Cellular organelles are not just static structures; they are highly dynamic and directly linked to cellular functions. Changes in their morphology can be early indicators of diseases. Recent advancements in light microscopy techniques have transformed organelle research from qualitative descriptions to precise, quantitative measurements, enabling nanoscale resolution, high-throughput image analysis, and live-cell compatibility. This enables accurate measurement of organelle morphology, dynamics, and spatial organization using modern imaging and analysis techniques. By quantifying organelles, we go beyond simply visualizing to measuring and statistically comparing cellular features across different samples. This article addresses a wide range of cellular organelles across all major experimental systems, specifically mentioning mitochondria, myofibers, actin filaments, endoplasmic reticulum, and Golgi apparatus, by integrating experimental design, optimized sample preparation, high-resolution imaging, and validated Fiji/ImageJ-based analysis workflows. For each organelle, step-by-step protocols specify reagents, equipment, acquisition parameters, and expected results. Although recent advances, such as expansion microscopy, correlative light-electron microscopy, and AI-powered segmentation, offer gains in throughput and resolution, this workflow demonstrates that Fiji-based analysis remains fully capable of delivering high-precision organelle quantification. The entire workflow can be completed within 2-4 weeks, from initial design through validation and the production of measurements suitable for cross-study comparisons. Overall, these protocols establish a flexible approach to standardizing organelle quantification so as to understand multiple organelles simultaneously in their cellular contexts. © 2026 Wiley Periodicals LLC. Basic Protocol 1: Mitochondrial quantification Basic Protocol 2: Lipid droplet identification and image processing Basic Protocol 3: Myofibril quantification Basic Protocol 4: Golgi apparatus morphometry Basic Protocol 5: Endoplasmic reticulum network analysis Alternate Protocol: Super-resolution imaging protocol.
Thapliyal et al. (Sun,) studied this question.