TCID50InfectiousTiterCalculator

TCID50 Infectious Titer Calculator

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Utility description: TCID50 Infectious Titer Calculator

TCID50 Infectious Titer Calculator — Infectious Titer Calculator (Spearman-Kärber)

ℹ️  Utility calculates viral infectious titer (TCID50) using the Spearman-Kärber method, which is the standard for virological studies and vaccine quality control:
     • Input Data: Series of decimal dilutions and number of positive wells (with CPE) at each dilution.
     • Algorithm: Spearman-Kärber formula.
     • Result: Titer in log10 TCID50/mL and absolute value.
     • Validation: Check for presence of 100% positive wells for calculation accuracy.

⚠️  IMPORTANT: 
     • Method requires that dilution series starts with concentration giving 100% positive result and ends with 0%.
     • If no 100% positive wells are present, calculation may be inaccurate or impossible.
     • Inoculum volume is critical for conversion to per mL.

Usage:
  TCID50InfectiousTiterCalculator.exe                            → demo mode (console output)
  TCID50InfectiousTiterCalculator.exe input.csv output.json      → evaluate your data

Input format:
BatchNumber,ProductName,DilutionSeries,PositiveWells,ReplicatesPerDilution,InoculumVolume_ml,MinRequiredTiter_Log10

Example:
  TCID-001,Vaccine,"-3,-4,-5,-6,-7","8,8,5,1,0",8,0.1,6.0

— WHY IS THIS NEEDED?
TCID50 (Tissue Culture Infectious Dose 50%) is the amount of virus required to infect 50% of cell cultures.
It is the main method for standardization of live viral vaccines and determination of virus activity in research.
Automation of calculation eliminates arithmetic errors common in manual counting.

⚠️  CRITICAL:
• CPE (Cytopathic Effect): Must be clearly identified by operator or image analysis system.
• Controls: Positive and negative controls are mandatory for test validation.
• Statistics: Spearman-Kärber method provides unbiased estimate of titer if experimental design conditions are met.

Key features:
• Automatic calculation by Spearman-Kärber formula
• Inoculum volume consideration
• Dilution series validity check
• Generation of reports for virology labs and LIMS LabWare
• Compliance with Ph. Eur. 5.2.14 requirements

Critical parameters:
• Presence of 100% positive wells
• Correct dilution step (usually 1 log10)
• Accurate inoculum volume account

💡 Usage tips:
1. Plate Design: Use at least 4-8 replicates per dilution to increase accuracy.
2. Range: Select dilutions to cover the transition from 100% to 0% positive wells.
3. Blinding: CPE assessment should be done "blind" to exclude bias.
4. Interpretation: TCID50 is not equal to PFU (Plaque Forming Units). Usually 1 TCID50 ≈ 0.69 PFU, but it depends on the system.

⚠️ Note: Unlike Plaque Assay, TCID50 does not require visualization of individual plaques and is suitable for viruses that do not form clear plaques.

input.csv

BatchNumber,ProductName,DilutionSeries,PositiveWells,ReplicatesPerDilution,InoculumVolume_ml,MinRequiredTiter_Log10
TCID-2026-VAC-001,Live Attenuated Virus,"-3,-4,-5,-6,-7","8,8,5,1,0",8,0.1,6.0
TCID-2026-VAC-002,Another Strain,"-2,-3,-4,-5","4,4,2,0",4,0.05,5.0
TCID-2026-LOW-003,Low Titer Sample,"-1,-2,-3","1,0,0",8,0.1,6.0

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of TCID50InfectiousTiterCalculator for TCID50 Infectious Titer Calculator.

Domain limits and critical parameters

Key fragments from the source description are shown below. Before production use, limits must be verified against the approved specification, registration dossier and local SOPs.
  • ℹ️ Utility calculates viral infectious titer (TCID50) using the Spearman-Kärber method, which is the standard for virological studies and vaccine quality control:
  • • Inoculum volume is critical for conversion to per mL.
  • ⚠️ CRITICAL:
  • • CPE (Cytopathic Effect): Must be clearly identified by operator or image analysis system.
  • • Compliance with Ph. Eur. 5.2.14 requirements
  • Critical parameters:

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept an input.csv file for TCID50 Infectious Titer Calculator with headers defined in the data contract.HighThe file is processed without manual header editing.
URS-002The utility shall perform deterministic QC evaluation without machine learning and without probabilistic conformance decisions.HighIdentical input data, rule version and configuration produce reproducible results.
URS-003The utility shall validate mandatory fields, data types, ranges, units and domain plausibility.HighSchema, conversion and range errors are explicitly reported.
URS-004The utility shall apply domain limits and rules from the description, approved specification, registration dossier and local SOPs.HighEach check has PASS/WARNING/FAIL and a clear message.
URS-005The utility shall generate output.json with machine-readable results, source values, warnings, failures and critical findings.HighJSON is suitable for LIMS/ELN/MES integration and QA/QC review.
URS-006The utility shall preserve traceability between batch/sample, input file, applied rules and final status.HighOutput contains identifiers, checked parameters and audit metadata.
URS-007The documentation shall support IQ/OQ/PQ, CSV/CSA and review by internal QA or inspectors.MediumURS, FS, input/output contract and test scenarios are supplied with the utility.
URS-008The utility shall be used as a QC decision-support tool and not as a substitute for approved specifications and QA/QP release decision.MediumDocumentation states change control and limit-verification expectations.

input.csv contract

#FieldTypeSamplePurpose
1BatchNumberstring / controlled vocabularyTCID-2026-VAC-001Batch or lot identifier used for traceability.
2ProductNamestring / controlled vocabularyLive Attenuated VirusProduct or dosage-form name under evaluation.
3DilutionSeriesstring / controlled vocabulary-3,-4,-5,-6,-7Controlled input parameter for deterministic QC rules.
4PositiveWellsstring / controlled vocabulary8,8,5,1,0Controlled input parameter for deterministic QC rules.
5ReplicatesPerDilutioninteger / decimal8Controlled input parameter for deterministic QC rules.
6InoculumVolume_mldecimal0.1Volume/dose used for load, limit or release calculation.
7MinRequiredTiter_Log10decimal6.0Controlled input parameter for deterministic QC rules.
BatchNumber,ProductName,DilutionSeries,PositiveWells,ReplicatesPerDilution,InoculumVolume_ml,MinRequiredTiter_Log10
TCID-2026-VAC-001,Live Attenuated Virus,-3,-4,-5,-6,-7,8,8,5,1,0,8,0.1,6.0
TCID-2026-VAC-002,Another Strain,-2,-3,-4,-5,4,4,2,0,4,0.05,5.0
TCID-2026-LOW-003,Low Titer Sample,-1,-2,-3,1,0,0,8,0.1,6.0

Input validation rules

IDFieldRuleCriticality
VR-001BatchNumberThe field shall match an approved dictionary or accepted string representation.High
VR-002ProductNameThe field shall match an approved dictionary or accepted string representation.High
VR-003DilutionSeriesThe field shall match an approved dictionary or accepted string representation.High
VR-004PositiveWellsThe field shall match an approved dictionary or accepted string representation.Medium
VR-005ReplicatesPerDilutionThe field shall match an approved dictionary or accepted string representation.Medium
VR-006InoculumVolume_mlThe field shall match an approved dictionary or accepted string representation.Medium
VR-007MinRequiredTiter_Log10The field shall match an approved dictionary or accepted string representation.Medium

FS — Functional Specification

IDFunctionImplementation
FS-001CLI executionSupport execution modes: demo mode without arguments and production mode input.csv output.json.
FS-002CSV importRead input.csv in UTF-8/CSV-compatible format and validate header and expected columns.
FS-003Schema validationCheck mandatory fields, column count, unknown key fields and empty mandatory values.
FS-004Type conversionConvert numeric, flag and text values; invalid format is recorded as a row-level error.
FS-005Domain rule engineApply rules for TCID50 Infectious Titer Calculator, including critical limits from the description and approved specification.
FS-006Status aggregationProduce final status: FAIL for critical failure, WARNING for non-critical deviation, PASS for conformance.
FS-007JSON exportWrite output.json with detailed checks, source values, warnings, failures and critical findings.
FS-008Audit supportKeep result structure suitable for review, deviation investigation and calculation reproduction.
FS-009Integration contractSupport the scenario LIMS/ELN/MES → input.csv → utility → output.json → portal/admin review.
FS-010Error handlingReturn explicit messages for missing file, empty CSV, invalid schema, output write failure and invalid format.

Example output.json

{
  "utilityId": "tcid50infectioustitercalculator",
  "utilityFolder": "TCID50InfectiousTiterCalculator",
  "package": "Vet",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "processedAtUtc": "2026-06-10T00:00:00Z",
  "checks": [
    {
      "parameter": "BatchNumber",
      "value": "TCID-2026-VAC-001",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-001"
    },
    {
      "parameter": "ProductName",
      "value": "Live Attenuated Virus",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-002"
    },
    {
      "parameter": "DilutionSeries",
      "value": "-3,-4,-5,-6,-7",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-003"
    },
    {
      "parameter": "PositiveWells",
      "value": "8,8,5,1,0",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-004"
    },
    {
      "parameter": "ReplicatesPerDilution",
      "value": "8",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-005"
    },
    {
      "parameter": "InoculumVolume_ml",
      "value": "0.1",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-006"
    },
    {
      "parameter": "MinRequiredTiter_Log10",
      "value": "6.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Deterministic rule-based check result",
      "ruleReference": "FS-RULE-007"
    }
  ],
  "criticalFindings": [],
  "warnings": [],
  "audit": {
    "inputHash": "sha256:<calculated at runtime>",
    "rulesVersion": "<utility executable version>",
    "documentation": "TCID50InfectiousTiterCalculator.documentation.html"
  }
}

Traceability matrix

URSFSTestEvidence
URS-001FS-001, FS-002OQ-001Verify execution and import of valid input.csv.
URS-002FS-005, FS-006OQ-004Repeat the same dataset and compare output.json.
URS-003FS-003, FS-004, FS-010OQ-002, OQ-003Verify missing columns and invalid types.
URS-004FS-005, FS-006OQ-004, PQ-001Verify critical deviations on real/boundary data.
URS-005FS-007, FS-009OQ-005Verify JSON schema and downstream-system suitability.
URS-006FS-008OQ-006Verify identifiers and audit metadata.
URS-007FS-008, FS-010IQ-001, OQ-007Verify documentation completeness and control evidence.
URS-008FS-005, FS-008PQ-002Verify review workflow and no replacement of QA decision.

IQ/OQ/PQ test scenarios

IDScenarioExpected result
IQ-001Verify executable, input.csv, documentation and checksum availability.Delivery set is complete; version is recorded.
OQ-001Valid sample row from input.csv.PASS or acceptable WARNING according to rules.
OQ-002Remove a mandatory CSV column.Schema error or FAIL with missing-column reference.
OQ-003Place a non-numeric value into a numeric field.Type-conversion error with row/field reference.
OQ-004Set a critical parameter outside the limit.FAIL and critical finding.
OQ-005Verify output.json structure.All mandatory sections are present and JSON is valid.
OQ-006Verify batch/sample traceability.Input and result identifiers match.
PQ-001Verify 3–5 real user batches/samples.Result is confirmed by QC/QA review.
PQ-002Verify deviation workflow and manual QA decision.Utility supports review but does not replace approved decision.

QA/QC and change control

  • Do not rename columns without updating validator, documentation and test set.
  • Retain input.csv, output.json, executable version and checksum.
  • Before production use, perform IQ/OQ/PQ or equivalent CSV/CSA verification.
  • Critical limits shall be verified against the approved specification, registration dossier and local SOPs.
  • The utility provides structured QC decision support; final release decision remains with QA/QP and approved procedures.

Included in packages

Infectious Diseases QC Suite

QC utility package for infectious diseases: antibacterial, antiviral, antifungal and antiparasitic products, microbiology, sterility, endotoxins, viral safety and vaccine release checks.

Open

Vet — Veterinary QC Utilities

Vet is designed for veterinary pharmaceuticals and vaccines: adjuvants, antigens, autogenous vaccines, aquaculture, feed/premixes, antimicrobial and antiparasitic products, sterility and batch release.

Open