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Machine learning-guided accelerated discovery of structure-property correlations in lean magnesium alloys for biomedical applications
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作者 Sreenivas Raguraman Maitreyee Sharma Priyadarshini +5 位作者 Tram Nguyen Ryan McGovern Andrew Kim adam j.griebel Paulette Clancy Timothy P.Weihs 《Journal of Magnesium and Alloys》 SCIE EI CAS CSCD 2024年第6期2267-2283,共17页
Magnesium alloys are emerging as promising alternatives to traditional orthopedic implant materials thanks to their biodegradability,biocompatibility,and impressive mechanical characteristics.However,their rapid in-vi... Magnesium alloys are emerging as promising alternatives to traditional orthopedic implant materials thanks to their biodegradability,biocompatibility,and impressive mechanical characteristics.However,their rapid in-vivo degradation presents challenges,notably in upholding mechanical integrity over time.This study investigates the impact of high-temperature thermal processing on the mechanical and degradation attributes of a lean Mg-Zn-Ca-Mn alloy,ZX10.Utilizing rapid,cost-efficient characterization methods like X-ray diffraction and optical microscopy,we swiftly examine microstructural changes post-thermal treatment.Employing Pearson correlation coefficient analysis,we unveil the relationship between microstructural properties and critical targets(properties):hardness and corrosion resistance.Additionally,leveraging the least absolute shrinkage and selection operator(LASSO),we pinpoint the dominant microstructural factors among closely correlated variables.Our findings underscore the significant role of grain size refinement in strengthening and the predominance of the ternary Ca_(2)Mg_(6)Zn_(3)phase in corrosion behavior.This suggests that achieving an optimal blend of strength and corrosion resistance is attainable through fine grains and reduced concentration of ternary phases.This thorough investigation furnishes valuable insights into the intricate interplay of processing,structure,and properties in magnesium alloys,thereby advancing the development of superior biodegradable implant materials. 展开更多
关键词 Magnesium alloys Machine learning Corrosion Mechanical properties Rapid characterization
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Evaluation of FeMnN alloy bioresorbable flow diverting stents in the rabbit abdominal aorta
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作者 Alexander A.Oliver Cem Bilgin +14 位作者 Mitchell L.Connon Andrew J.Vercnocke Esref A.Bayraktar Jonathan Cortese Daying Dai Yong Hong Ding Sarah A.Erdahl John Pederson Kent D.Carlson adam j.griebel Jeremy E.Schaffer Dan Dragomir-Daescu Ramanathan Kadirvel Roger J.Guillory II David F.Kallmes 《Bioactive Materials》 2025年第6期18-28,共11页
Flow diverting stents are braided,metallic endoluminal devices widely used to treat intracranial aneurysms.Bioresorbable flow diverters(BRFDs)are gaining traction as the next generation of flow diverter technology.BRF... Flow diverting stents are braided,metallic endoluminal devices widely used to treat intracranial aneurysms.Bioresorbable flow diverters(BRFDs)are gaining traction as the next generation of flow diverter technology.BRFDs aim to occlude and heal the aneurysm before safely dissolving into the body,mitigating or eliminating complications associated with the permanent presence of conventional flow diverters such as thromboembolism and stenosis.Additional putative advantages of a BRFD include a reduction in metal induced medical imaging artifacts,a restoration of physiological vasoreactivity,and allowing physicians to re-access the aneurysm if an additional procedure is required.In this current study,iron-manganese-nitrogen(FeMnN)alloy BRFDs and permanent control FDs composed of an industry standard Cobalt-Nickel-Chromium alloy were deployed in the rabbit aorta.MicroCT and SEM corrosion analysis determined the FeMnN wire volumes and cross-sectional areas had reduced approximately 85%and 95%after 3-and 6-months implantation duration,respectively.Histo-logical analysis demonstrated the BRFDs exhibited suitable biocompatibility,with no cases of in-stent throm-bosis,clinically significant stenosis,or adverse tissue responses observed.Immunohistochemistry revealed the neointimas surrounding the BRFDs featured a confluent endothelium covering several layers of smooth muscle cells,with macrophages adjacent to the device wires.The macrophages were able to penetrate the corrosion product and were observed transporting corrosion products away from the implant site.This current work provides primary in vivo corrosion and biocompatibility data to the field for FeMn alloys,which we feel will stimulate and inform the design of next-generation bioresorbable endovascular devices. 展开更多
关键词 BIORESORBABLE BIODEGRADABLE Flow diverter STENT Rabbit aorta
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Radiopaque FeMnN-Mo composite drawn filled tubing wires for braided absorbable neurovascular devices 被引量:1
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作者 adam j.griebel Petra Maier +10 位作者 Henry Summers Benjamin Clausius Isabella Kanasty Weilue He Nicholas Peterson Carolyn Czerniak Alexander A.Oliver David F.Kallmes Ramanathan Kadirvel Jeremy E.Schaffer Roger J.GuilloryⅡ 《Bioactive Materials》 SCIE CSCD 2024年第10期74-87,共14页
Flow diverter devices are small stents used to divert blood flow away from aneurysms in the brain,stagnating flow and inducing intra-aneurysmal thrombosis which in time will prevent aneurysm rupture.Current devices ar... Flow diverter devices are small stents used to divert blood flow away from aneurysms in the brain,stagnating flow and inducing intra-aneurysmal thrombosis which in time will prevent aneurysm rupture.Current devices are formed from thin(~25μm)wires which will remain in place long after the aneurysm has been mitigated.As their continued presence could lead to secondary complications,an absorbable flow diverter which dissolves into the body after aneurysm occlusion is desirable.The absorbable metals investigated to date struggle to achieve the necessary combination of strength,elasticity,corrosion rate,fragmentation resistance,radiopacity,and biocompatibility.This work proposes and investigates a new composite wire concept combining absorbable iron alloy(FeMnN)shells with one or more pure molybdenum(Mo)cores.Various wire configurations are produced and drawn to 25–250μm wires.Tensile testing revealed high and tunable mechanical properties on par with existing flow diverter materials.In vitro degradation testing of 100μm wire in DMEM to 7 days indicated progressive corrosion and cracking of the FeMnN shell but not of the Mo,confirming the cathodic protection of the Mo by the FeMnN and thus mitigation of premature fragmentation risk.In vivo implantation and subsequentμCT of the same wires in mouse aortas to 6 months showed meaningful corrosion had begun in the FeMnN shell but not yet in the Mo filament cores.In total,these results indicate that these composites may offer an ideal combination of properties for absorbable flow diverters. 展开更多
关键词 corrosion COMPOSITE FILLED
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