DaughterNuclideIngrowthCalculator

Daughter Nuclide Ingrowth Calculator

radiopharmaceuticals QC URS & FS input.csv output.json radiochemical purity radionuclidic purity calculation
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Utility description: Daughter Nuclide Ingrowth Calculator

Daughter Nuclide Ingrowth Calculator — Calculator for Daughter Nuclide Accumulation

ℹ️  Utility calculates theoretical activity of daughter isotopes in radiopharmaceutical generators:
    • Supported pairs: Mo-99/Tc-99m, Sr-82/Rb-82, Ge-68/Ga-68, Ti-44/Sc-44, Zn-62/Cu-62
    • Calculation using Bateman equations
    • Determination of radioactive equilibrium type
    • Accounts for time elapsed since last elution or purification

⚠️  IMPORTANT: Calculation assumes daughter nuclide activity is zero at T0 (complete elution).
    Real elution yield may be lower due to column efficiency.

Usage:
  DaughterNuclideIngrowthCalculator.exe                            → demo mode
  DaughterNuclideIngrowthCalculator.exe input.csv output.json      → calculate your data

Input format:
BatchNumber,ParentIsotope,InitialParentActivityMBq,ElapsedTimeHours,DaughterHalfLifeHours,ParentHalfLifeHours

Example (0 in Half-Life fields uses built-in tabulated values):
  GEN-MO99-001,Mo-99,10000,24,0,0

Supported isotopes (automatic half-life selection):
• Mo-99 (65.94 h) → Tc-99m (6.01 h)
• Sr-82 (25.36 h) → Rb-82 (1.27 min)
• Ge-68 (271 days) → Ga-68 (67.7 min)
• Ti-44 (60 years) → Sc-44 (3.97 h)
• Zn-62 (9.19 h) → Cu-62 (9.7 min)

— WHY IS THIS NEEDED?
Generator systems are widely used in radiopharmacy, where a short-lived diagnostic or therapeutic isotope is obtained from a long-lived parent:
• Elution Planning: Calculating available activity before procedure
• Quality Control: Comparing theoretical yield with measured to assess generator efficiency
• Logistics: Estimating activity for delivery to remote centers

⚠️  CRITICAL:
• Equilibrium Type:
  - Secular (T_parent >> T_daughter): Daughter activity approaches parent activity.
  - Transient (T_parent > T_daughter): Daughter activity can exceed parent activity at a certain point.
• Time to Maximum: For transient equilibrium, there is an optimal accumulation time (t_max) when daughter activity is maximal.
• Elution Yield: Real Activity = Theoretical * Elution Efficiency (typically 80-95%).

Key features:
• Automatic decay constant calculation
• Support for custom half-lives for non-standard pairs
• Equilibrium type determination for correct result interpretation

💡 Usage tips:
1. For Mo-99/Tc-99m, maximum ingrowth is reached approximately 23 hours after previous elution.
2. For Ga-68 generators (Ge-68), equilibrium is reached quickly, but due to the long parent half-life, activity drops slowly (mainly due to Ge-68 decay in the long term, but nearly constant over days).
3. Always account for Elution Efficiency when planning patient doses.

input.csv

BatchNumber,ParentIsotope,InitialParentActivityMBq,ElapsedTimeHours,DaughterHalfLifeHours,ParentHalfLifeHours
GEN-MO99-001,Mo-99,10000,24,0,0
GEN-SR82-002,Sr-82,1850,0.5,0,0
GEN-GA68-003,Ge-68,500,48,0,0
CUSTOM-001,Parent-X,1000,10,2.5,20

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of DaughterNuclideIngrowthCalculator for Daughter Nuclide Ingrowth 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.
  • ⚠️ IMPORTANT: Calculation assumes daughter nuclide activity is zero at T0 (complete elution).
  • ⚠️ CRITICAL:

URS — User Requirements Specification

IDRequirementCriticalityAcceptance criterion
URS-001The utility shall accept an input.csv file with the exact headers defined in the data contract.HighThe file is processed without manual header editing.
URS-002The utility shall perform deterministic QC evaluation for Daughter Nuclide Ingrowth Calculator using input values, approved limits and domain rules.HighEach input row receives a PASS / WARNING / FAIL status.
URS-003The utility shall validate mandatory fields, data types, numeric ranges, units and pharmaceutical/radiochemical plausibility.HighSchema and conversion errors are explicitly reported.
URS-004The utility shall identify critical deviations related to radionuclidic purity, radiochemical purity, free radionuclide, impurities, pH, endotoxins and sterility when such fields are present.HighA critical deviation causes FAIL or a separate critical finding.
URS-005The utility shall generate output.json with machine-readable results, source values, warnings and failures.HighJSON is suitable for LIMS/ELN/MES integration and QA/QC review.
URS-006The utility shall not use machine learning to decide conformance.MediumThe result is based on explicit rules, thresholds and input values.
URS-007The utility shall preserve traceability between batch number, input values, applied rules and final status.HighThe output contains the batch identifier and the list of checked parameters.
URS-008The documentation shall support IQ/OQ preparation and inspection discussion with FDA/EMA/Roszdravnadzor or local regulators.MediumURS & FS, input.csv/output.json contract and test scenarios are supplied with the utility.

input.csv contract

#FieldTypeSamplePurpose
1BatchNumberstringGEN-MO99-001Batch or lot identifier used for traceability.
2ParentIsotopestring / decimalMo-99Controlled input parameter used by the deterministic QC rules.
3InitialParentActivityMBqdecimal10000Radioactivity value used for release, decay or dose-related assessment.
4ElapsedTimeHoursdatetime / string24Time point used for decay, stability or ingrowth calculation.
5DaughterHalfLifeHoursdecimal0Controlled input parameter used by the deterministic QC rules.
6ParentHalfLifeHoursdecimal0Controlled input parameter used by the deterministic QC rules.
BatchNumber,ParentIsotope,InitialParentActivityMBq,ElapsedTimeHours,DaughterHalfLifeHours,ParentHalfLifeHours
GEN-MO99-001,Mo-99,10000,24,0,0
GEN-SR82-002,Sr-82,1850,0.5,0,0
GEN-GA68-003,Ge-68,500,48,0,0
CUSTOM-001,Parent-X,1000,10,2.5,20

FS — Functional Specification

IDFunctionImplementation
FS-001CSV importRead input.csv in UTF-8/CSV-compatible format and validate the header and expected columns.
FS-002Schema validationCheck mandatory fields and column count; report unknown or missing key fields.
FS-003Type conversionConvert numeric, flag and text values; invalid formats are recorded as row-level errors.
FS-004Domain rule engineApply domain rules for Daughter Nuclide Ingrowth Calculator, including critical limits from the utility description and approved specification.
FS-005Status aggregationProduce final status: FAIL for critical failure, WARNING for non-critical deviation, PASS for conformance.
FS-006JSON exportWrite output.json with detailed checks, source values, warnings, failures and critical findings.
FS-007Audit supportKeep the result structure suitable for review, deviation investigation, calculation reproduction and IQ/OQ preparation.
FS-008Integration contractSupport the production scenario: LIMS/ELN/MES creates input.csv, the utility returns output.json, the portal displays description and documentation.

Example output.json

{
  "utilityId": "daughter-nuclide-ingrowth-calculator",
  "api": "Daughter Nuclide Ingrowth Calculator",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "checks": [
    {
      "parameter": "BatchNumber",
      "value": "GEN-MO99-001",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "ParentIsotope",
      "value": "Mo-99",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "InitialParentActivityMBq",
      "value": "10000",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "ElapsedTimeHours",
      "value": "24",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "DaughterHalfLifeHours",
      "value": "0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "ParentHalfLifeHours",
      "value": "0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    }
  ],
  "criticalFindings": []
}

OQ/PQ test scenarios

IDScenarioExpected result
OQ-001Valid sample rowPASS or acceptable WARNING according to the rules.
OQ-002Mandatory column missingSchema error or FAIL.
OQ-003Non-numeric value in numeric fieldType-conversion error.
OQ-004Critical parameter outside limitFAIL and critical finding.
PQ-001User real batch/lotReviewed result with input.csv and output.json retained.

QA/QC and change control

  • Do not rename columns without updating the validator 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 radiopharmaceutical limits must be verified against the approved specification and local SOPs.

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