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Pharma

For Bio Pharma

Implementation infrastructure and real-world evidence.

Pharma Value

LiverTwin™ supports the commercial, medical, clinical, and evidence needs of MASH pharma companies.

Pharma companies need more than awareness campaigns. They need implementation infrastructure that helps real clinics run the MASH care pathway and create measurable evidence.

A

Patient finding & funnel creation

Identify high-risk patients from EHR, labs, metabolic risk, imaging reports, medication history, and prior non-invasive testing.

B

Site activation & workflow readiness

Help health systems standardize NIT completion, hepatology referral, baseline assessment, therapy readiness, and follow-up scheduling.

C

Therapy response monitoring

Track longitudinal signals across fibrosis risk, steatosis, liver enzymes, weight, HbA1c, lipids, adherence, comedications, and follow-up completion.

D

Real-world evidence generation

Create de-identified evidence on patient activation, testing completion, treatment persistence, response trajectories, care gaps, and outcomes.

For pharma, LiverTwin™ can become the bridge between therapy availability and real-world utilization.

Karyon Bio can help pharma partners move beyond "drug launch" into a measurable operating model: identify the patient, complete the workup, start the pathway, monitor response, support persistence, and document value.

LiverTwin platform workflow

An AI-powered MASH therapy-management layer built for pharma partnerships.

1
Find eligible candidates

Scan routine care data to identify likely MASLD/MASH patients and prioritize F2+ risk.

2
Support NIT workup

Coordinate next-best non-invasive testing based on site capability and patient risk.

3
Document therapy readiness

Summarize baseline risk, comorbidities, safety considerations, and prior testing.

4
Monitor longitudinal response

Track changes in labs, imaging, NITs, metabolic status, adherence, and follow-up completion.

5
Detect gaps & non-response

Flag missed testing, lost follow-up, inadequate response, and escalation needs.

6
Generate RWE

Aggregate de-identified evidence for medical affairs, clinical development, and market access.

Therapy-aware, NIT-agnostic, and evidence-ready.

MASH therapy management will require multiple signals across time. LiverTwin integrates the clinical, diagnostic, medication, workflow, and outcomes data needed to support pharma partners.

FHIR / EHR data Routine labs FIB-4 VCTE / elastography ELF MRI-PDFF / MRE Radiology NLP Medication exposure Metabolic therapies Adherence signals Follow-up completion Outcomes registry
01
Pharma Patient Finder

Surfaces high-risk F2+ candidates and missed-care populations across participating clinical sites.

02
Site Readiness Dashboard

Shows whether clinical sites are completing NITs, referrals, baseline documentation, and therapy-readiness workflows.

03
Response Intelligence Layer

Tracks whether patients are improving, stabilizing, or failing to respond across liver, metabolic, imaging, and workflow signals.

04
Market Access Evidence Engine

Generates structured evidence on eligibility, persistence, response, appropriate use, and care-pathway impact.

05
Clinical Development Support

Helps identify cohorts, support registry design, track longitudinal endpoints, and prepare real-world datasets.

Pharma operating model

Where LiverTwin™ fits across pharma functions.

LiverTwin can support multiple pharma stakeholders with a common evidence and workflow layer, while maintaining clinical governance and physician oversight.

MA

Medical Affairs

Support disease education, pathway development, site engagement, and evidence generation around diagnosis, therapy readiness, monitoring, and care gaps.

CD

Clinical Development

Identify eligible cohorts, support registry programs, observe longitudinal endpoints, and study therapy response in real clinical settings.

MAx

Market Access

Produce evidence on appropriate use, response, persistence, resource utilization, follow-up completion, and potential cost-offset narratives.

CO

Commercial Operations

Understand site readiness, patient funnel leakage, treatment pathway bottlenecks, and opportunities for clinical workflow support.

HE

HEOR and RWE

Generate de-identified, longitudinal datasets that connect patient risk, testing, therapy exposure, response, adherence, and outcomes.

PA

Patient Access

Identify gaps in testing, referral, follow-up, and persistence that prevent eligible patients from benefiting from therapy.

Evidence strategy

A practical path from pilot deployments to pharma-grade evidence.

Karyon Bio can help pharma partners move from retrospective insights to prospective pathway execution, therapy monitoring, and multi-site real-world evidence programs.

Phase
What Karyon Bio deploys
Evidence generated
Phase 1
Retrospective opportunity map
Analyze historical EHR, labs, imaging reports, medications, and NITs to identify missed F2+ candidates and care gaps.
Patient-finding yield, funnel leakage, site opportunity, missed testing, and baseline risk profiles.
Phase 2
Prospective site activation
Deploy clinician-facing triage, NIT orchestration, referral prompts, and therapy-readiness dashboards.
Testing completion, referral completion, time-to-review, therapy-readiness conversion, and workflow adoption.
Phase 3
Therapy monitoring program
Track therapy milestones, serial biomarkers, imaging/NIT results, adherence, comedications, and non-response signals.
Response trajectories, care-gap reduction, discontinuation risk, persistence, and adequacy-of-response patterns.
Phase 4
Multi-site registry
Aggregate de-identified longitudinal data across health systems, specialty networks, and disease-management programs.
Real-world outcomes evidence, market access insights, payer evidence, clinical affairs intelligence.
Strategic positioning

Karyon Bio is not another single-point diagnostic. It is a pharma enablement platform for the MASH treatment era.

The MASH market will need multiple therapies, multiple non-invasive tests, and multiple stakeholder workflows. LiverTwin™ provides the connective intelligence layer that helps pharma partners understand who is eligible, who is treated, who responds, who does not, and what care gaps remain.

Evidence-first · Therapy-aware · NIT-agnostic