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Meeting 2025 TMS Annual Meeting & Exhibition
Symposium Bio-Nano Interfaces and Engineering Applications
Presentation Title Machine Learning Guided Biomimetic Peptide Design for Heterogenous Interfaces
Author(s) Candan Tamerler
On-Site Speaker (Planned) Candan Tamerler
Abstract Scope Biological systems offer inspiration for design strategies where molecular building blocks can be coupled into functional interfaces and material design. Small peptides can mimic the functions of proteins, be an integral component of an hybrid system, generate biomimetic platforms and modulate microenvironment. Biomimetic peptides and peptide hybrids have the ability to present tremendous structural and functional diversity. Our group has been exploring peptide design from single to multi-functional domains to expand their bioactivity and harness engineered peptides in different applications. By merging machine learning integrated computational approaches with the experimental design, we search for targeted properties of synthetic and protein derived short peptides, explore their self-organization and validate design conditions over the multitude of interactions. This presentation will summarize our approach in combining the self-assembly with bioactivity targeting heterogenous tissue interfaces as well as develop hybrid systems to modulate the environment through their metal chelation and catalysis properties.
Proceedings Inclusion? Planned:

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

3D Printed Scaffolds with Metal Nanoparticles as Sensing Modalities
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Advancement of Targeted Antimicrobial Peptides Through Machine Learning: Toward Microbial Balance and Species Specificity
Aerosol Jet-Printed MEAs for 3D Electrophysiological Mapping in Cardiac Disease Modeling
Alloy Design via Additive Manufacturing of Metallic Implants
Analysis of Direct Electron Transfer of Glucose Oxidase on Graphene-CNT Composite Surfaces via Molecular Dynamics and Electrochemical Experiments
Biocompatibility and Cell Response to Microstructured Bioinspired Ceramic Composites
Biomimetic Design of Antibacterial Chimeric Peptides: Engineered Peptides for Next-Generation Dental Restorations
Carbon or Carbonate? Distinguishing Carbon Sources in Biominerals by Atom Probe Tomography
Engineering Tissue-Biomaterial Interfaces: From Nanostructure Modification to Pathological Tissue Integration
Fabrication of Low Density Polyethylene Polymer Films Reinforced with Modified Fish Scale Powder
Facile Green Synthesis of Dual Stabilized Near-Infrared CuInSe/ZnS Quantum Dots as Fluorescent Probes for Cancer-Bacteria Imaging
Flavoprotein Oxidases Engineered with a Metal-Binding Peptide Tag as a Potential Diagnostic Enzyme
Fluid Flow Enabled Metastasis Testbed of Breast and Prostate Cancer Metastasis to Bone
Hierarchical Surface Restructuring of Ultra-Thin Electrodes and Microelectrode Arrays for Neural Interfacing with Peripheral and Central Nervous Systems
Hybrid Nanoparticles Loaded with a Combination of Aloe Vera and Moringa Oleifera Extracts for Improved Modulation of the Expression of Profibrotic and Proinflammatory Markers in Human Hepatic Stellate Cells and Hepatocytes
Identification of SARS-CoV-2 Virus Variants Through a Label-Free SERS Technique
Iron Acquisition and Mineral Transformation by Cyanobacteria Living in Extreme Environments
Machine Learning Guided Biomimetic Peptide Design for Heterogenous Interfaces
Mechanobiology of Cellular Adhesion Proteins and Their Role in Cancer Progression
Multi-Stage Biomineralization of Iron Oxide and Calcium Phosphate Phases in the Abrasion Resistant Teeth of Chiton Articulatus
Natural Medicine Nanocarriers in 3D-Printed Scaffolds for Bone Regeneration
Reverse Biomimetics of Structural Mechanisms in Soft Biological Composites
Surface Modification of Plasmonic Nanoparticles by Aryl Diazonium Salts for Raman Bioimaging and Biosensing
Sustainable Treatment of Industrial Paint Effluent Using Calcium Oxide Nanoparticles Derived from Waste Snail Shells
Synthesis of Ternary Quantum Dots for Selective Sensing of Chromium (iii) Ion and Its Conjugation to Porphyrin for Improved Photodynamic Therapy Application
Synthetic Salmon Calcitonin Alters the Mineral: Matrix Nanostructure of Mice with Chronic Kidney Disease
The Influence of Buffer Composition and Surface Topography on the Antimicrobial Properties of Copper
The Strength and Toughness of Spider Silk Nanofibrils: Origin of the Outstanding Performance of One of the Most Impressive Biogenic Structural Materials
Tunable, Light-Actuated Silk Fibroin Composites for Biodevices at Biointerfaces

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