Machine‐Learning‐Assisted Nanozyme Design: Lessons from Materials and Engineered Enzymes

J Zhuang, AC Midgley, Y Wei, Q Liu, D Kong… - Advanced …, 2024 - Wiley Online Library
Nanozymes are nanomaterials that exhibit enzyme‐like biomimicry. In combination with
intrinsic characteristics of nanomaterials, nanozymes have broad applicability in materials …

[HTML][HTML] Lignocellulose degradation by rumen bacterial communities: New insights from metagenome analyses

J Gharechahi, MF Vahidi, G Sharifi, S Ariaeenejad… - Environmental …, 2023 - Elsevier
Ruminant animals house a dense and diverse community of microorganisms in their rumen,
an enlarged compartment in their stomach, which provides a supportive environment for the …

Highly efficient removal of dyes from wastewater using nanocellulose from quinoa husk as a carrier for immobilization of laccase

S Ariaeenejad, E Motamedi, GH Salekdeh - Bioresource Technology, 2022 - Elsevier
In this study, the synthesis of nanocellulose (NC) from an agro-waste of quinoa husks (QS)
was reported for the first time. The NC nano-carrier was utilized for immobilization of a model …

Efficient removal of various textile dyes from wastewater by novel thermo-halotolerant laccase

E Motamedi, K Kavousi, SFS Motahar, MR Ghaffari… - Bioresource …, 2021 - Elsevier
A novel thermostable/halotolerant metagenome-derived laccase (PersiLac2) from tannery
wastewater was purified to remove textile dyes in this study. The enzyme was highly active …

In-depth analysis of biocatalysts by microfluidics: An emerging source of data for machine learning

M Vasina, D Kovar, J Damborsky, Y Ding, T Yang… - Biotechnology …, 2023 - Elsevier
Nowadays, the vastly increasing demand for novel biotechnological products is supported
by the continuous development of biocatalytic applications that provide sustainable green …

Machine learning for enzyme engineering, selection and design

R Feehan, D Montezano… - … Engineering, Design and …, 2021 - academic.oup.com
Abstract Machine learning is a useful computational tool for large and complex tasks such as
those in the field of enzyme engineering, selection and design. In this review, we examine …

Enhanced pollutant degradation via green-synthesized core-shell mesoporous Si@ Fe magnetic nanoparticles immobilized with metagenomic laccase

S Ariaeenejad, M Barani, M Roostaee… - International Journal of …, 2024 - Elsevier
With rapid industrial expansion, environmental pollution from emerging contaminants has
increased, posing severe ecosystem threats. Laccases offer an eco-friendly solution for …

Heterogeneous catalysis mediated by light, electricity and enzyme via machine learning: paradigms, applications and prospects

W Zhang, W Huang, J Tan, Q Guo, B Wu - Chemosphere, 2022 - Elsevier
Energy crisis and environmental pollution have become the bottleneck of human
sustainable development. Therefore, there is an urgent need to develop new catalysts for …

[HTML][HTML] Enhanced bioremediation of saline azo dye effluents using PersiLac3: A thermo-halotolerant laccase from a tannery metagenome

S Ariaeenejad, K Kavousi, M Zeinalabedini… - Results in …, 2024 - Elsevier
Large quantities of recalcitrant azo dye wastewater represent an important environmental
issue, owing to their toxicity and the difficulty of their treatment under hypersaline conditions …

A metagenomic catalog for exploring the plastizymes landscape covering taxa, genes, and proteins

DA Jahanshahi, S Ariaeenejad, K Kavousi - Scientific Reports, 2023 - nature.com
There are significant environmental and health concerns associated with the current
inefficient plastic recycling process. This study presents the first integrated reference catalog …