PathWise Precision Health Platform

Provider Information

Pairing validated polygenic risk with pathway-level context, PathWise supports clearer, more patient- centered preventive conversations across multiple conditions. 

How PathWise Builds on Validated Polygenic Risk

PathWise incorporates validated total polygenic risk scores (PRS) for multiple conditions, including cardiometabolic disease, atrial fibrillation, and cancer risk.
These total PRS provide:
  • A well-established estimate of inherited risk.
  • A familiar framework for risk awareness and stratification.
PathWise then adds an interpretive layer, organizing genetic signals into biologically coherent pathways linked to disease mechanisms and lifestyle responsiveness.
In simple terms:
  • Total PRS answers: How much inherited risk.
  • PathWise helps explore: Which biological processes may matter most for prevention and monitoring.
This layered approach preserves validated risk estimates while adding clinically intuitive context.

What to emphasize, explain, and monitor

What “Pathways” Mean in Practice

PathWise groups genetic variants into pathways aligned with known physiology and disease biology, such as:
  • Metabolic and insulin signaling
  • Cardiac electrical and structural pathways
  • Lipid and vascular biology
  • Hormonal and inflammatory regulation
  • Cell growth, repair, and genomic stability
These pathways:
  • Reflect established biological mechanisms
  • Are supported by GWAS and functional literature
  • Map naturally to preventive levers such as lifestyle, screening intensity, and risk factor modification
  • No variant-level interpretation is required in clinical practice

Frequently Asked Questions

Is this clinically validated?

PathWise is a clinical decision-support and communication tool. It does not diagnose disease, alter clinical thresholds, or replace guideline-based care. 

The underlying polygenic risk scores (PRS) used by PathWise are drawn from published models with documented validation characteristics. The pathway-level interpretation is an added explanatory layer designed to improve patient understanding, prioritization, and engagement. 

Pragmatic studies are underway to evaluate its impact on real-world outcomes.

A traditional PRS aggregates multiple variants into a single risk number. PathWise takes that same validated signal and organizes it into biologically coherent pathways. This allows clinicians to explain how risk is distributed across systems rather than discussing a single abstract score. Risk estimation is not modified. Interpretability is.

PathWise does not introduce new guidelines, targets, or treatment thresholds, but It does change the way you approach your patient. It supports how clinicians explain prevention, counseling, and monitoring, particularly when patients ask why specific lifestyle or monitoring recommendations matter for them personally.

PathWise differs in four important ways:

  • Uses clinically validated PRS rather than isolated variants
  • Interprets results at the pathway level rather than reporting individual SNPs
  • Is designed for clinician-led interpretation
  • Emphasizes prioritization and explanation, not prediction or diagnosis

Patients do not receive standalone recommendations without clinical context.

PathWise uses PRS models with published performance characteristics and is intended to be interpreted alongside clinical context, family history, and environmental factors. It is not designed to be used in isolation or as a sole basis for decision-making.

Ongoing evaluation includes patient understanding, engagement, and interpretation across diverse populations, with attention to known limitations of PRS performance across ancestry groups.

No. PathWise explicitly avoids deterministic language. Genetic risk is framed as modifiable biology, emphasizing that many risk signals reflect sensitivity to lifestyle, monitoring, and preventive care rather than inevitability. 

Results are intended to be reviewed in a clinician-guided context, alongside family history, clinical markers, and patient preferences. Ongoing evaluation includes patient response, comprehension, and emotional impact across diverse populations.

Yes. Complex traits are influenced by many genes.

Pathways are used as a clinically meaningful abstraction layer. They organize genomic complexity into biologically coherent systems grounded in known physiology, making the information usable in real clinical conversations, prioritizing interpretability over exhaustiveness.

PathWise is designed for clinician-guided use in preventive and counseling contexts today. Like many decision-support tools, it is being used while continuing prospective evaluation, with refinement informed by real-world clinical experience.

What Clinicians Should Know

What is a polygenic risk score (PRS)?

A polygenic risk score aggregates the effects of many common genetic variants, each with small effect size, to estimate inherited susceptibility to a disease or trait.

PRS are:

  • Usually derived from genome-wide association studies
  • Weighted by effect sizes estimated in large populations
  • Measures of relative risk, not diagnosis or certainty
  • Reflects of inherited susceptibility, not current disease state

Validated PRS have been shown to:

  • Stratify populations into higher versus lower inherited risk
  • Identify individuals at the extremes whose risk may approximate monogenic variants
  • Complement traditional risk factors such as age, blood pressure, lipids, and family history

PRS is increasingly discussed in:

  • Cardiovascular prevention
  • Cancer risk stratification
  • Metabolic disease prevention

While total PRS is useful, it presents challenges in clinical conversations:

  • Multiple biological mechanisms are collapsed into a single number
  • It does not explain why risk is elevated
  • It offers limited guidance for lifestyle prioritization
  • Patients may interpret a single score as deterministic

This is often where translation into actionable counseling becomes difficult.

PathWise builds on validated total PRS by organizing genetic variants into biologically coherent pathways relevant to disease mechanisms.

Instead of asking only: How high is this patient’s inherited risk? PathWise also explores which biological processes may be contributing most to that risk.

Examples of pathway groupings include:

  • Metabolic and insulin signaling
  • Lipid transport and vascular biology
  • Electrical and structural cardiac pathways
  • Hormonal regulation
  • Cell growth, DNA repair, and inflammation

PathWise PRS is:

  • An interpretive decision-support layer
  • Biologically grounded and literature-informed
  • Designed to support prevention and lifestyle counseling

PathWise PRS is not:

  • A diagnostic test
  • A substitute for clinical guidelines
  • A claim of causal attribution

“The overall score estimates inherited risk. The pathway view helps us explain why certain prevention strategies may matter more for you.”

Patient Talking Points:

  • “Can I change my genes?”
    No. But many biological pathways influenced by genes respond to lifestyle and preventive care.
  • “Is this like direct-to- consumer genetic testing?”
    No. This looks at how genes work together in pathways and is designed to support clinical care.
  • “Should I be worried?”
    This information is meant to guide focus, not create alarm.

For clinicians, pathway context can:

  • Improve patient understanding and motivation
  • Support prioritization of lifestyle counseling
  • Help explain variability in response to standard interventions
  • Align multidisciplinary care teams around a shared rationale 

Clinical decisions remain guideline-driven. PathWise informs how to frame and emphasize care, not what care to provide.

  • Total PRS components used in PathWise are externally validated and widely published
  • Pathway-level interpretation represents an emerging, biologically informed decision-support approach
  • Ongoing pragmatic studies are evaluating effects on: Patient engagement, Adherence, Preventive behaviors, Clinical outcomes

This reflects a common evolution in medicine: validated risk assessment followed by interpretive clinical tools, with ongoing outcome validation.

Key References

General PRS:

Torkamani A, Wineinger NE, Topol EJ. The personal and clinical utility of polygenic risk scores. Nat Rev Genet. 2018;19:581–590.

Lewis CM, Vassos E. Prospects for using polygenic risk scores in clinical care. Genome Medicine. 2020;12:44.

Khera AV, et al. Genome-wide polygenic scores for common diseases identify individuals with risk equivalent to monogenic mutations. Nat Genet. 2018;50:1219–1224.

PRS in Cardiovascular and Metabolic Disease:

Inouye M, et al. Genomic risk prediction of coronary artery disease in nearly 500,000 adults. J Am Coll Cardiol. 2018;72:1883–1893.

Knowles JW, Ashley EA. Cardiovascular disease: The rise of the genetic risk score. PLoS Med. 2018;15:e1002546.

Pathway- and Biology-Informed Interpretation:

Gusev A, et al. Partitioning heritability of regulatory and cell-type–specific variants across traits. Nat Genet. 2014;46:922–928.

Pers TH, et al. Biological interpretation of genome-wide association studies using predicted gene functions. Nat Commun. 2015;6:5890.

Boyle EA, Li YI, Pritchard JK.An expanded view of complex traits: omnigenic model. Cell. 2017;169:1177–1186.

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