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Saigal K, Patel AB, Lucke-Wold B. Artificial Intelligence and Neurosurgery: Tracking Antiplatelet Response Patterns for Endovascular Intervention. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1714. [PMID: 37893432 PMCID: PMC10608122 DOI: 10.3390/medicina59101714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Revised: 09/22/2023] [Accepted: 09/22/2023] [Indexed: 10/29/2023]
Abstract
Platelets play a critical role in blood clotting and the development of arterial blockages. Antiplatelet therapy is vital for preventing recurring events in conditions like coronary artery disease and strokes. However, there is a lack of comprehensive guidelines for using antiplatelet agents in elective neurosurgery. Continuing therapy during surgery poses a bleeding risk, while discontinuing it before surgery increases the risk of thrombosis. Discontinuation is recommended in neurosurgical settings but carries an elevated risk of ischemic events. Conversely, maintaining antithrombotic therapy may increase bleeding and the need for transfusions, leading to a poor prognosis. Artificial intelligence (AI) holds promise in making difficult decisions regarding antiplatelet therapy. This paper discusses current clinical guidelines and supported regimens for antiplatelet therapy in neurosurgery. It also explores methodologies like P2Y12 reaction units (PRU) monitoring and thromboelastography (TEG) mapping for monitoring the use of antiplatelet regimens as well as their limitations. The paper explores the potential of AI to overcome such limitations associated with PRU monitoring and TEG mapping. It highlights various studies in the field of cardiovascular and neuroendovascular surgery which use AI prediction models to forecast adverse outcomes such as ischemia and bleeding, offering assistance in decision-making for antiplatelet therapy. In addition, the use of AI to improve patient adherence to antiplatelet regimens is also considered. Overall, this research aims to provide insights into the use of antiplatelet therapy and the role of AI in optimizing treatment plans in neurosurgical settings.
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Affiliation(s)
- Khushi Saigal
- College of Medicine, University of Florida, Gainesville, FL 32610, USA
| | - Anmol Bharat Patel
- College of Medicine, University of Miami—Miller School of Medicine, Miami, FL 33136, USA;
| | - Brandon Lucke-Wold
- Department of Neurosurgery, University of Florida, Gainesville, FL 32608, USA
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The effect of low-dose aspirin on platelet function during pregnancy compared to placebo: An explorative study. A letter to the Editor. Eur J Obstet Gynecol Reprod Biol 2023; 280:198-199. [PMID: 36522230 DOI: 10.1016/j.ejogrb.2022.12.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 12/06/2022] [Indexed: 12/14/2022]
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Yu Q, Yang J, Wang J, Yu R, Li J, Cheng J, Hu Y, Li Z, Zheng N, Zhang Z, Li X, Wang Y, Du W, Zhu K, Chen X, Su J. DNA methylation profile in the whole blood of acute coronary syndrome patients with aspirin resistance. J Clin Lab Anal 2022; 37:e24821. [PMID: 36550638 PMCID: PMC9833987 DOI: 10.1002/jcla.24821] [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: 11/16/2022] [Revised: 12/07/2022] [Accepted: 12/10/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Aspirin resistance (AR) results in major adverse cardiovascular events, and DNA methylation might participate in the regulation of this pathological process. METHODS In present study, a sum of 35 patients with AR and 35 non-AR (NAR) controls were enrolled. Samples from 5 AR and 5 NAR were evaluated in an 850 BeadChip DNA methylation assay, and another 30 AR versus 30 NAR were evaluated to validate the differentially methylated CpG loci (DML). Then, qRT-PCR was used to investigate the target mRNA expression of genes at CpG loci. Finally, Gene Ontology (GO) as well as Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed to reveal the enriched pathways. RESULTS The AR and NAR groups displayed significant differences in DNA methylation at 7707 positions, with 270 hypermethylated sites (e.g., cg09555818 located in APOC2) and 7437 sites hypomethylated sites (e.g., cg26828689 located in SLC12A5). Six DML were validated by pyrosequencing, and it was confirmed that DNA methylation (cg16391727, cg21008208, cg21293749, and cg13945576) was related to the increasing risk of AR. The relative mRNA expression of the ROR1 gene was also associated with AR (p = 0.007), suggesting that the change of cg21293749 in DNA methylation might lead to differential ROR1 mRNA expression, ultimately resulting in AR. Furthermore, the identified differentially methylated sites were associated with the molecular pathways such as circadian rhythms and insulin secretion. CONCLUSION Hence, the distinct DNA methylation might play a vital role in the biological regulation of AR through the pathways such as circadian rhythms.
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Affiliation(s)
- Qinglin Yu
- Department of Traditional Chinese Internal MedicineNingbo No. 1 HospitalNingboChina
| | - Jin Yang
- Department of GeriatricsNingbo No. 1 HospitalNingboChina
| | - Jiang Wang
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Ruoyan Yu
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Jiyi Li
- Department of CardiologyYuyao People's Hospital of Zhejiang ProvinceYuyaoChina
| | - Ji Cheng
- Department of Emergency, HwaMei HospitalUniversity of Chinese Academy of SciencesNingboChina
| | - Yingchu Hu
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Zhenwei Li
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Nan Zheng
- Department of Cardiology, HwaMei HospitalUniversity of Chinese Academy of SciencesNingboChina
| | - Zhaoxia Zhang
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Xiaojing Li
- Department of GeriatricsNingbo No. 1 HospitalNingboChina
| | - Yong Wang
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Weiping Du
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Keqi Zhu
- Department of Traditional Chinese Internal MedicineNingbo No. 1 HospitalNingboChina
| | - Xiaomin Chen
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
| | - Jia Su
- Department of CardiologyNingbo No.1 HospitalNingboChina,Key Laboratory of Precision Medicine for Atherosclerotic Diseases of Zhejiang ProvinceNingboChina
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Elshafei MN, Imam Y, Alsaud AE, Chandra P, Parray A, Abdelmoneim MS, Obeidat K, Saeid R, Ali M, Ayadathil R, Mohamed MFH, Abdallah IM, Mohammed S, Akhtar N, Danjuma MIM. The impact of enteric coating of aspirin on aspirin responsiveness in patients with suspected or newly diagnosed ischemic stroke: prospective cohort study: results from the (ECASIS) study. Eur J Clin Pharmacol 2022; 78:1801-1811. [PMID: 36121499 PMCID: PMC9546947 DOI: 10.1007/s00228-022-03391-2] [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: 12/13/2021] [Accepted: 08/22/2022] [Indexed: 11/25/2022]
Abstract
Background and purpose Uncertainty remains regarding the impact of enteric-coated aspirin (EC-ASA) on secondary prevention of ischemic stroke compared to plain aspirin (P-ASA). Hence, this study was designed to investigate the effect of EC formulation on ASA response via evaluating thromboxane B2 (TXB2) levels in patients with suspected or newly diagnosed stroke. Methods A prospective cohort study on suspected or newly diagnosed ischemic stroke patients who are aspirin-naive was conducted. Patients were received either EC aspirin or plain aspirin for at least 3 days. The primary outcome was the proportion of aspirin non-responsiveness between two groups (level of residual serum TXB2 associated with elevated thrombotic risk (< 99.0% inhibition or TXB2 > 3.1 ng/ml) within 72 h after three daily aspirin doses, while secondary outcomes were the incidence of early gastrointestinal tract (GIT) bleeding with the various aspirin preparations. (Trial registration: Clinicaltrials.gov NCT04330872 registered on 02 April 2020). Results Of 42 patients, ischemic strokes were confirmed in both P-ASA (81%) and EC-ASA (67%) arms. ASA non-responsiveness showed no significant difference between the two formulations (P-ASA vs. EC-ASA; 28.6% vs 23.8%; P = 0.726). Univariate and multivariate logistic regression analysis showed that patients treated with EC-ASA were more likely to have a lower rate of non-responders compared to P-ASA (unadjusted OR 0.78; 95% CI 0.20, 3.11); with the risk highest in type 2 diabetic patients with HBA1c > 6.5% (adjusted OR 6; 95% CI 1.02, 35.27; P = 0.047). No incidence of GIT bleeding observed throughout the study. Conclusion A significant proportion of ASA non-responsiveness was recorded regardless of ASA formulation administered. The increased risk of ASA non-responsiveness in diabetic patients needs further exploration by larger prospective studies.
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Affiliation(s)
- Mohamed Nabil Elshafei
- Clinical Pharmacy Department, Hamad General Hospital, Hamad Medical Corporation, P.O. 3050, Doha, Qatar.
| | - Yahia Imam
- Neurology Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar.,Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Arwa Ebrahim Alsaud
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Prem Chandra
- Biostatstics Section, Medical Research Center, Hamad Medical Corporation, Doha, Qatar
| | - Aijaz Parray
- The Neuroscience Institute, Academic Health Systems, Hamad Medical Corporation, Doha, Qatar
| | - Mohamed S Abdelmoneim
- Neurology Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar.,The Neuroscience Institute, Academic Health Systems, Hamad Medical Corporation, Doha, Qatar
| | - Khaldun Obeidat
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Razan Saeid
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Mohammad Ali
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Raheem Ayadathil
- The Neuroscience Institute, Academic Health Systems, Hamad Medical Corporation, Doha, Qatar
| | - Mouhand F H Mohamed
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar
| | - Ibtihal M Abdallah
- Clinical Pharmacy Department, Hamad General Hospital, Hamad Medical Corporation, P.O. 3050, Doha, Qatar
| | - Shaban Mohammed
- Department of Pharmacy, Hamad Medical Corporation, Doha, Qatar
| | - Naveed Akhtar
- Neurology Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar.,Weill Cornell Medicine-Qatar, Doha, Qatar
| | - Mohammed Ibn-Masoud Danjuma
- Internal Medicine Department, Hamad General Hospital, Hamad Medical Corporation, Doha, Qatar.,College of Medicine, Qatar University, Doha, Qatar
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Mone F, Gupta JK, Phelan MM, Meher S, Lian LY, Francis B, Zhang E, Mulcahy C, Alfirevic A, Mcauliffe FM, Navaratnam K. Platelet response to aspirin in UK and Irish pregnancy cohorts: a genome-wide approach. Platelets 2021; 33:911-917. [PMID: 34904537 DOI: 10.1080/09537104.2021.2007872] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
A multi-center prospective cross-sectional and genome-wide association study (GWAS) recruited pregnant women taking low dose aspirin. Objectives were to (i) develop pregnancy-specific 95% reference intervals for a range of laboratory based platelet function tests (PFTs); (ii) select an optimal and acceptable PFT that reflected aspirin's COX-1 inhibition in women with confirmed aspirin adherence in pregnancy; and (iii) identify genomic variants that may influence pregnant women's platelet response to aspirin.The study included two independent cohorts of pregnant women. A range of PFTs and matched phenotyping with urinary 11-dehydrothromboxane B2 (11DTXB2) and nuclear magnetic resonance (NMR) spectroscopy detection of urinary salicyluric acid as a measure of aspirin adherence were performed. Genome-wide data was acquired from the UK Biobank Axiom® (Thermo Fisher Scientific). 11DTXB2 in combination with adherence testing with NMR salicyluric acid was an accurate and acceptable testing strategy for detecting biochemical aspirin responsiveness in pregnant women, with the provision of relevant reference ranges. GWAS meta-analysis found no significant single nucleotide polymorphisms in association with response to aspirin in pregnancy. Further evaluation in relation to effective dosing of aspirin in pregnancy and optimizing the benefits to specific subgroups should now be a priority for future research.
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Affiliation(s)
- Fionnuala Mone
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Juhi K Gupta
- Faculty of Health and Life Sciences, University of Liverpool, Liverpool, UK
| | - Marie M Phelan
- NMR Centre for Structural Biology, Institute of Integrative Biology & Technology Directorate, University of Liverpool, UK
| | - Shireen Meher
- Fetal Medicine Centre, Birmingham Women's and Children's NHS Foundation Trust, Birmingham, UK.,Centre for Women's Health Research, Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - Lu Yung Lian
- NMR Centre for Structural Biology, Institute of Integrative Biology & Technology Directorate, University of Liverpool, UK
| | - Ben Francis
- Department of Pharmacology& Therapeutics, University of Liverpool, Liverpool, UK
| | - Eunice Zhang
- Department of Pharmacology& Therapeutics, University of Liverpool, Liverpool, UK
| | - Cecilia Mulcahy
- UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Dublin, Ireland
| | - Ana Alfirevic
- Department of Pharmacology& Therapeutics, University of Liverpool, Liverpool, UK
| | - Fionnuala M Mcauliffe
- UCD Perinatal Research Centre, School of Medicine, University College Dublin, National Maternity Hospital, Dublin, Ireland
| | - Kate Navaratnam
- Centre for Women's Health Research, Institute of Translational Medicine, University of Liverpool, Liverpool, UK
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Yang Y, Shi X, Du Z, Zhou G, Zhang X. Associations between genetic variations in microRNA and myocardial infarction susceptibility: a meta-analysis and systematic review. Herz 2021; 47:524-535. [PMID: 34878577 DOI: 10.1007/s00059-021-05086-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Revised: 09/01/2021] [Accepted: 11/07/2021] [Indexed: 12/15/2022]
Abstract
BACKGROUND Current genetic association studies have reported conflicting results regarding the association between miRNA polymorphisms and myocardial infarction (MI) risk METHODS: Relevant studies were retrieved from the PubMed, EMBASE, ISI Web of Science, and Scopus databases. Eligible studies determining the association between miRNA polymorphisms and MI susceptibility were included and a meta-analysis was performed to quantify the associations between miRNA polymorphisms and MI risk. RESULTS A total of eight studies with 2507 MI patients and 3796 healthy controls were included, dealing with nine miRNA genes containing 11 different loci, including miR-149 (rs71428439 and rs2292832), miR-126 (rs4636297 and rs1140713), miR-146a (rs2910164), miR-218 (rs11134527), miR-196a2 (rs11614913), miR-499 (rs3746444), miR-27a (rs895819), miR-26a‑1 (rs7372209), and miR-100 (rs1834306). miR-146a rs2910164 and miR-499 rs3746444 were determined to have a significant association with MI susceptibility, a finding that was supported by the meta-analysis (rs2910164: GG/CC, odds ratio [OR]: 1.40, 95% confidence interval [95% CI]: 1.05-1.74, p < 0.001; rs3746444: AA + AG/GG, OR = 2.04, 95% CI: 1.37-2.70, p < 0.001). Limited or conflicting data were found for the relationship between the other miRNA polymorphisms (rs71428439, rs4636297, rs1140713, rs11134527, rs11614913, rs895819, rs7372209, rs1834306, rs2292832) and MI risk. CONCLUSION There was a significant association between rs2910164 and rs3746444 and MI susceptibility. Further studies are required to investigate the role of miRNA polymorphisms in MI risk.
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Affiliation(s)
- Yang Yang
- Department of Cardiology, The Third Affiliated Hospital of Anhui Medical University, 230061, Hefei, Anhui, China
| | - Xiajun Shi
- Department of Cardiology, Tongling People's Hospital, 244002, Tongling, Anhui, China
| | - Zhengxun Du
- Department of Cardiology, The Third Affiliated Hospital of Anhui Medical University, 230061, Hefei, Anhui, China
| | - Gendong Zhou
- Department of Cardiology, The Third Affiliated Hospital of Anhui Medical University, 230061, Hefei, Anhui, China
| | - Xiaohong Zhang
- Department of Cardiology, The Third Affiliated Hospital of Anhui Medical University, 230061, Hefei, Anhui, China.
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Petrov A, Rentsenkhuu G, Nota B, Ganzorig E, Regzengombo B, Jagusch S, Henkes E, Henkes H. Initial experience with the novel p64MW HPC flow diverter from a cohort study in unruptured anterior circulation aneurysms under dual antiplatelet medication. Interv Neuroradiol 2021; 27:42-50. [PMID: 32640858 PMCID: PMC7874381 DOI: 10.1177/1591019920939845] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Accepted: 06/03/2020] [Indexed: 12/21/2022] Open
Abstract
OBJECTIVE p64MW HPC is a new low-profile flow diverter with reduced thrombogenicity due to hydrophilic coating. The purpose of this study was to evaluate its safety and efficacy in Mongolian patients under dual antiplatelet therapy. METHODS Consecutive patients with unruptured anterior circulation aneurysms were prospectively enrolled. All patients received aspirin and clopidogrel before and six months after the procedure, followed by lifelong aspirin medication. High platelet reactivity (VerifyNow) did not trigger further action. The safety and efficacy endpoints were clinical outcome and aneurysm occlusion. RESULTS In 29 patients (26 female, median age 57 years), 46 aneurysms (neck width 3.3 mm, fundus diameter 3.7 mm, median) were treated. Dual platelet function inhibition was confirmed in eight patients (28%). The response to Clopidogrel was between 100 and 239 P2Y12 reaction units (VerifyNow) in 13 patients (45%). Non-response to at least one drug was found in 8 of 29 patients (28%). One collapsed p64MW HPC required balloon angioplasty. No other periprocedural thrombus formation occurred. Postprocedural MRI revealed lesions with diffusion restriction in 3 of 29 patients. Digital subtraction angiography after three months for 42 of 46 (91%) aneurysms showed an adequate aneurysm occlusion in 25 (60%). Distal p64MW HPC migration of 3 implants was retreated with another p64MW HPC. Follow-up digital subtraction angiography of 26 of 46 (57%) aneurysms after six months showed adequate aneurysm occlusion in 22 (85%). Significant in-stent stenosis or thrombosis, morbidity or mortality was not encountered. CONCLUSION p64MW HPC implantation in patients under dual antiplatelet therapy with or without dual platelet function inhibition has a low procedural complication rate. The early aneurysm occlusion rate is high.
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Affiliation(s)
- Andrey Petrov
- Vascular Neurosurgery Department,
Russian Polenov Neurosurgical Institute, Branch of National Medical Research
Center “Almazov”, St. Petersburg, Russia
| | | | - Baatarjan Nota
- Department of Angiography, Shastin
Central Hospital, Ulaanbaatar, Mongolia
| | - Erdenebat Ganzorig
- Department of Angiography, Shastin
Central Hospital, Ulaanbaatar, Mongolia
| | | | | | - Elina Henkes
- Neuroradiological Clinic, Klinikum
Stuttgart, Stuttgart, Germany
| | - Hans Henkes
- Neuroradiological Clinic, Klinikum
Stuttgart, Stuttgart, Germany
- University Duisburg-Essen,
Medizinische Fakultät, Essen, Germany
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