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Philip AK, Samuel BA, Bhatia S, Khalifa SAM, El-Seedi HR. Artificial Intelligence and Precision Medicine: A New Frontier for the Treatment of Brain Tumors. Life (Basel) 2022; 13:24. [PMID: 36675973 PMCID: PMC9866715 DOI: 10.3390/life13010024] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2022] [Revised: 12/08/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
Brain tumors are a widespread and serious neurological phenomenon that can be life- threatening. The computing field has allowed for the development of artificial intelligence (AI), which can mimic the neural network of the human brain. One use of this technology has been to help researchers capture hidden, high-dimensional images of brain tumors. These images can provide new insights into the nature of brain tumors and help to improve treatment options. AI and precision medicine (PM) are converging to revolutionize healthcare. AI has the potential to improve cancer imaging interpretation in several ways, including more accurate tumor genotyping, more precise delineation of tumor volume, and better prediction of clinical outcomes. AI-assisted brain surgery can be an effective and safe option for treating brain tumors. This review discusses various AI and PM techniques that can be used in brain tumor treatment. These new techniques for the treatment of brain tumors, i.e., genomic profiling, microRNA panels, quantitative imaging, and radiomics, hold great promise for the future. However, there are challenges that must be overcome for these technologies to reach their full potential and improve healthcare.
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Affiliation(s)
- Anil K. Philip
- School of Pharmacy, University of Nizwa, Birkat Al Mouz, Nizwa 616, Oman
| | - Betty Annie Samuel
- School of Pharmacy, University of Nizwa, Birkat Al Mouz, Nizwa 616, Oman
| | - Saurabh Bhatia
- Natural and Medical Science Research Center, University of Nizwa, Birkat Al Mouz, Nizwa 616, Oman
| | - Shaden A. M. Khalifa
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, S-106 91 Stockholm, Sweden
| | - Hesham R. El-Seedi
- International Research Center for Food Nutrition and Safety, Jiangsu University, Zhenjiang 212013, China
- Pharmacognosy Group, Department of Pharmaceutical Biosciences, BMC, Uppsala University, SE-751 24 Uppsala, Sweden
- International Joint Research Laboratory of Intelligent Agriculture and Agri-Products Processing, Jiangsu Education Department, Jiangsu University, Nanjing 210024, China
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Liu G, Liu Z, Cao N. Human pluripotent stem cell–based cardiovascular disease modeling and drug discovery. Pflugers Arch 2021; 473:1087-1097. [DOI: 10.1007/s00424-021-02542-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 02/04/2021] [Accepted: 02/15/2021] [Indexed: 12/16/2022]
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Guo S, Zhen Y, Wang A. Transplantation of bone mesenchymal stem cells promotes angiogenesis and improves neurological function after traumatic brain injury in mouse. Neuropsychiatr Dis Treat 2017; 13:2757-2765. [PMID: 29158675 PMCID: PMC5683767 DOI: 10.2147/ndt.s141534] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Traumatic brain injury (TBI) has emerged as a leading cause of mortality and morbidity worldwide. Transplantation of bone mesenchymal stem cells (BMSCs) has emerged as a promising treatment for various central nervous system diseases. This study aims to evaluate the effect of BMSCs transplantation by intravenous injection on neurological function and angiogenesis of the TBI mice. C57BL/6 male mice were randomly divided into four groups: control, sham, TBI, and BMSC. Functional neurological evaluation was performed 1, 4, 7, 14, and 21 days after TBI using neurological severity scores. The impairment of learning and memory in mice was evaluated 14 days after TBI by Morris water maze experiment. Mice were sacrificed 14 days after TBI, and then brain sections were stained by terminal deoxyribonucleotidyl transferase (TDT)-mediated dUTP-digoxigenin nick end labeling staining to assess brain neuronal apoptosis. Immunohistochemistry was conducted to evaluate caspase-3 activity and identify vascular distribution and microvessel density. Protein and mRNA levels of vascular endothelial growth factor (VEGF) and angiogenin-1 (Ang-1) in brain tissues were analyzed by Western blot and quantitative real-time polymerase chain reaction, respectively. BMSCs transplantation promoted recovery of neurological function, ameliorated impairment of learning and memory, attenuated neuronal apoptosis, and diminished caspase-3 activation in mice after TBI. Also, BMSCs transplantation upregulated expressions of VEGF and Ang-1 and promoted the formation of microvessels in brain tissues after TBI. Our study demonstrated the important role of BMSCs transplantation in TBI mouse and indicated that the underlying mechanism was through promoting angiogenesis and improving neurological function. This provides a novel and effective strategy for cell-based therapy in the treatment of TBI.
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Affiliation(s)
- Shewei Guo
- Department of Neurosurgery, The First Affiliated Hospital, Zhengzhou University, Henan, China
| | - Yingwei Zhen
- Department of Neurosurgery, The First Affiliated Hospital, Zhengzhou University, Henan, China
| | - Anran Wang
- Department of Neurosurgery, The First Affiliated Hospital, Zhengzhou University, Henan, China
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Abstract
Molecular imaging is one of the methods to follow-up stem cell therapy by visualization in the brain. In a recent article in Stem Cell Research & Therapy, Micci et al. offer a thorough discussion of the advantages and disadvantages of this method and their roles in the future. The authors are among the very first who have implemented recently introduced molecular imaging techniques in experimental research and clinical practice.
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Affiliation(s)
- Nora Sandu
- University of Oxford, Wellington Square, Oxford, OX1 2JD, UK.,University of Southampton, University Road, Southampton, SO17 1BJ, UK
| | - Tumul Chowdhury
- Department of Anesthesiology and Peri-operative Medicine, University of Manitoba, Winnipeg, MB, R3T 2N2, Canada
| | - Bernhard Schaller
- University of Oxford, Wellington Square, Oxford, OX1 2JD, UK. .,University of Southampton, University Road, Southampton, SO17 1BJ, UK.
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Chowdhury T, Nöthen C, Filis A, Sandu N, Buchfelder M, Schaller B. Functional Outcome Changes in Surgery for Pituitary Adenomas After Intraoperative Occurrence of the Trigeminocardiac Reflex: First Description in a Retrospective Observational Study. Medicine (Baltimore) 2015; 94:e1463. [PMID: 26376385 PMCID: PMC4635799 DOI: 10.1097/md.0000000000001463] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Trigeminocardiac reflex (TCR) represents now a nearly ubiquitary phenomenon in skull base surgery. Functional relevance of the intrainterventional TCR occurrence is hitherto only proven for vestibular schwannoma. In a retrospective observational study, 19 out of 338 (8%) enrolled adult patients demonstrated a TCR during transsphenoidal/transcranial surgery for pituitary adenomas. The 2 subgroups (TCR vs non-TCR) had similar patient's characteristics, risk factors, and histology. Preoperatively, there was a similar distribution of normal pituitary function in the TCR and non-TCR subgroups. In this TCR subgroup, there was a significant decrease of that normal pituitary function after operation (37%) compared to the non-TCR group (60%) (P < 0.03). The TCR subgroup therefore demonstrated a 3.15 times (95%CI 1.15-8.68) higher risk for non-normalizing of postoperative pituitary function compared with the non-TCR subgroup (P < 0.03). It is presented, for the first time, an impact of TCR on the functional hormonal outcome after pituitary surgery and strongly underline again the importance of the TCR in clinical daily practice. As a consequence, TCR should be considered as a negative prognostic factor of hormonal normalization after surgery for pituitary adenomas that should be included into routine practice.
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Affiliation(s)
- T Chowdhury
- From the Department of Anesthesia and Perioperative Medicine, University of Manitoba, Winnipeg, Canada (CT); Department of Neurosurgery, University of Erlangen-Nuremberg, Germany (NC, FA, BM), and Department of Research, University of Southampton, Southampton, UK (SN, SB)
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Sandu N, Schaller B. Molecular imaging of stem cell therapy in brain tumors: a step towards personalized medicine. Arch Med Sci 2012; 8:601-5. [PMID: 23056068 PMCID: PMC3460495 DOI: 10.5114/aoms.2012.30282] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2010] [Revised: 11/24/2010] [Accepted: 12/14/2010] [Indexed: 11/17/2022] Open
Affiliation(s)
- Nora Sandu
- Department of Neurosurgery, University of Lausanne, Switzerland
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Schaller B, Sandu N. Clinical medicine, public health and ecological health: a new basis for education and prevention? Arch Med Sci 2011; 7:541-5. [PMID: 22291784 PMCID: PMC3258767 DOI: 10.5114/aoms.2011.24117] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2010] [Revised: 08/15/2010] [Accepted: 09/14/2010] [Indexed: 12/03/2022] Open
Abstract
In contrast to public health and the resolution to further increase the health care of the whole community in regions worldwide, current clinical medicine has its limits. Further improvement in public health - rather than individual diseases - can only be achieved by integrating new views into treatment. Some years ago, the concept of biopsychosocial medicine was integrated into patient treatment and is now generally accepted. Therefore the author describes here a new dimension to treatment and presents substantial evidence to include ecological health in this already existing concept. The problem of community education is discussed.
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Abstract
Due to the uncertainty of the course of diagnoses, patients with neuro-oncological malignancies present challenges to the physical therapist. At times, the presentation of impairments and disabilities of these patients with neuro-oncological diagnoses do not necessarily coincide with the involved area of the brain or spinal cord. It is our intention to provide guidance to the physical therapist who will be working with these patients with neuro-oncological diagnoses, in hopes that their encounters will be more productive and meaningful. This article describes a brief overview of common central nervous system malignancies, its medical treatment, as well as possible complications and side effects that would need to be considered in rehabilitating these patients. Special consideration is given to the elderly patients with neuro-oncological diagnoses. Pertinent physical therapy assessments and interventions are discussed.
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Affiliation(s)
- Willie Ching
- Staff Physical Therapist, Department of Health and Human Services, National Institutes of Health, Mark O. Hatfield Clinical Research Center, Rehabilitation Medicine Department, Physical Therapy Section, Bethesda, Maryland
| | - Melissa Luhmann
- Staff Physical Therapist, Department of Health and Human Services, National Institutes of Health, Mark O. Hatfield Clinical Research Center, Rehabilitation Medicine Department, Physical Therapy Section, Bethesda, Maryland
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Sandu N, Pöpperl G, Toubert ME, Spiriev T, Arasho B, Orabi M, Schaller B. Current molecular imaging of spinal tumors in clinical practice. Mol Med 2011; 17:308-16. [PMID: 21210073 PMCID: PMC3060992 DOI: 10.2119/molmed.2010.00218] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2010] [Accepted: 01/03/2011] [Indexed: 11/06/2022] Open
Abstract
Energy metabolism measurements in spinal cord tumors, as well as in osseous spinal tumors/metastasis in vivo, are rarely performed only with molecular imaging (MI) by positron emission tomography (PET). This imaging modality developed from a small number of basic clinical science investigations followed by subsequent work that influenced and enhanced the research of others. Apart from precise anatomical localization by coregistration of morphological imaging and quantification, the most intriguing advantage of this imaging is the opportunity to investigate the time course (dynamics) of disease-specific molecular events in the intact organism. Most importantly, MI represents one of the key technologies in translational molecular neuroscience research, helping to develop experimental protocols that may later be applied to human patients. PET may help monitor a patient at the vertebral level after surgery and during adjuvant treatment for recurrent or progressive disease. Common clinical indications for MI of primary or secondary CNS spinal tumors are: (i) tumor diagnosis, (ii) identification of the metabolically active tumor compartments (differentiation of viable tumor tissue from necrosis) and (iii) prediction of treatment response by measurement of tumor perfusion or ischemia. While spinal PET has been used under specific circumstances, a question remains as to whether the magnitude of biochemical alterations observed by MI in CNS tumors in general (specifically spinal tumors) can reveal any prognostic value with respect to survival. MI may be able to better identify early disease and to differentiate benign from malignant lesions than more traditional methods. Moreover, an adequate identification of treatment effectiveness may influence patient management. MI probes could be developed to image the function of targets without disturbing them or as treatment to modify the target's function. MI therefore closes the gap between in vitro and in vivo integrative biology of disease. At the spinal level, MI may help to detect progression or recurrence of metastatic disease after surgical treatment. In cases of nonsurgical treatments such as chemo-, hormone- or radiotherapy, it may better assess biological efficiency than conventional imaging modalities coupled with blood tumor markers. In fact, PET provides a unique possibility to correlate topography and specific metabolic activity, but it requires additional clinical and experimental experience and research to find new indications for primary or secondary spinal tumors.
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Affiliation(s)
- Nora Sandu
- Department of Neurological Surgery, Lariboisière Hospital, Universities of Paris, France
- Department of Neurological Surgery, University of Lausanne, Switzerland
| | | | | | - Toma Spiriev
- Department of Neurological Surgery, Lariboisière Hospital, Universities of Paris, France
- Department of Neurosurgery, Tokuda Hospital, Sofia, Bulgaria
| | - Belachew Arasho
- Department of Neurological Surgery, Lariboisière Hospital, Universities of Paris, France
- Department of Neurology, University of Addis Ababa, Ethiopia
| | - Mikael Orabi
- Department of Neurological Surgery, Lariboisière Hospital, Universities of Paris, France
| | - Bernhard Schaller
- Department of Neurological Surgery, Lariboisière Hospital, Universities of Paris, France
- Department of Neurology, University of Addis Ababa, Ethiopia
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