Indium111WBCLabelingChecker

Indium-111 WBC Labeling

radiopharmaceuticals QC URS & FS input.csv output.json radiochemical purity radionuclidic purity In-111
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Utility description: Indium-111 WBC Labeling

Indium-111 WBC Labeling Checker — Indium-111 Labeled Leukocytes

ℹ️  Utility checks critical parameters of autologous leukocytes labeled with Indium-111:
    • Labeling efficiency (≥80%)
    • Free Indium-111 impurity (≤20%)
    • Cell viability (≥95%)
    • WBC count (10–100 million)
    • pH (7.0–7.4), endotoxins, sterility, hemoglobin contamination

⚠️  CRITICAL: Low viability (<95%) indicates cell damage during isolation!
    Low labeling efficiency (<80%) leads to high liver/spleen background!
    RBC contamination (hemoglobin) reduces WBC labeling efficiency.

Usage:
  Indium111WBCLabelingChecker.exe                            → demo mode (console output)
  Indium111WBCLabelingChecker.exe input.csv output.json      → evaluate your data

Input format:
BatchNumber,LabelingEfficiencyPercent,FreeIndium111Percent,CellViabilityPercent,WBCCountMillion,pH,EndotoxinsEU,SterilityTest,HemoglobinContaminationMgPerDl,IncubationTimeMinutes,AnticoagulantType

Example (sterility: 0=sterile, 1=contaminated):
  IN111-WBC-2026-001,92.0,8.0,98.0,50.0,7.2,50.0,0,10.0,30,ACD

— WHY IS THIS NEEDED?
Indium-111 labeled leukocytes are the "gold standard" scintigraphy for detecting hidden foci of infection and inflammation (osteomyelitis, abdominal abscesses, fever of unknown origin).
• Indium-111 oxine or tropolone penetrates the leukocyte membrane and binds intracellularly.
• Labeled cells retain the ability to migrate to sites of inflammation.
• Requires individual preparation from patient blood (autologous product).

⚠️  CRITICAL:
• Labeling efficiency ≥80% — ensures sufficient signal at the infection site.
• Free Indium-111 ≤20% — unbound indium binds to plasma transferrin, accumulating in liver, spleen, and bone marrow, masking pathology.
• Viability ≥95% — dead cells do not migrate and may release the isotope.
• pH 7.0–7.4 — physiological range is necessary for ex vivo cell survival.
• Sterility — MANDATORY, as the product is injected intravenously.
• Hemoglobin contamination ≤50 mg/dL — indicator of WBC fraction purity from RBCs.

Key features:
• Cell viability control (Trypan Blue exclusion or similar).
• Labeling efficiency assessment (pellet activity vs supernatant).
• RBC contamination control (indirectly via hemoglobin).
• Anticoagulant check (ACD preferred over heparin for better labeling).

Critical parameters:
• Labeling efficiency: ≥80.0%
• Free Indium-111: ≤20.0%
• Cell viability: ≥95.0%
• WBC count: 10–100 x10^6
• pH: 7.0–7.4
• Endotoxins: ≤175 EU/vial
• Sterility: no microbial growth
• Hemoglobin: ≤50.0 mg/dL

💡 Usage tips:
1. Labeling is performed ex vivo: blood draw -> WBC isolation (gradient sedimentation) -> incubation with In-111 oxine -> washing -> reinjection.
2. Labeling efficiency calculated: (Pellet Activity / Total Activity) * 100%.
3. Avoid contact with protein-adsorbing plastic surfaces without albumin coating.
4. Product must be injected within 4 hours after labeling.
5. Use ACD (acid citrate dextrose) as anticoagulant for better labeling stability.

⚠️ Note: This is a complex cell therapy product. Image quality directly depends on cell isolation quality and labeling efficiency. Errors in the washing step lead to high free indium content and non-diagnostic scans.

input.csv

BatchNumber,LabelingEfficiencyPercent,FreeIndium111Percent,CellViabilityPercent,WBCCountMillion,pH,EndotoxinsEU,SterilityTest,HemoglobinContaminationMgPerDl,IncubationTimeMinutes,AnticoagulantType
IN111-WBC-2026-001,92.0,8.0,98.0,50.0,7.2,50.0,0,10.0,30,ACD
IN111-WBC-2026-002,75.0,25.0,90.0,45.0,7.0,60.0,0,15.0,25,Heparin

URS & FS — User Requirements and Functional Specification

This document describes the controlled interface and behaviour of Indium111WBCLabelingChecker for Indium-111 WBC Labeling.

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 checks critical parameters of autologous leukocytes labeled with Indium-111:
  • • Labeling efficiency (≥80%)
  • • Free Indium-111 impurity (≤20%)
  • • Cell viability (≥95%)
  • • pH (7.0–7.4), endotoxins, sterility, hemoglobin contamination
  • ⚠️ CRITICAL: Low viability (<95%) indicates cell damage during isolation!
  • BatchNumber,LabelingEfficiencyPercent,FreeIndium111Percent,CellViabilityPercent,WBCCountMillion,pH,EndotoxinsEU,SterilityTest,HemoglobinContaminationMgPerDl,IncubationTimeMinutes,AnticoagulantType
  • Example (sterility: 0=sterile, 1=contaminated):
  • ⚠️ CRITICAL:
  • • Labeling efficiency ≥80% — ensures sufficient signal at the infection site.
  • • Free Indium-111 ≤20% — unbound indium binds to plasma transferrin, accumulating in liver, spleen, and bone marrow, masking pathology.
  • • Viability ≥95% — dead cells do not migrate and may release the isotope.
  • • Sterility — MANDATORY, as the product is injected intravenously.
  • • Hemoglobin contamination ≤50 mg/dL — indicator of WBC fraction purity from RBCs.

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 Indium-111 WBC Labeling 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
1BatchNumberstringIN111-WBC-2026-001Batch or lot identifier used for traceability.
2LabelingEfficiencyPercentdecimal92.0Controlled input parameter used by the deterministic QC rules.
3FreeIndium111Percentdecimal8.0Free radionuclide / unbound species; important for non-target uptake and toxicity.
4CellViabilityPercentstring98.0Controlled input parameter used by the deterministic QC rules.
5WBCCountMillionstring / decimal50.0Controlled input parameter used by the deterministic QC rules.
6pHdecimal7.2Solution pH; relevant for stability, compatibility and administration.
7EndotoxinsEUdecimal50.0Bacterial endotoxins; critical for parenteral administration.
8SterilityTestflag / boolean0Sterility result; critical release parameter.
9HemoglobinContaminationMgPerDlflag / boolean10.0Controlled input parameter used by the deterministic QC rules.
10IncubationTimeMinutesdatetime / string30Time point used for decay, stability or ingrowth calculation.
11AnticoagulantTypestringACDControlled input parameter used by the deterministic QC rules.
BatchNumber,LabelingEfficiencyPercent,FreeIndium111Percent,CellViabilityPercent,WBCCountMillion,pH,EndotoxinsEU,SterilityTest,HemoglobinContaminationMgPerDl,IncubationTimeMinutes,AnticoagulantType
IN111-WBC-2026-001,92.0,8.0,98.0,50.0,7.2,50.0,0,10.0,30,ACD
IN111-WBC-2026-002,75.0,25.0,90.0,45.0,7.0,60.0,0,15.0,25,Heparin

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 Indium-111 WBC Labeling, 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": "indium111-wbc-labeling-checker",
  "api": "Indium-111 WBC Labeling",
  "overallStatus": "PASS|WARNING|FAIL",
  "sourceFile": "input.csv",
  "checks": [
    {
      "parameter": "BatchNumber",
      "value": "IN111-WBC-2026-001",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "LabelingEfficiencyPercent",
      "value": "92.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "FreeIndium111Percent",
      "value": "8.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "CellViabilityPercent",
      "value": "98.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "WBCCountMillion",
      "value": "50.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "pH",
      "value": "7.2",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "EndotoxinsEU",
      "value": "50.0",
      "status": "PASS|WARNING|FAIL",
      "message": "Rule-based check result"
    },
    {
      "parameter": "SterilityTest",
      "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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RPH organ/system: bone and musculoskeletal

Bone scintigraphy, MDP/PYP, marrow, bone-pain palliation, skeletal metastases and radiosynovectomy.

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RPH organ/system: hepatobiliary and GI

HIDA, mebrofenin, gallbladder, gastric emptying, GI transit, bleeding and liver/spleen imaging.

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