---
module: 102-01
language: en
chapter: 102
title: "Experimental Biomedical Methods, Measurement, Omics, and Reproducibility"
module_title: "Microscopy, culture, separation, and quantitative assays"
source_sha256: 05c02b4f6b6873cb9603943095d179690208bbc5fba415091ae7609d6669fac6
---
# Microscopy, culture, separation, and assays

## Methods as transformations
### Sampling, preparation, measurement, interpretation
### Each method sees only what its principle preserves
#### Images and numbers are instrument and model outputs
### What was measured, from what, at which resolution
#### Detection limit, controls, alternative signal sources

## Light microscopy and contrast
### Resolution depends on wavelength and aperture
#### Empty magnification only enlarges blur
### Contrast from absorption, phase, polarisation, fluorescence
### Fixation and staining can shrink, distort, relocate
### Phase contrast and DIC show live unstained cells
### Fluorescence: excite, detect longer emission
#### Filters separate excitation from emission
#### Autofluorescence and overlap create background
#### Bleaching and cell damage; keep exposure comparable

## Immunofluorescence and specificity
### Direct: fluorophore on primary antibody
### Indirect: labelled secondary amplifies signal
### Manufacturer label is not proof of specificity
#### Positive control: staining system works
#### Negative control: nonspecific background
#### Orthogonal validation by another reagent or method
#### Genetic removal of target is most informative

## Confocal, super-resolution, electron imaging
### Confocal pinhole rejects out-of-focus light
### Multiphoton: lower-energy photons image deeper
### Super-resolution surpasses diffraction limit
#### Patterned light, fluorophore switching, localisation
#### Depends on labelling, motion, photons, algorithm
#### Nanoscale structure needs method-specific controls
### Electron beams have short wavelengths
#### Transmission EM: ultrastructure in thin sections
#### Scanning EM: surface topography
#### Vacuum and processing prevent live imaging
#### Cryogenic methods keep hydrated state

## Cell and microbial culture
### Primary cells keep tissue features, limited lifespan
### Immortalised lines drift, adapt, get misidentified
#### Authentication, passage records, mycoplasma tests
### Medium, oxygen, stiffness, architecture shape phenotype
#### Atmospheric oxygen can be hyperoxic
#### Monolayers alter polarity and mechanical signals
#### Organoids and chips are not whole organisms
### Microbial culture needs viable organisms, right conditions
#### Selective, differential, enrichment media
#### Positive: infection, colonisation, or contamination
#### Negative: low burden, wrong site, antibiotics, delay

## Physical separation
### Centrifugation separates by sedimentation
#### A pellet is enriched, not pure
### Chromatography: partition between two phases
#### Size, charge, selective binding, hydrophobicity
#### Retention time identifies only under calibration
#### Co-elution and matrix effects create false peaks
### Electrophoresis moves charged molecules in a field
#### Native gels mix charge, size, shape
#### A band is not necessarily one species

## Western blotting and optical assays
### Approximate molecular size and abundance
#### Transfer, epitope access, saturation affect it
#### Housekeeping control fails if treatment alters it
#### Total-protein normalisation; keep crop context
### Beer-Lambert holds within a linear range
#### Turbidity and scattering break the assumption
### Fluorimetry sensitive but quenched and bleached

## Immunoassays and flow cytometry
### Sandwich assays capture between two antibodies
### Competitive assays infer from reduced binding
### Heterophile antibodies, hook, cross-reactivity, lots
#### Dilution checks and recovery expose failures
### Flow records scatter and fluorescence per event
#### Scatter only roughly reflects size and complexity
#### Compensation corrects spillover between detectors
#### Gating is subjective; controls support gates
#### Rare events need enough events, debris excluded

## Mass spectrometry
### Ionise and separate by mass-to-charge ratio
### Internal standards correct ion suppression
### Database matching with false-discovery control
### Undetected: absent, below limit, poorly ionised, excluded

## Performance, replicates, triangulation
### Technical replicates: measurement variability
### Biological replicates: independent units
#### Averaging wells does not enlarge the sample
### Controls test the whole process
### Triangulate morphology, biochemistry, perturbation
#### Independent principles rarely share artefacts
#### Disagreement reveals compartments or flawed assumptions
