroke During Brain Tumor Surgery: Techniques for Prevention of Hemorrhagic and Ischemic Complications. World Neurosurg 2023; 176:e135-e150. [PMID: 37178915 DOI: 10.1016/j.wneu.2023.05.019] [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: 01/03/2023] [Revised: 05/03/2023] [Accepted: 05/04/2023] [Indexed: 05/15/2023]
Abstract
BACKGROUND Nationwide databases show that iatrogenic stroke and postoperative hematoma are among the commonest complications in brain tumor surgery, with a 10-year incidence of 16.3/1000 and 10.3/1000, respectively. However, techniques for handling severe intraoperative hemorrhage and dissecting, preserving, or selectively obliterating vessels traversing the tumor are sparse in the literature. METHODS Records of the senior author's intraoperative techniques during severe haemorrhage and vessel preservation were reviewed and analyzed. Intraoperative media demonstrations of key techniques were collected and edited. In parallel, a literature search investigating technique description in handling severe intraoperative hemorrhage and vessel preservation in tumor surgery was undertaken. Histologic, anesthetic, and pharmacologic prerequisites of significant hemorrhagic complications and hemostasis were analyzed. RESULTS The senior author's techniques for arterial and venous skeletonization, temporary clipping with cognitive or motor mapping, and ION monitoring were categorized. Vessels interfacing with tumor are labeled intraoperatively as supplying/draining the tumor, or traversing en passant, while supplying/draining functional neural tissue. Intraoperative techniques of differentiation were analyzed and illustrated. Literature search found 2 vascular-related complication domains in tumor surgery: perioperative management of excessively vascular intraparenchymal tumors and lack of intraoperative techniques and decision processes for dissecting and preserving vessels interfacing or traversing tumors. CONCLUSIONS Literature searches showed a dearth of complication-avoidance techniques in tumor-related iatrogenic stroke, despite its high prevalence. A detailed preoperative and intraoperative decision process was provided along with a series of case illustrations and intraoperative videos showing the techniques required to reduce intraoperative stroke and associated morbidity addressing a void in complication avoidance of tumor surgery.
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Affiliation(s)
- Aisha Ghare
- Victor Horsley Department of Neurosurgery, The National Hospital for Neurology and Neurosurgery, London, United Kingdom
| | - Queenie Hoi-Wing Wong
- UCL Queen Square Institute of Neurology, University College London, London, United Kingdom
| | - Viktoria Sefcikova
- UCL Queen Square Institute of Neurology, University College London, London, United Kingdom; The University of Queensland Medical School, Brisbane, Queensland, Australia
| | - Manni Waraich
- Department of Neuroanaesthesia, The National Hospital for Neurology and Neurosurgery, London, United Kingdom
| | - George Samandouras
- Victor Horsley Department of Neurosurgery, The National Hospital for Neurology and Neurosurgery, London, United Kingdom; UCL Queen Square Institute of Neurology, University College London, London, United Kingdom.
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