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💓 White-Coat & Masked Hypertension Monitoring Simulator

A simulator that demonstrates the discrepancy between office and real-world blood pressure readings and its impact on diagnosis, showcasing ambulatory and home monitoring techniques.

Hypertension & Cholesterol Management2DModerate60 FPS
white-coat-masked-hypertension-simulator ↗ Open standalone

Office Blood Pressure Measurement

One reading in a clinic chair, taken under stress and time pressure.

  • 1.3 B: Global adults with HTN (estimated worldwide)
  • 1: Office readings taken (single snapshot moment)
  • +10-20: White-coat effect rise (mmHg typical bump)
  • 130/80: Diagnostic threshold (mmHg office cutoff)

Why office readings vary

Anxiety, rushed timing, and cuff technique all skew a single clinic reading.

One snapshot rarely reflects a full day of pressure.

The white-coat effect

Clinical settings themselves can transiently raise blood pressure readings.

Limits of a single visit

One number cannot capture circadian and activity-driven BP variation.

Ambulatory & Home BP Monitoring

Repeated readings across a normal day capture the true pressure pattern.

  • ~48-96: ABPM readings/day (every 15-30 min)
  • ~12-14: HBPM readings/wk (AM and PM pairs)
  • 135/85: Home threshold (mmHg cutoff)
  • 10-20%: Nighttime dip normal (expected drop)

Ambulatory monitoring

A wearable cuff records BP automatically over 24 hours of normal life.

Home self-monitoring

Patients self-measure twice daily over a week using a validated device.

Out-of-office data removes clinic-induced bias.

Why it matters

Real-world averages correlate better with cardiovascular outcomes.

Office vs Out-of-Office Averages

Plotting both values together exposes which quadrant a patient falls into.

  • 4: Possible patterns (diagnostic quadrants)
  • ~15-30%: White-coat prevalence (of high office readers)
  • ~10-15%: Masked prevalence (of normal office readers)
  • 2: Axes compared (office vs home BP)

Two independent axes

Office BP and out-of-office BP are plotted on separate axes.

Four possible quadrants

Each combination maps to a distinct clinical category.

The quadrant, not either value alone, drives diagnosis.

Reading the marker

A single dot position summarizes the patient discrepancy pattern.

Discrepancy Classification

The quadrant a patient lands in determines over- or under-diagnosis risk.

  • Q1: Normal-normal (true normotension)
  • Q2: High-high (sustained hypertension)
  • Q3: High-normal (white-coat hypertension)
  • Q4: Normal-high (masked hypertension)

White-coat risk

High office, normal home — risk of unnecessary treatment.

Masked risk

Normal office, high home — risk of missed treatment.

Masked hypertension carries hidden cardiovascular risk.

Confirming sustained cases

Both readings elevated confirms genuine hypertension.

Diagnosis & Treatment Decision

Treatment follows the out-of-office pattern, not the office number alone.

  • Yes: Overtreatment avoided (white-coat cases)
  • Yes: Undertreatment avoided (masked cases)
  • ABPM/HBPM: Guideline-recommended (before diagnosis)
  • Higher: Outcome accuracy (vs office-only)

Avoiding overtreatment

White-coat patients skip unneeded medication and side effects.

Catching missed cases

Masked patients get treatment despite a reassuring office reading.

Correct classification changes real treatment decisions.

Better long-term care

Out-of-office-based diagnosis improves cardiovascular outcomes.

⚙ Under the hood

A simulator that demonstrates the discrepancy between office and real-world blood pressure readings and its impact on diagnosis, showcasing ambulatory and home monitoring techniques.

CanvasBiomedicine

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install

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