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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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Yousef M, Hurd MW, Yousef A, Ludmir EB, Pillai AB, Peterson J, Koay EJ, Albarouki S, Tzeng CW, Snyder R, Katz MHG, Wang H, Overman MJ, Maitra A, Pant S, Smaglo BG, Wolff RA, Yao J, Shen JP, Zhao D. Clinical and molecular characteristics of patients with brain metastasis secondary to pancreatic ductal adenocarcinoma. Oncologist 2025; 30:oyae182. [PMID: 39014543 PMCID: PMC11783327 DOI: 10.1093/oncolo/oyae182] [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: 04/23/2024] [Accepted: 06/21/2024] [Indexed: 07/18/2024] Open
Abstract
BACKGROUND The prognosis for patients with pancreatic ductal adenocarcinoma (PDAC) is poor. Secondary brain metastasis (Br-M) occurs in less than 1% of patients. Clinical characteristics and molecular alterations have not been characterized in this rare patients' subset. MATERIALS AND METHODS The Foundry software platform was used to retrospectively query electronic health records for patients with Br-M secondary to PDAC from 2005 to 2023; clinical, molecular, and overall survival (OS) data were analyzed. RESULTS Br-M was diagnosed in 44 patients with PDAC. Median follow-up was 78 months; median OS from initial PDAC diagnosis was 47 months. Median duration from PDAC diagnosis to Br-M detection was 24 months; median OS from Br-M diagnosis was 3 months. At Br-M diagnosis, 82% (n = 36) of patients had elevated CA19-9. Lung was the most common preexisting metastatic location (71%) with Br-M, followed by liver (66%). Br-M were most frequently observed in the frontal lobe (34%, n = 15), cerebellar region (23%, n = 10), and leptomeninges (18%, n = 8). KRAS mutations were detected in 94.1% (n = 16) of patients who had molecular data available (n = 17) with KRASG12V being the most frequent subtype 47% (n = 8); KRASG12D in 29% (n = 5); KRASG12R in 18% (n = 3). Patients who underwent Br-M surgical resection (n = 5) had median OS of 8.6 months, while median OS following stereotactic radiosurgery only (n = 11) or whole-brain radiation only (n = 20) was 3.3 and 2.8 months, respectively. CONCLUSION Br-M is a late PDAC complication, resulting in an extremely poor prognosis especially in leptomeningeal disease. KRAS was mutated in 94.1% of the patients and the KRASG12V subtype was prevalent.
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Affiliation(s)
- Mahmoud Yousef
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Mark W Hurd
- Sheikh Ahmed Center for Pancreatic Cancer Research, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Abdelrahman Yousef
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Ethan B Ludmir
- Department of Gastrointestinal Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Ashwathy B Pillai
- Department of Hospital Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Jennifer Peterson
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Eugene J Koay
- Department of Gastrointestinal Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Sali Albarouki
- Department of Gastroenterology and Hepatology, Baylor College of Medicine, Houston, TX, United States
| | - Ching-Wei Tzeng
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Rebecca Snyder
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Matthew H G Katz
- Department of Surgical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Huamin Wang
- Department of Anatomical Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Michael J Overman
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Anirban Maitra
- Department of Anatomical Pathology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Shubham Pant
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Brandon G Smaglo
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Robert A Wolff
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - James Yao
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - John P Shen
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Dan Zhao
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
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Law NC, Lomma C. Pancreatic adenocarcinoma with brain metastases. BMJ Case Rep 2023; 16:e253557. [PMID: 36941017 PMCID: PMC10030487 DOI: 10.1136/bcr-2022-253557] [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] [Accepted: 03/09/2023] [Indexed: 03/22/2023] Open
Abstract
Brain metastases are rare for patients with pancreatic adenocarcinoma. The incidence of brain metastasis may increase as improved systemic treatment regimens improve overall survival. Given the low incidence of brain metastasis, recognition of disease and management remain a challenge. We report three cases of metastatic pancreatic adenocarcinoma with brain metastases, review the literature and discuss its management principles.
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Affiliation(s)
- Ngie Chang Law
- Medical Oncology Department, Fiona Stanley Hospital, Murdoch, Western Australia, Australia
| | - Christopher Lomma
- Medical Oncology Department, Fiona Stanley Hospital, Murdoch, Western Australia, Australia
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Papadimitriou K, Kiss-Bodolay D, Hedjoudje A, Millan DS, Simonin A, Fournier JY, Huscher K. Late metachronous cerebral metastasis of pancreatic adenocarcinoma of the tail of the pancreas: a case report. J Med Case Rep 2022; 16:144. [PMID: 35379334 PMCID: PMC8981778 DOI: 10.1186/s13256-022-03314-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2021] [Accepted: 02/03/2022] [Indexed: 11/18/2022] Open
Abstract
Background Pancreatic cancer is one of the leading causes of cancer mortality and one of the most lethal malignant neoplasms worldwide. It is known for its local tumor extension to the liver; other common sites include the lung, distant lymph nodes, and bone. Brain metastases are extremely rare and represent less than 0.6% of all brain metastases. Case report We report the case of a 66-year-old Caucasian female known to have adenocarcinoma of the tail of the pancreas treated with chemotherapy. During follow-up, thoracoabdominal computed tomography scans did not reveal any residual tumor or any metastasis. Moreover, tumor markers were within normal limits. She presented to the emergency department of our institution following an episode of a generalized tonic–clonic seizure 5 years following the initial diagnosis. Brain magnetic resonance imaging revealed an expansive left frontal intraaxial lesion compatible with high-grade glioma. The patient underwent surgical treatment. Histological examination revealed pancreatic metastasis. Conclusions Thought to be rare, metachronous cerebral pancreatic metastasis should be kept in mind in patients with pancreatic cancer. Early diagnosis and complete surgical resection play a key role in the survival of these patients.
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Affiliation(s)
- Kyriakos Papadimitriou
- Department of Neurosurgery, Hospital of Sion, Av. Grand-Champsec 80, 1951, Sion, Switzerland. .,Department of Clinical Neurosciences, Service of Neurosurgery Lausanne University Hospital, University of Lausanne, Rue du Bugnon 46, 1011, Lausanne, Switzerland.
| | - Daniel Kiss-Bodolay
- Department of Neurosurgery, Hospital of Sion, Av. Grand-Champsec 80, 1951, Sion, Switzerland
| | - Abderrahmane Hedjoudje
- Department of Radiology, Hospital of Sion, Avenue du Grand-Champsec 80, 1950, Sion, Switzerland
| | - Diego San Millan
- Department of Radiology, Hospital of Sion, Avenue du Grand-Champsec 80, 1950, Sion, Switzerland
| | - Alexandre Simonin
- Department of Neurosurgery, Hospital of Sion, Av. Grand-Champsec 80, 1951, Sion, Switzerland
| | - Jean-Yves Fournier
- Department of Neurosurgery, Hospital of Sion, Av. Grand-Champsec 80, 1951, Sion, Switzerland
| | - Karen Huscher
- Department of Neurosurgery, Hospital of Sion, Av. Grand-Champsec 80, 1951, Sion, Switzerland
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