VedolizumabQualityChecker
Vedolizumab
Vedolizumab Quality Checker — Biologic Drug (Anti-Integrin mAb) (Ph. Eur., USP)
ℹ️ The utility checks aggregates, potency, glycosylation, HCP, sterility, endotoxins, particles.
ℹ️ Does not use machine learning — rule-based logic only.
⚠️ CRITICAL! Aggregates ≤1.0%. Sterility mandatory. Endotoxins ≤1.0 EU/mg!
Usage:
VedolizumabQualityChecker.exe → demo mode
VedolizumabQualityChecker.exe input.csv output.json → evaluate data
Input format:
BatchNumber,Protein_Concentration_mgPerMl,Potency_Percent,pH_Value,Osmolality_mOsm_kg,Aggregate_Percent_SEC,Fragment_Percent_SEC,Acidic_Variants_Percent_IEC,Basic_Variants_Percent_IEC,Glycosylation_G0F_Percent,Host_Cell_Protein_ppm,Residual_DNA_ngPerMl,Protein_A_Leaching_ngPerMl,SterilityTest,Endotoxin_EU_per_mg,Subvisible_Particles_2_10_um,Subvisible_Particles_10_25_um,Subvisible_Particles_gt_25_um,Appearance_Score
Example:
VED-BIO-2026-001,10.05,97.5,6.0,290,0.35,0.25,18.0,6.5,26.0,15,1.5,2.8,0,0.09,1100,110,7,0
— WHY IS THIS NEEDED?
Vedolizumab — fully human IgG1κ monoclonal antibody against integrin α4β7 for ulcerative colitis and Crohn's disease treatment:
• Administered intravenously, so sterility and endotoxin requirements are maximum. Risk of severe infusion reactions is high.
• Aggregates (HMW): Critical parameter. Aggregates can cause severe immune responses, anaphylaxis, and accelerated clearance. Limit is strict (≤1.0%).
• Potency: Measured by ability to bind integrin α4β7 and block lymphocyte migration to the gut. Deviation leads to treatment inefficacy.
• Glycosylation: Sugar profile is critical for IgG1 stability and pharmacokinetics.
• Process Impurities: HCP (CHO cell proteins), DNA, and Protein A must be removed to trace levels.
• Particles: Subvisible particles are dangerous for infusion, so control is strict.
⚠️ CRITICAL:
• Protein Concentration: 9.0–11.0 mg/mL (for standard form)
• Potency: 80–120% of standard
• Aggregates: ≤ 1.0%
• Glycosylation (G0F etc.): Within specified range (e.g., 10-40%)
• HCP: ≤ 50 ppm
• DNA: ≤ 10 ng/mL
• Sterility: No growth
• Endotoxins: ≤ 1.0 EU/mg
• Particles >25 µm: ≤ 60 counts/mL
• Appearance: Clear, colorless
⚠️ Note: Utility accounts for therapeutic antibody specifics (IgG1 subclass). Aggregate and glycosylation control is more important than for many other drugs as they directly impact safety (immunogenicity) and efficacy (lymphocyte migration blockade). Sterility is absolute requirement. Deamidation (acidic peaks) controlled as stability marker during storage.
input.csv
BatchNumber,Protein_Concentration_mgPerMl,Potency_Percent,pH_Value,Osmolality_mOsm_kg,Aggregate_Percent_SEC,Fragment_Percent_SEC,Acidic_Variants_Percent_IEC,Basic_Variants_Percent_IEC,Glycosylation_G0F_Percent,Host_Cell_Protein_ppm,Residual_DNA_ngPerMl,Protein_A_Leaching_ngPerMl,SterilityTest,Endotoxin_EU_per_mg,Subvisible_Particles_2_10_um,Subvisible_Particles_10_25_um,Subvisible_Particles_gt_25_um,Appearance_Score VED-BIO-2026-001,10.05,97.5,6.0,290,0.35,0.25,18.0,6.5,26.0,15,1.5,2.8,0,0.09,1100,110,7,0
URS & FS — user requirements and functional specification
This document defines user requirements and functional specification for the quality-control utility. It supports deployment discussion, IQ/OQ preparation and QC workflow integration.
1. Scope
The Vedolizumab Quality Checker utility is used for Vedolizumab. The actual input.csv is the source of truth for the input structure; control criteria are defined by the executable and the domain description.
The utility does not use machine learning; decisions are produced by deterministic rules.
Categories: Global API expansion
Tags: antivirals, API, biologics, endotoxins, essential medicines, global market, impurities, infusions, oncology, sterility
2. Execution modes
VedolizumabQualityChecker.exe → demo mode VedolizumabQualityChecker.exe input.csv output.json → evaluate data
3. Key controlled areas
- assay / content
- microbiology and pathogens
- pH and physicochemical parameters
4. Domain limits and critical parameters
- ⚠️ CRITICAL! Aggregates ≤1.0%. Sterility mandatory. Endotoxins ≤1.0 EU/mg!
- Aggregates (HMW): Critical parameter. Aggregates can cause severe immune responses, anaphylaxis, and accelerated clearance. Limit is strict (≤1.0%).
- ⚠️ CRITICAL:
- Protein Concentration: 9.0–11.0 mg/mL (for standard form)
- Potency: 80–120% of standard
- Aggregates: ≤ 1.0%
- Glycosylation (G0F etc.): Within specified range (e.g., 10-40%)
- HCP: ≤ 50 ppm
- DNA: ≤ 10 ng/mL
- Sterility: No growth
- Endotoxins: ≤ 1.0 EU/mg
- Particles >25 µm: ≤ 60 counts/mL
- Appearance: Clear, colorless
- ⚠️ Note: Utility accounts for therapeutic antibody specifics (IgG1 subclass). Aggregate and glycosylation control is more important than for many other drugs as they directly impact safety (immunogenicity) and efficacy (lymphocyte migration blockade). Sterility is absolute requirement. Deamidation (acidic peaks) controlled as stability marker during storage.
5. URS — user requirements
| ID | Requirement | Criticality | Acceptance criterion |
|---|---|---|---|
| URS-001 | The system shall accept an input.csv file for Vedolizumab with the exact columns listed in the “Input data contract” section. | High | A file with the correct header is processed without manual editing; missing mandatory columns produce FAIL/import error. |
| URS-002 | The system shall support execution without arguments in demo mode and execution with input.csv output.json for user data. | Medium | Both execution scenarios produce a predictable result or clear diagnostic error. |
| URS-003 | The system shall perform rule-based controls for: assay / content, microbiology and pathogens, pH and physicochemical parameters. | High | Each controlled parameter receives a status and message; the result does not depend on hidden Excel formulas or ML. |
| URS-004 | The system shall preserve traceability between batch/lot, source values, applied rules and final verdict. | High | Output includes batch identifier, source values, parameter statuses and critical findings. |
| URS-005 | The system shall generate machine-readable output.json for LIMS/ELN/MES, batch record and QA/QC review. | High | JSON contains overall status, check array, warnings, failures and source-file reference. |
| URS-006 | The system shall support use in the client validation package: URS/FS, IQ/OQ preparation, installation and operational scenario checks. | High | The document, test scenarios and reproducible CSV/JSON flow are suitable for audit and internal approval. |
| URS-007 | The system shall clearly separate technical data errors from specification nonconformities. | Medium | Schema/type errors are not mixed with pharmacopoeial deviations and are reported separately. |
6. input.csv data contract
The source of truth for the input schema is the actual input.csv header. Column names are technical identifiers and are not translated.
| # | Column | Type | Unit | Description | Sample | Control rule |
|---|---|---|---|---|---|---|
| 1 | BatchNumber | identifier | as specified | Batch Number | VED-BIO-2026-001 | mandatory field; used for batch/lot traceability |
| 2 | Protein_Concentration_mgPerMl | decimal | mg/ml | Protein Concentration mg per Ml | 10.05 | numeric value; compared with assay/purity limit from specification or method |
| 3 | Potency_Percent | decimal | % | Potency % | 97.5 | mandatory numeric value; rule comparison is performed by the utility |
| 4 | pH_Value | decimal | pH | p H Value | 6.0 | mandatory numeric value; rule comparison is performed by the utility |
| 5 | Osmolality_mOsm_kg | decimal | mOsm/kg | Osmolality m Osm kg | 290 | mandatory numeric value; rule comparison is performed by the utility |
| 6 | Aggregate_Percent_SEC | decimal | % | Aggregate % SEC | 0.35 | mandatory numeric value; rule comparison is performed by the utility |
| 7 | Fragment_Percent_SEC | decimal | % | Fragment % SEC | 0.25 | mandatory numeric value; rule comparison is performed by the utility |
| 8 | Acidic_Variants_Percent_IEC | decimal | % | Acidic Variants % IEC | 18.0 | mandatory numeric value; rule comparison is performed by the utility |
| 9 | Basic_Variants_Percent_IEC | decimal | % | Basic Variants % IEC | 6.5 | mandatory numeric value; rule comparison is performed by the utility |
| 10 | Glycosylation_G0F_Percent | decimal | % | Glycosylation G0 F % | 26.0 | mandatory numeric value; rule comparison is performed by the utility |
| 11 | Host_Cell_Protein_ppm | decimal | ppm | Host Cell Protein ppm | 15 | mandatory numeric value; rule comparison is performed by the utility |
| 12 | Residual_DNA_ngPerMl | decimal | as specified | Residual DNA ng per Ml | 1.5 | mandatory numeric value; rule comparison is performed by the utility |
| 13 | Protein_A_Leaching_ngPerMl | decimal | as specified | Protein A Leaching ng per Ml | 2.8 | mandatory numeric value; rule comparison is performed by the utility |
| 14 | SterilityTest | boolean / flag | 0/1 | Sterility Test | 0 | valid flag required; prohibited organisms and growth are normally expected as 0 / absent |
| 15 | Endotoxin_EU_per_mg | decimal | EU/ml | Endotoxin EU per mg | 0.09 | numeric value; critical safety attribute compared with endotoxin limit |
| 16 | Subvisible_Particles_2_10_um | decimal | µm | Subvisible Particles 2 10 um | 1100 | mandatory numeric value; rule comparison is performed by the utility |
| 17 | Subvisible_Particles_10_25_um | decimal | µm | Subvisible Particles 10 25 um | 110 | mandatory numeric value; rule comparison is performed by the utility |
| 18 | Subvisible_Particles_gt_25_um | decimal | µm | Subvisible Particles gt 25 um | 7 | mandatory numeric value; rule comparison is performed by the utility |
| 19 | Appearance_Score | decimal | as specified | Appearance Score | 0 | mandatory numeric value; rule comparison is performed by the utility |
CSV example
BatchNumber,Protein_Concentration_mgPerMl,Potency_Percent,pH_Value,Osmolality_mOsm_kg,Aggregate_Percent_SEC,Fragment_Percent_SEC,Acidic_Variants_Percent_IEC,Basic_Variants_Percent_IEC,Glycosylation_G0F_Percent,Host_Cell_Protein_ppm,Residual_DNA_ngPerMl,Protein_A_Leaching_ngPerMl,SterilityTest,Endotoxin_EU_per_mg,Subvisible_Particles_2_10_um,Subvisible_Particles_10_25_um,Subvisible_Particles_gt_25_um,Appearance_Score VED-BIO-2026-001,10.05,97.5,6.0,290,0.35,0.25,18.0,6.5,26.0,15,1.5,2.8,0,0.09,1100,110,7,0
7. FS — functional specification
| ID | Function | Implementation description |
|---|---|---|
| FS-001 | CLI entry point | The executable VedolizumabQualityChecker.exe supports demo mode and input.csv output.json processing mode. |
| FS-002 | CSV parser | The import module reads CSV, validates header, column presence/order, value count and encoding. Decimal values are expected with a dot separator. |
| FS-003 | Field conversion | Each column is converted to the expected type: identifier, text, decimal number, date/time or boolean flag. |
| FS-004 | Domain rule engine | For Vedolizumab, explicit rules are applied: range, minimum, maximum, absence of prohibited flag, data completeness or calculation-based check. |
| FS-005 | Criticality handling | Critical violations produce FAIL; non-critical deviations and incomplete data produce WARNING; full conformance produces PASS. |
| FS-006 | JSON writer | output.json stores overall status, per-parameter results, source values, warnings, failures and diagnostic messages. |
| FS-007 | Integration contract | The CSV → JSON format is stable for invocation from LIMS/ELN/MES, scheduled task or wrapper service. |
| FS-008 | Error handling | Schema error, missing file, non-numeric value or JSON write failure returns diagnosable error without silent PASS. |
8. output.json contract
The output file must be suitable for automated processing, audit review and correlation with the source input.csv row.
{
"utility": "VedolizumabQualityChecker",
"api": "Vedolizumab",
"batchNumber": "VED-BIO-2026-001",
"overallStatus": "PASS|WARNING|FAIL",
"checkedAtUtc": "2026-05-18T00:00:00Z",
"checks": [
{
"parameter": "BatchNumber",
"value": "VED-BIO-2026-001",
"unit": "as specified",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Protein_Concentration_mgPerMl",
"value": "10.05",
"unit": "mg/ml",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Potency_Percent",
"value": "97.5",
"unit": "%",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "pH_Value",
"value": "6.0",
"unit": "pH",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Osmolality_mOsm_kg",
"value": "290",
"unit": "mOsm/kg",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Aggregate_Percent_SEC",
"value": "0.35",
"unit": "%",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Fragment_Percent_SEC",
"value": "0.25",
"unit": "%",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
},
{
"parameter": "Acidic_Variants_Percent_IEC",
"value": "18.0",
"unit": "%",
"status": "PASS|WARNING|FAIL",
"message": "Rule-based check result"
}
],
"criticalFindings": [],
"sourceFile": "input.csv"
}9. OQ/PQ test scenarios
| ID | Scenario | Expected result |
|---|---|---|
| TC-001 | Valid CSV with expected header and sample row | All rows are processed; output contains PASS/WARNING/FAIL and parameter-level detail. |
| TC-002 | A mandatory input.csv column is missing | Import is rejected or the row receives FAIL with schema reference. |
| TC-003 | A numeric field contains text or a blank value | Type conversion error is recorded; the result is not hidden as PASS. |
| TC-004 | A parameter is outside specification or critical limit | Critical parameters produce FAIL; non-critical deviations produce WARNING according to the rule. |
| TC-005 | Positive pathogen/microbiological flag or microbiological limit excursion | Critical FAIL is produced with the offending parameter. |
10. QA/QC, CSV and change control
- Before production use, the client records executable version, checksum, specification/monograph version, test CSV, expected JSON and IQ/OQ results.
- Column names must not be changed without updating the validator and test scenarios.
- The source CSV, output.json and utility version should be stored together as an evidence package.
- Any change in control rules must go through change control and repeated OQ scenario verification.
Included in packages
Biopharmaceuticals Core QC Suite
Focused QC utility package for biologic products: HCP, mAbs, biosimilars, proteins/peptides, sterility, endotoxins and key release checks.
OpenBiopharmaceuticals Extended QC Suite
Extended QC utility coverage for mAbs, biosimilars, proteins, insulins, vaccines, mRNA/LNP, HCP, sterile release, microbiology, water, cleanroom and stability workflows.
OpenImmunology QC Suite
QC utility package for immunology: monoclonal antibodies, biosimilars, immunomodulators, immunosuppressants, ELISA/SPR, HCP, protein characterization, sterility and pyrogen/release checks.
OpenWorld API Extension QC Suite
Extended package for 130 additional high-demand APIs and biological products prepared as a market-coverage backlog.
Open