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Damen FC, Su C, Tsuruda J, Anderson T, Valyi-Nagy T, Li W, Shaghaghi M, Jiang R, Xie C, Cai K. The fuzzy MAD stroke conjecture, using Fuzzy C Means to classify multimodal apparent diffusion for ischemic stroke lesion stratification. Magn Reson Imaging 2025; 117:110294. [PMID: 39638136 PMCID: PMC11807747 DOI: 10.1016/j.mri.2024.110294] [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: 07/24/2024] [Revised: 11/30/2024] [Accepted: 12/02/2024] [Indexed: 12/07/2024]
Abstract
BACKGROUND In conjunction with an epidemiologically determined treatment window, current radiological acute ischemic stroke practice discerns two lesion (stage) types: core (dead tissue, identified by diffusion-weighted imaging (DWI)) and penumbra (tissue region receiving just enough blood flow to be potentially salvageable, identified by the perfusion diffusion mismatch). However, advancements in preclinical and clinical studies have indicated that this approach may be too rigid, warranting a more fine-grained patient-tailored approach. This study aimed to demonstrate the ability to noninvasively provide insights into the current in vivo stroke lesion cascade. METHODS To elucidate a finer-grained depiction of the acute focal ischemic stroke cascade in vivo, we retrospectively applied our multimodal apparent diffusion (MAD) method to multi-b-value DWI, up to a b-value of 10,000 s/mm2 in 34 patients with acute focal ischemic stroke. Fuzzy C Means was used to cluster the MAD parameters. RESULTS We discerned 18 clusters consistent with normal appearing tissue (NAT) types and 14 potential ischemic lesion (stage) types, providing insights into the variability and aggressiveness of lesion progression and current anomalous stroke-related imaging features. Of the 529 ischemic stroke lesion instances previously identified by two radiologists, 493 (92 %) were autonomously identified; 460 (87 %) were identified as efficaciously or better than the radiologists. CONCLUSIONS The data analyzed included a small number of clinical patients without follow-up or contemporaneous histology; therefor, the findings and theorizing should be treated as conjecture. Nevertheless, each identified NAT and lesion type is consistent with the known underpinnings of physiological tissues and pathological ischemic stroke lesion (stage) types. Several findings should be considered in current clinical imaging: WM fluid accumulation, BBB compromise conundrum, b1000 identified core may not be dead tissue, and a practical reason for DWI (pseudo) normalization.
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Affiliation(s)
- Frederick C Damen
- Department of Radiology, University of Illinois Hospital & Health Sciences, Chicago, IL, USA.
| | - Changliang Su
- Department of Medical Imaging, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong 510060, PR China.
| | - Jay Tsuruda
- Department of Radiology, USC Keck School of Medicine, Los Angeles, CA, USA
| | - Thomas Anderson
- Department of Radiology, University of Illinois Hospital & Health Sciences, Chicago, IL, USA
| | - Tibor Valyi-Nagy
- Department of Pathology, University of Illinois Hospital & Health Sciences, Chicago, IL, USA
| | - Weiguo Li
- Research Resources Center, University of Illinois Hospital & Health Sciences, Chicago, IL, USA; Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL, USA; Department of Radiology, Northwestern University, IL, United States
| | - Mehran Shaghaghi
- Department of Radiology, University of Illinois Hospital & Health Sciences, Chicago, IL, USA
| | - Rifeng Jiang
- Department of Radiology, Fujian Medical University Union Hospital, Fuzhou, Fujian, China
| | - Chuanmiao Xie
- Department of Medical Imaging, State Key Laboratory of Oncology in South China, Guangdong Provincial Clinical Research Center for Cancer, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong 510060, PR China
| | - Kejia Cai
- Department of Radiology, University of Illinois Hospital & Health Sciences, Chicago, IL, USA; Department of Biomedical Engineering, University of Illinois at Chicago, Chicago, IL, USA
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Duering M, Adam R, Wollenweber FA, Bayer-Karpinska A, Baykara E, Cubillos-Pinilla LY, Gesierich B, Araque Caballero MÁ, Stoecklein S, Ewers M, Pasternak O, Dichgans M. Within-lesion heterogeneity of subcortical DWI lesion evolution, and stroke outcome: A voxel-based analysis. J Cereb Blood Flow Metab 2020; 40:1482-1491. [PMID: 31342832 PMCID: PMC7308518 DOI: 10.1177/0271678x19865916] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Revised: 06/27/2019] [Accepted: 06/28/2019] [Indexed: 11/17/2022]
Abstract
The fate of subcortical diffusion-weighted imaging (DWI) lesions in stroke patients is highly variable, ranging from complete tissue loss to no visible lesion on follow-up. Little is known about within-lesion heterogeneity and its relevance for stroke outcome. Patients with subcortical stroke and recruited through the prospective DEDEMAS study (NCT01334749) were examined at baseline (n = 45), six months (n = 45), and three years (n = 28) post-stroke. We performed high-resolution structural MRI including DWI. Tissue fate was determined voxel-wise using fully automated tissue segmentation. Within-lesion heterogeneity at baseline was assessed by free water diffusion imaging measures. The majority of DWI lesions (66%) showed cavitation on six months follow-up but the proportion of tissue turning into a cavity was small (9 ± 13.5% of the DWI lesion). On average, 69 ± 25% of the initial lesion resolved without any visually apparent signal abnormality. The extent of cavitation at six months post-stroke was independently associated with clinical outcome, i.e. modified Rankin scale score at six months (OR = 4.71, p = 0.005). DWI lesion size and the free water-corrected tissue mean diffusivity at baseline independently predicted cavitation. In conclusion, the proportion of cavitating tissue is typically small, but relevant for clinical outcome. Within-lesion heterogeneity at baseline on advanced diffusion imaging is predictive of tissue fate.
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Affiliation(s)
- Marco Duering
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Ruth Adam
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Frank A Wollenweber
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Anna Bayer-Karpinska
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Ebru Baykara
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Leidy Y Cubillos-Pinilla
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Benno Gesierich
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | | | - Sophia Stoecklein
- Department of Radiology, University Hospital,
LMU Munich, Munich, Germany
| | - Michael Ewers
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
| | - Ofer Pasternak
- Departments of Psychiatry and Radiology,
Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Martin Dichgans
- Institute for Stroke and Dementia Research
(ISD), University Hospital, LMU Munich, Munich, Germany
- Munich Cluster for Systems Neurology
(SyNergy), Munich, Germany
- German Center for Neurodegenerative Diseases
(DZNE), Munich, Germany
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Weisenburger-Lile D, Dong Y, Yger M, Weisenburger G, Polara GF, Chaigneau T, Ochoa RZ, Marro B, Lapergue B, Alamowitch S, Elbim C. Harmful neutrophil subsets in patients with ischemic stroke: Association with disease severity. NEUROLOGY-NEUROIMMUNOLOGY & NEUROINFLAMMATION 2019; 6:e571. [PMID: 31355307 PMCID: PMC6624098 DOI: 10.1212/nxi.0000000000000571] [Citation(s) in RCA: 59] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 03/12/2019] [Indexed: 12/22/2022]
Abstract
Objective To better understand the functional state of circulating neutrophils in patients with ischemic stroke (IS) for planning future clinical trials. Methods We analyzed by flow cytometry activation state of circulating neutrophils and the distribution of neutrophil peripheral subsets in 41 patients with acute IS less than 6 hours before admission and compared them with 22 age-matched healthy controls. Results Our results demonstrated continuous basal hyperactivation of circulating neutrophils during acute IS, characterized by lower l-selectin expression and higher CD11b expression at the cell surface, increased ROS production by neutrophils, and greater circulating levels of neutrophil elastase. Neutrophil hyperactivation was associated with deregulation of the equilibrium between apoptotic and necrotic. Patients also had higher percentages than controls of the overactive senescent (CXCR4bright/CD62Ldim) neutrophil subset and increased percentage of neutrophils with a reverse transendothelial migration (CD54highCXCR1low) phenotype. Importantly, neutrophil alterations were associated with the clinical severity of the stroke, evaluated by its NIH Stroke Scale score. Conclusion Altogether, our results indicate that during acute IS, the inflammatory properties of circulating neutrophils rise, associated with the expansion of harmful neutrophil subsets. These changes in neutrophil homeostasis, associated with disease severity, may play an instrumental role by contributing to systemic inflammation and to the blood-brain barrier breakdown. Our findings highlight new potential therapeutic approaches of stroke by rebalancing the ratio of senescent to immunosuppressive neutrophils or decreasing reverse neutrophil transmigration or both.
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Affiliation(s)
- David Weisenburger-Lile
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Yuan Dong
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Marion Yger
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Gaëlle Weisenburger
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Giulia Frasca Polara
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Thomas Chaigneau
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Riccardo Zapata Ochoa
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Beatrice Marro
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Bertrand Lapergue
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Sonia Alamowitch
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
| | - Carole Elbim
- Sorbonne Universités (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UPMC Univ Paris 06, UMRS 938, CdR Saint-Antoine, Hôpital Saint-Antoine; INSERM (D.W.-L., Y.D., T.C., R.Z.O., S.A., C.E.), UMRS 938, CdR Saint- Antoine, Team "Immune System, Neuroinflammation and Neurodegenerative Diseases," Hôpital St-Antoine; Service de Neurologie et d'Urgences Neurovasculaires (D.W.-L., M.Y., S.A.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; Division of Pneumology (G.W.), Foch Hospital, F-92150, Suresnes; Division of Neurology (G.F.P.), Stroke Center, Assistance Publique-Hôpitaux de Paris, Pitié-Salpêtrière Hospital; Division of Radiology (B.M.), Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine; and Division of Neurology (B.L.), Stroke Center, Foch Hospital, F-92150, Suresnes
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