Western Blotting Data Analysis | Bio-Rad (2024)

Overview

The data produced with a Western blot is usually quite easy to interpret. In the majority of cases, bands corresponding to the target protein will become visible upon treatment of the blot with substrate. Their identity is confirmed by comparison to molecular weight markers (for size) and a positive control (size and signal).

In some cases the data may be more complex, showing unexpected sizes, multiple bands, or alteration in bands following a particular treatment. The focus of this chapter is analysis and as such the data itself will be discussed along with examples of different types of Western blot data from research and clinical settings to demonstrate the flexibility of the technique.

If there are no bands on the blot, or if there are unexplained blotches or uneven signal, troubleshooting advice is offered in Chapter 6.

Quantitation

It is very important to be aware that the data produced with a Western blot is typically considered to be semi-quantitative. That is, it provides a relative comparison of protein levels, but not an absolute measure of quantity for a specific target protein in a particular experiment.

The reason for this is two-fold: first, there will be variations in loading and transfer rates between the samples in separate lanes and on separate blots that will need to be normalized before a more precise comparison can be made; second, the signal generated will not be linear across the concentration range of samples due to substrate availability and linear responsiveness of the detection method.

Since the signal produced is not linear, it should not be used to attach a precise concentration to a particular sample. ELISAs are more suitable for this purpose and generally more sensitive.

Normalization

In order to compare target protein expression levels between several different samples on the same blot or across blots, it is necessary to use a loading control to normalize the data. Loading controls are not actually anything that is loaded onto the gel; instead, they refer to a means of equalizing differences in gel loading and transfer rates between samples.

They are not required for every gel that is run, but are necessary for publication quality work, and when the actual signal level between samples is compared. Typically, the blot is probed with an antibody to a well-characterized housekeeping gene which is used as a general measure of protein expression levels in the cells used as a source for a particular sample.

Probing with the housekeeping gene antibody can be carried out along with the target antibody, separately by cutting a blot between the expected band locations, or later after the blot has been stripped of previously bound antibodies. Common loading controls measure the levels of GAPDH, beta actin, tubulin, and histones. These proteins vary in molecular weight and should be carefully chosen depending upon the target protein and experimental conditions since there can be some variation in their signal.

In the Western blot below, Lnk (lymphocyte adaptor protein) expression is compared to non-infected cells and an unrelated protein as a negative control. The matched anti-tubulin probed section of the blot demonstrates that an equivalent amount of sample was loaded in each lane.

Western Blotting Data Analysis | Bio-Rad (1)

Figure 15:Lnk Expression in Endothelial Cells Following Treatment with TNF a. The Western blot was probed first with anti-Lnk antibody (AHP1003), showing an increase in Lnk expression over time in lanes 3-5. It was then stripped and reprobed with an anti-tubulin antibody to confirm loading equivalence. Lane 1: Non-infected cells. Lane 2: Negative transfection control-AdGFP. Lanes 3-5: 1, 2, and 3 hours post TNF treatment

Densitometers and Analysis Software

In order to make a permanent record, or to get an objective measure of the signal generated on a Western blot, a densitometer is used to scan the blot or film. Imaging software is then used to compare the signal generated by the bands detected on the Western blot.

ECL signal can also be detected with CCD cameras, which usually have a better linear range than film and associated analysis software. Consult the manual for the densitometer or imaging system in use for specific instructions.

Chapter 3: Test Blots, Slot Blots, and Dot BlotsWB Example: Detecting or Characterizing Protein Expression
Western Blotting Data Analysis | Bio-Rad (2024)

FAQs

How do you statistically analyze Western blot data? ›

To this end, once a western blot has been imaged, it can then be analyzed. To do this, researchers use a technique called densitometry to measure the relative amount of a specific protein for a given experimental sample on the blot by comparing it with a control or another protein.

What software is used to Analyse Western blots? ›

AzureSpot Pro combines several powerful analysis tools into one convenient and easy-to-use package. Designed to guide you through the analysis process, AzureSpot Pro is an easy-to-use Western blot image analysis software that makes complex and customized analysis simple.

How do you present Western blot data? ›

When presenting a western blot in a Starr lab meeting or presentation, include the following information: Title: Date, protein(s) and cell lysates including conditions being analyzed. Subtitle: Your initials, and date where details can be found in your lab book (see Lab Book Details).

How do you quantify WB results? ›

The 4 Important Steps for Western Blot Quantification
  1. Find the Linear Range. ...
  2. Background Subtraction. ...
  3. Normalize Your Western Blots. ...
  4. Graphs and Stats Are Needed for Western Blot Quantification.
Jul 18, 2022

What is the best way to quantify a Western blot? ›

The other common approach for quantitating western blots is commonly referred to as using lane and band tools. This approach utilizes a two-step procedure where each lane of a blot is identified in the image, and then individual bands are identified inside each lane.

What are the 6 steps of Western blotting? ›

To perform a Western Blot successfully, every single step should not be neglected. It includes: (1) WB buffers preparation, (2) samples preparation, (3) gel electrophoresis, (4) protein transfer, (5) membrane blocking, (6) antibody incubation, (7) WB detection and imaging, (8) Data analysis.

Is Western blotting the same as RT PCR? ›

Unlike the PCR assay, Western blot analysis provides direct evidence for the presence of specific proteins. However, similar to RT-PCR, care should be taken when preparing samples for Western blot analysis and immunohistochemical detection (described next).

How long do you block for Western blot? ›

Maximum blocking time should not exceed 2 hours at room temperature. Any longer and proteins can be exchanged from the membrane. Another important factor you should consider when Western blotting is the integrity of the digital imager you're using. It is important to use a system that provides clear results.

Is western blot quantitative or qualitative? ›

A qualitative Western blot shows the presence or absence of a protein of interest but provides no information on relative protein abundance. A quantitative Western blot is used to detect specific proteins and measure relative protein abundance.

Are Western blots still used? ›

The western blot is extensively used in biochemistry for the qualitative detection of single proteins and protein-modifications (such as post-translational modifications). At least 8–9% of all protein-related publications are estimated to apply western blots.

What imager is used in western blot? ›

Imagers used in Western blotting include gel documentation systems, which visualize acrylamide gels following protein separation. Imagers for chemiluminescent detection offer high sensitivity, signal stability, and ease of use.

What are the 5 main steps of a Western blot? ›

Five steps are involved in western blotting procedure and detection assay, namely, transfer, blocking, primary antibody incubation, secondary antibody incubation and protein detection, and western blotting analysis.

How are proteins visualized in Western blot? ›

In order to visualize proteins on the membrane the antibodies are typically conjugated to an enzyme, such as horseradish peroxidase (HRP), that emits light upon reacting with a specific substrate. The emitted light, or chemiluminescence, is detected on x-ray film or with specific imaging devices.

Can Western blot be quantitative? ›

Western blot is a reliable quantitative method only if sample properties and integrity, antibody specificity to the target protein, and loading protocols are considered.

How do you quantify protein expressions? ›

Protein quantification is the measurement of the total protein concentration in a sample. Protein can be quantitated directly via absorbance at 280 nm or indirectly using colorimetric (BCA, Bradford, etc.), or fluorometric methods offering advantages, such as greater sensitivity.

How can you demonstrate that approximately equal amounts of cellular protein are present on each lane of a Western blot? ›

Using equal amounts of total protein

Perhaps the most common method is the Bradford assay, which is a colour reactive assay. Other systems are available to use with samples that contain detergents, or are otherwise unsuitable for Bradford.

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