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How to Identify and Report AI-Generated Scientific Images

AI-generated images pose new challenges to scientific integrity by creating realistic but fabricated data that traditional detection and peer-review methods may miss. Researchers must scrutinize published images, report anomalies objectively, and support post-publication review to maintain trust. This requires awareness of current tool limitations and the evolving risks of accessible generative technologies in bioscience research.

How to Choose a Methodology for Giant Unilamellar Vesicles (GUVs)

This guide explains how to choose and prepare Giant Unilamellar Vesicles by evaluating four key experimental constraints. It compares five main methods, highlighting suitability based on buffer composition, membrane asymmetry, encapsulation needs, and size uniformity. Understanding osmolarity, density, and method-specific risks helps avoid failures, ensuring reliable GUV formation tailored to your bioscience experiment.

Improving Empower™ Efficiency Through Better User Training and Onboarding

Most Empower™ labs have trained their analysts and written their SOPs, but still see inconsistent workflows, recurring mistakes, and the same go-to experts fielding every unusual situation. The reason is almost always the same: what gets taught is where to click, not why decisions matter or how to troubleshoot when workflows break down. Here’s how you can build competence more effectively.

How Scientific Collaboration Can Stall Your Career (And How to Put Yourself First)

Scientific collaboration is valuable, but saying yes to every request outside your core research focus can stall career growth. Building a strong reputation requires owning a niche and producing work that advances your research identity. Being selective helps you gain recognition, leadership opportunities, and lasting visibility. This article offers practical advice on balancing collaboration with career growth.


Microscopy & Imaging

Expansion Microscopy: Achieving Nanoscale Resolution Using Conventional Microscopes
Expansion Microscopy: Achieving Nanoscale Resolution Using Conventional Microscopes

Optical microscopy has always been restricted by the diffraction of light. Because conventional widefield and confocal microscopes cannot resolve structures substantially smaller than about 200nm laterally, they miss critical signaling compartments and nanoscopic organization. Newer super-resolution technologies, such as stimulated emission depletion (STED), structured illumination microscopy (SIM), and photoactivated localization microscopy (PALM), solve this problem…


DNA / RNA Manipulation & Analysis

close up gloved hands holding rack with lab tubes
Why Transcriptome–Methylome Integration Can Fail (and How to Fix It)

Transcriptome–Methylome Integration often fails due to structural issues rather than biological absence. Key challenges include over-aggregation of CpG sites, variance mismatches, asymmetric data preprocessing, and inappropriate statistical models. Proper region mapping, variance assessment, covariate alignment, and cohort size evaluation are essential to detect true regulatory relationships. Addressing these factors before complex modeling improves interpretation and avoids false conclusions about methylation-expression associations.


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