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Connect evidence
Align expression conditions, host context and run-level product measurements.
01
← All modalities
CHO · MICROBIAL
Recombinant proteins
Connect expression conditions with harvest, purification and analytical quality. Preserve host and process-stage context so a promising expression result can be evaluated against soluble recovery and the quality of the final protein.
CHO · MicrobialRecombinant proteins
OUTCOMES TRACKEDExpressionsoluble yieldpotency
MODALITY-SPECIFIC PROCESS INTELLIGENCE
Understand expression, recovery and activity together.
01Expression
02Harvest
03Recovery
04Characterization
FOCUS AREA · Expression
Expression conditions
Compare host, media, induction and culture conditions alongside productivity and process records.
01
EVIDENCE · MODELS · DECISIONS
Keep every conclusion connected.
Evidence in Bio Hub
- Host, expression conditions and induction
- Solubility, refolding and purification records
- Purity, activity and potency assays
Models in Bio Twin
- Expression and productivity relationships
- Recovery and purification comparisons
- Process sensitivity and scenario analysis
Scientific decisions
- Compare expression conditions
- Identify recovery losses
- Connect upstream changes to final quality
Process outcomes to evaluate: Expression · soluble yield · potency
SOFT SENSORS
Estimate what you cannot continuously measure.
Explore process-specific estimates of biomass, metabolites, product titer and purification performance using scientific models and available process measurements.
Explore BioMedAna Soft Sensors ↗EXAMPLE INVESTIGATION
Did an expression improvement translate into more usable protein?
02/ 04
Compare context
Connect harvest and recovery data with purification-stage results.
02
03/ 04
Evaluate explanations
Compare soluble yield, final purity, activity and potency across the selected runs.
03
04/ 04
Review next steps
Identify the stage limiting usable product and propose the next targeted experiment.
04
Bio Agents can coordinate the scientific work across evidence and models, while Bio OS preserves governance and human review. The configured workflow determines which tasks and models are available.
Bring us this process challenge ↗EVALUATION & SCOPE
Make the demonstration specific.
Agree on the host, expression system, recovery stages and relevant analytical outputs. Model applicability and assay interpretation depend on the protein and the intended product.
What evidence should we bring?
Host, expression conditions and induction. Solubility, refolding and purification records. Purity, activity and potency assays. Include the process question, relevant run context and the analytical methods used to assess the outcome.
How do models support the workflow?
Expression and productivity relationships. Recovery and purification comparisons. Process sensitivity and scenario analysis. Scope and evaluation criteria are defined for your process, data and intended decision.
What should we validate before using the results?
Agree on the host, expression system, recovery stages and relevant analytical outputs. Model applicability and assay interpretation depend on the protein and the intended product.
EXPLORE OTHER MODALITIES
ENTERPRISE USE CASE
Preserving protein activity through enterprise purification
An expression-to-purification investigation that separates recovered protein mass from retained biological activity.
Explore the complete use case ↗