Quantitative measurements show high variability between replicates. Large error bars or standard deviations prevent statistical significance despite apparent differences.
Common Causes
1Inconsistent Western blotting conditions between experimental runs
2Different antibody lots used across experiment replicates
3Variability in transfer efficiency, blocking, washing, or detection steps
4Insufficient number of biological or technical replicates
Solutions
1Standardize all Western blot conditions: use identical reagent concentrations, incubation times, and temperatures across all experimental runs
2Use same antibody lot numbers for entire experiment; purchase sufficient quantity or reserve aliquots from single lot
3Process all samples in parallel when possible; include same control samples on every blot for normalization
4Increase number of biological replicates (n≥3) and technical replicates; perform power analysis to determine required sample size