Quality Control

Westgard Rules

A multi-rule QC system combining statistical rules to detect analytical errors while minimizing false rejections in laboratory quality control.

What are Westgard Rules?

Westgard Rules
Westgard Rules are a set of statistical quality control rules developed by Dr. James Westgard to help laboratories detect analytical errors in their testing processes. The multi-rule approach uses a combination of rules to maximize error detection while minimizing false rejections, providing better performance than single-rule systems.

The Westgard Multi-Rule System

1:2s

Warning Rule

One control exceeds the mean ± 2 standard deviations. This triggers inspection of the run using other rules but is not a rejection rule by itself.

Warning Only
1:3s

Random Error Rejection

One control exceeds the mean ± 3 standard deviations. Indicates a random error has occurred.

Reject Run
2:2s

Systematic Error Detection

Two consecutive controls exceed the same mean + 2s or mean - 2s limit. Indicates systematic error (shift).

Reject Run
R:4s

Range Error

One control exceeds mean + 2s while another exceeds mean - 2s (range greater than 4s). Indicates random error.

Reject Run
4:1s

Trend Detection

Four consecutive controls exceed the same mean + 1s or mean - 1s limit. Indicates systematic error (trend).

Reject Run
10x

Shift Detection

Ten consecutive controls fall on one side of the mean. Indicates systematic error (major shift).

Reject Run

Error Type Detection

Random Errors

Detected by: 1:3s, R:4s

  • Sample handling issues
  • Pipetting errors
  • Air bubbles
  • Electrical interference

Systematic Errors

Detected by: 2:2s, 4:1s, 10x

  • Calibration drift
  • Reagent degradation
  • Temperature changes
  • Lot-to-lot variation

LIMS Implementation

Modern LIMS and middleware systems can automatically apply Westgard rules to QC results, generate Levey-Jennings charts, and trigger alerts when rules are violated. This automation enables real-time QC monitoring and immediate response to quality issues.

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