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Liu J, Tu J, Hu B, Li C, Piao S, Lu Y, Li A, Ding T, Xiong J, Zhu F, Li Y. Prognostic Assessment in Patients With Primary Diffuse Large B-Cell Lymphoma of the Central Nervous System Using MRI-Based Radiomics. J Magn Reson Imaging 2024. [PMID: 38970331 DOI: 10.1002/jmri.29533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 06/21/2024] [Accepted: 06/21/2024] [Indexed: 07/08/2024] Open
Abstract
BACKGROUND Primary central nervous system lymphoma (PCNSL) carries a poor prognosis. Radiomics may hold potential value in prognostic assessment. PURPOSE To develop and validate an MRI-based radiomics model and combine it with clinical factors to assess progression-free survival (PFS) and overall survival (OS) of patients with PCNSL. STUDY TYPE Retrospective and prospective. POPULATION Three hundred seventy-nine patients (179 female, 53 ± 7 years) from 2014 to 2022. FIELD STRENGTH/SEQUENCE T2/fluid-attenuated inversion recovery, contrast-enhanced T1WI and diffusion-weighted echo-planar imaging sequences on 3.0 T. ASSESSMENT Radiomics features were extracted from enhanced tumor regions on preoperative multi-sequence MRI. Using a least absolute shrinkage and selection operator (LASSO) Cox regression model to select radiomic signatures in training cohort (N = 169). Cox proportional hazards models were constructed for clinical, radiomics, and combined models, with internal (N = 72) and external (N = 32) cohorts validating model performance. STATISTICAL TESTS Chi-squared, Mann-Whitney, Kaplan-Meier, log-rank, LASSO, Cox, decision curve analysis, time-dependent Receiver Operating Characteristic, area under the curve (AUC), and likelihood ratio test. P-value <0.05 was considered significant. RESULTS Follow-up duration was 28.79 ± 22.59 months (median: 25). High-risk patients, determined by the median radiomics score, showed significantly lower survival rates than low-risk patients. Compared with NCCN-IPI, conventional imaging and clinical models, the combined model achieved the highest C-index for both PFS (0.660 internal, 0.802 external) and OS (0.733 internal, 0.781 external) in validation. Net benefit was greater with radiomics than with clinical alone. The combined model exhibited performance with AUCs of 0.680, 0.752, and 0.830 for predicting 1-year, 3-year, and 5-year PFS, and 0.770, 0.789, and 0.863 for OS in internal validation, with PFS AUCs of 0.860 and 0.826 and OS AUCs of 0.859 and 0.748 for 1-year and 3-year survival in external validation. DATA CONCLUSION Incorporating a multi-sequence MR-based radiomics model into clinical models enhances the assess accuracy for the prognosis of PCNSL. EVIDENCE LEVEL 4 TECHNICAL EFFICACY: Stage 2.
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Affiliation(s)
- Jianpeng Liu
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Jiaqi Tu
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Bin Hu
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Chao Li
- Department of Clinical Neuroscience, University of Cambridge, Cambridge, UK
| | - Sirong Piao
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Yucheng Lu
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
| | - Anning Li
- Department of Radiology, Qilu Hospital, Shandong University, Jinan, China
| | - Tianling Ding
- Department of Haematology, Huashan Hospital, Fudan University, Shanghai, China
| | - Ji Xiong
- Department of Pathology, Huashan Hospital, Fudan University, Shanghai, China
| | - Fengping Zhu
- Department of Neurosurgery, Huashan Hospital, Fudan University, Shanghai, China
| | - Yuxin Li
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai, China
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Morales-Martinez A, Nichelli L, Hernandez-Verdin I, Houillier C, Alentorn A, Hoang-Xuan K. Prognostic factors in primary central nervous system lymphoma. Curr Opin Oncol 2022; 34:676-684. [PMID: 36093869 DOI: 10.1097/cco.0000000000000896] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE OF REVIEW Primary central nervous system lymphoma (PCNSL) is a rare and aggressive extranodal diffuse large B cell lymphoma. Despite its apparent immunopathological homogeneity, PCNSL displays a wide variability in outcome. Identifying prognostic factors is of importance for patient stratification and clinical decision-making. The purpose of this review is to focus on the clinical, neuroradiological and biological variables correlated with the prognosis at the time of diagnosis in immunocompetent patients. RECENT FINDINGS Age and performance status remain the most consistent clinical prognostic factors. The current literature suggests that neurocognitive dysfunction is an independent predictor of poor outcome. Cumulating data support the prognostic value of increased interleukin-10 level in the cerebrospinal fluid (CSF), in addition to its interest as a diagnostic biomarker. Advances in neuroimaging and in omics have identified several semi-quantitative radiological features (apparent diffusion restriction measures, dynamic contrast-enhanced perfusion MRI (pMRI) pattern and 18F-fluorodeoxyglucose metabolism) and molecular genetic alterations with prognostic impact in PCNSL. SUMMARY Validation of new biologic and neuroimaging markers in prospective studies is required before integrating future prognostic scoring systems. In the era of radiomic, large clinicoradiological and molecular databases are needed to develop multimodal artificial intelligence algorithms for the prediction of accurate outcome.
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Affiliation(s)
| | - Lucia Nichelli
- APHP, Sorbonne Université, IHU, ICM, Service de Neuroradiologie, Groupe Hospitalier Salpêtrière
| | - Isaias Hernandez-Verdin
- Laboratoire de Génétique et developpement des tumeurs cérébrales, Inserm, CNRS, UMR S 1127, ICM Institut du cerveau, Paris, France
| | | | - Agustí Alentorn
- APHP, Sorbonne Université, IHU, Service de Neurologie 2-Mazarin
- Laboratoire de Génétique et developpement des tumeurs cérébrales, Inserm, CNRS, UMR S 1127, ICM Institut du cerveau, Paris, France
| | - Khê Hoang-Xuan
- APHP, Sorbonne Université, IHU, Service de Neurologie 2-Mazarin
- Laboratoire de Génétique et developpement des tumeurs cérébrales, Inserm, CNRS, UMR S 1127, ICM Institut du cerveau, Paris, France
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Yu T, Yin J, Huo H, Zhao H, Wang Z, Jiang J. Subdural anaplastic large-cell lymphoma presenting as a subacute epidural hematoma on imaging: A case report. Medicine (Baltimore) 2022; 101:e30012. [PMID: 35945716 PMCID: PMC9351866 DOI: 10.1097/md.0000000000030012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
RATIONALE Subdural anaplastic large-cell lymphoma (SALCL) is an extremely rare subtype of primary central nervous system (CNS) lymphoma. Here, we report a very rare subdural lymphoma case, which was misdiagnosed as a subacute epidural hematoma based on the radiological examination. PATIENT CONCERNS We present the case of an 82-year-old patient who presented with a 2-day history of headache and consciousness disorder following head injury. Computed tomography of the head revealed a fusiform isodense/slightly dense shadow under the right temporoparietal occipital cranial plate, suggesting a subacute epidural hematoma. It was initially misdiagnosed as a right traumatic subacute epidural hematoma with hemiplegia of the left limb. According to the patient's condition, an emergency craniotomy was performed to remove the hematoma. However, it was found that the lesion was located under the dura mater and was yellowish-brown with yellowish-brown liquid inside. The appearance of the lesion looked like bean curd residue. Histopathological examination diagnosed ALCL. DIAGNOSIS SALCL presenting as a subacute epidural hematoma on imaging. INTERVENTIONS Operation. OUTCOMES The patient died 1 month after being discharged automatically. CONCLUSIONS This report shows a rare radiography presentation of SALCL. SALCL can mimic the appearance of an epidural hematoma and should be regarded as a differential diagnosis even in patients with a history of craniocerebral injury and the "typical" imaging appearance of an epidural hematoma. The report is hoped to provide a scientific reference for the clinical diagnosis of subdural lymphoma.
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MESH Headings
- Aged, 80 and over
- Craniocerebral Trauma/complications
- Craniotomy/adverse effects
- Hematoma, Epidural, Cranial/surgery
- Hematoma, Epidural, Spinal/surgery
- Humans
- Lymphoma, Large-Cell, Anaplastic/diagnosis
- Lymphoma, Large-Cell, Anaplastic/diagnostic imaging
- Subdural Space
- Tomography, X-Ray Computed/adverse effects
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Affiliation(s)
- Tingting Yu
- Graduate School of Dalian Medical University, Lvshunkou Kou District, Dalian, Liaoning, China
- Department of Neurosurgery, Taizhou People’s Hospital affiliated to Nanjing Medical University, Hailing District, Taizhou, Jiangsu, China
- Department of Neurology, Taizhou People’s Hospital, Hailing District, Taizhou, Jiangsu, China
| | - Jibo Yin
- Department of Neurosurgery, Lufeng People’s Hospital, Chuxiong State, Yunnan Province, China
| | - Hongyue Huo
- Graduate School of Dalian Medical University, Lvshunkou Kou District, Dalian, Liaoning, China
- Department of Neurosurgery, Taizhou People’s Hospital affiliated to Nanjing Medical University, Hailing District, Taizhou, Jiangsu, China
- Department of Neurosurgery, Taizhou People’s Hospital, Hailing District, Taizhou, Jiangsu, China
| | - Haixue Zhao
- Department of Neurosurgery, Lufeng People’s Hospital, Chuxiong State, Yunnan Province, China
| | - Zhongwen Wang
- Department of Neurosurgery, Lufeng People’s Hospital, Chuxiong State, Yunnan Province, China
| | - Jianxin Jiang
- Department of Neurosurgery, Taizhou People’s Hospital affiliated to Nanjing Medical University, Hailing District, Taizhou, Jiangsu, China
- Department of Neurosurgery, Taizhou People’s Hospital, Hailing District, Taizhou, Jiangsu, China
- *Correspondence: Jinxing Jiang, Department of Neurosurgery, Taizhou People’s Hospital affiliated to Nanjing Medical University, Hailing District, Taizhou, Jiangsu, China; Department of Neurosurgery, Taizhou People’s Hospital, Hailing District, Taizhou, Jiangsu, China (e-mail: )
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Fleming M, Huang Y, Dotson E, Bond DA, Reneau J, Epperla N, Alinari L, Brammer J, Christian B, Baiocchi RA, Maddocks K, Sawalha Y. Outcomes of patients with diffuse large B-cell and high-grade B-cell lymphomas with synchronous CNS and systemic involvement at diagnosis treated with high-dose methotrexate and R-CHOP: a single-center retrospective study. Ther Adv Hematol 2022; 13:20406207221112900. [PMID: 35898434 PMCID: PMC9310204 DOI: 10.1177/20406207221112900] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Accepted: 06/01/2022] [Indexed: 12/12/2022] Open
Abstract
Background: The optimal treatment of patients with systemic diffuse large B-cell (DLBCL) or high-grade B-cell (HGBL) lymphomas with synchronous central nervous system (CNS) involvement at diagnosis is not well defined. High-dose methotrexate administered concurrently with R-CHOP (RM-CHOP) is a commonly used regimen, but data on outcomes achieved with this regimen are limited. Objective: To report our experience with RM-CHOP in patients with systemic DLBCL or HGBL with synchronous CNS involvement at diagnosis. Design: A single-center retrospective analysis. Methods: We identified consecutive patients with systemic DLBCL or HGBL with synchronous CNS involvement at diagnosis who were treated with RM-CHOP from January 2012 to January 2021. Results: Fifty patients were included with a median age of 62 years; 82% had DLBCL (n = 41) and 18% had HGBL (n = 9). Treatment with RM-CHOP was followed by consolidative autologous hematopoietic cell transplantation in 14 patients (28%). The complete response (CR) rate following RM-CHOP was 62%. With a median follow-up of 40 months, the median progression-free (PFS) and overall (OS) survivals were 16 and 58 months, and the 2-year PFS and OS were 41% and 57%, respectively. The 2-year cumulative incidence of CNS progression/relapse was 29%. Outcomes were particularly poor in HGBL, with median PFS and OS of 6 and 7 months, compared with median PFS and OS of 22 months and not reached in DLBCL, respectively. The outcomes of patients with relapsed/progressive disease were poor, with only 63% of patients receiving subsequent treatments and only 21% achieving CR to next subsequent treatment. Most patients (58%) with disease relapse/progression had CNS involvement which was associated with very poor outcomes (median OS of 2 months). Conclusion: CNS involvement in aggressive B-cell non-Hodgkin lymphoma at diagnosis dictates clinical outcomes and requires more effective treatment options.
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Affiliation(s)
- Megan Fleming
- Department of Pharmacy, The Ohio State University, Columbus, OH, USA
| | - Ying Huang
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Emily Dotson
- Department of Pharmacy, The Ohio State University, Columbus, OH, USA
| | - David A Bond
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - John Reneau
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | | | - Lapo Alinari
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Jonathan Brammer
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Beth Christian
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Robert A Baiocchi
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Kami Maddocks
- Division of Hematology, The Ohio State University, Columbus, OH, USA
| | - Yazeed Sawalha
- Division of Hematology, Department of Internal Medicine, The Ohio State University Comprehensive Cancer Center, The Ohio State University, 1140B Lincoln Tower, 1800 Cannon Dr, Columbus, OH 43210, USA
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