ELISABioassayQualityChecker

ELISA Bioassay

LabEx laboratory QC CSV→JSON URS & FS utilities / cleanroom
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ELISA Bioassay Quality Checker — Control of ELISA Quality

ℹ️  Utility checks critical parameters of ELISA validity:
   • Calibration Curve Linearity (R²): ≥0.99
   • Standard Recovery: 80–120%
   • Duplicate Precision (CV): ≤15%
   • Blank Optical Density (Blank OD): <0.1 (example)

⚠️  CRITICAL: If any parameter fails criteria, the entire run is considered invalid!
   This is a GLP/GMP requirement for bioanalytical methods.

Usage:
 ELISABioassayQualityChecker.exe                            → demo mode (console output)
 ELISABioassayQualityChecker.exe input.csv output.json      → evaluate your data

Input format:
BatchNumber,CurveRSquared,StandardRecoveryPercent,DuplicateCVPercent,BlankOD,CalculatedConcentration

Example:
 ELISA-BIO-2026-001,0.998,98.5,4.2,0.05,125.5

— WHY IS THIS NEEDED?
ELISA is widely used for quantification of proteins, antibodies, vaccines, and biomarkers.
• Assay quality depends on many factors: incubation, washing, conjugate activity.
• Calibration curve must be linear (or log-linear) with high R².
• Recovery indicates method accuracy (absence of matrix effects).
• Duplicate CV reflects pipetting precision and reaction homogeneity.
• High Blank may indicate non-specific binding or contamination.
• Automation of criteria check eliminates operator subjectivity.

⚠️  CRITICAL:
• R² < 0.99 often requires curve recalculation or standard re-dilution.
• CV > 15% indicates technical error (bubbles, uneven washing).
• Recovery outside 80-120% may require buffer or extraction changes.
• All criteria must be pre-approved in the method validation protocol.

Key features:
• Comprehensive check of all main ELISA QC parameters.
• Support for microplate reader data (Molecular Devices, Tecan, BioTek).
• Generation of run validity report.

Critical parameters:
• Curve R²: >= 0.99
• Recovery: 80-120%
• Duplicate CV: <= 15%
• Blank OD: < Limit

💡 Usage tips:
1. Use 4-parameter logistic regression (4PL) for curve fitting if sigmoidal.
2. Always include Blank and Zero Standard.
3. Check plate edges for evaporation effect (edge effect).
4. Use control samples (QC Low, Mid, High) in each run.
5. Regularly calibrate reader and check filters.

⚠️ Note: Unlike chemical analysis, bioassays have higher variability. Therefore, acceptance criteria (especially CV) may be wider (up to 20-25% at the Lower Limit of Quantitation LLOQ).

input.csv

BatchNumber,R2,Recovery%,CV%,BlankOD,Concentration
ELISA-BIO-2026-001,0.998,98.5,4.2,0.05,125.5
ELISA-BIO-2026-002,0.995,102.0,6.5,0.08,85.2
ELISA-FAIL-2026-003,0.980,125.0,18.5,0.25,0.0

URS & FS — ELISA Bioassay

This document describes the user requirements and functional specification for ELISABioassayQualityChecker. The utility is intended for QC laboratory use as a rule-based check of data prepared from an instrument, LIMS, ELN, MES or an approved input.csv.

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept input.csv with approved columns: BatchNumber, R2, Recovery%, CV%, BlankOD, Concentration.HighThe CSV file is processed without manual header editing.
URS-002The utility shall perform deterministic evaluation for “ELISA Bioassay” without machine learning.HighThe same input data produce the same JSON result.
URS-003The utility shall validate mandatory fields, numeric formats, flags, ranges and domain plausibility.HighSchema and conversion errors are explicitly reported.
URS-004The utility shall generate output.json with PASS / WARNING / FAIL statuses, source values, warnings and failures.HighThe JSON result is suitable for review, deviation investigation and integration.
URS-005The documentation shall support IQ/OQ/PQ or CSV/CSA verification.MediumURS/FS, CSV/JSON contract and test scenarios are supplied with the utility.

input.csv contract

#FieldSamplePurpose
1BatchNumberELISA-BIO-2026-001Input parameter for deterministic QC evaluation.
2R20.998Input parameter for deterministic QC evaluation.
3Recovery%98.5Input parameter for deterministic QC evaluation.
4CV%4.2Input parameter for deterministic QC evaluation.
5BlankOD0.05Input parameter for deterministic QC evaluation.
6Concentration125.5Input parameter for deterministic QC evaluation.

FS — Functional Specification

IDFunctionImplementation
FS-001CSV importRead input.csv; validate header, column count and encoding.
FS-002Schema validationCheck required fields and permitted input values.
FS-003Rule engineApply domain rules, limits and system suitability/specification checks described in the source utility description.
FS-004Status aggregationProduce final status: FAIL for critical failure, WARNING for non-critical deviation, PASS for conformance.
FS-005JSON exportWrite machine-readable output.json for LIMS/ELN/MES and QA/QC review.

OQ/PQ scenarios

  • OQ-001: a valid sample row shall be processed without schema error.
  • OQ-002: a missing mandatory column shall produce a schema error.
  • OQ-003: a non-numeric value in a numeric field shall produce a conversion error.
  • OQ-004: a critical parameter outside the limit shall produce FAIL or a critical finding.
  • PQ-001: user real batches shall be checked with retention of input.csv, output.json, utility version and checksum.

Included in packages

Biopharmaceuticals Extended QC Suite

Extended QC utility coverage for mAbs, biosimilars, proteins, insulins, vaccines, mRNA/LNP, HCP, sterile release, microbiology, water, cleanroom and stability workflows.

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Immunology QC Suite

QC utility package for immunology: monoclonal antibodies, biosimilars, immunomodulators, immunosuppressants, ELISA/SPR, HCP, protein characterization, sterility and pyrogen/release checks.

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LabEx QC Suite

LabEx package for laboratory QC methods: chromatography, spectroscopy, microbiology, sterility, endotoxins, particles, dissolution, water, cleanrooms and sample preparation.

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Radiology QC Suite

QC package for radiology and diagnostic imaging: radiopharmaceuticals, PET/SPECT, contrast media, iodinated and gadolinium products, plus particle, sterility and endotoxin checks.

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