When kidneys fail, a machine has to clean the blood. To reach it, a surgeon joins an artery directly to a vein in the arm. That joint, the arteriovenous fistula, is used two to three times a week, for years. When it begins to narrow, it does so silently, between visits, where no one is listening.
Radiocephalic fistula at the wrist. Schematic.
The most important vessel in a dialysis patient's body is checked by hand.
0%
of fistulas stay open without any intervention through their first year.1
No.1
Narrowing (stenosis) is the most common cause of fistula dysfunction, and it can lead to clotting and loss of access.2
0%
of hemodialysis patients surveyed in India travel more than 50 km to reach their dialysis centre.3
0hrs
of continuous fistula monitoring in routine care. Guidelines rely on regular physical examination by a trained practitioner.4
Every heartbeat. Every hour. Every patient.
Continuous · Personal · Affordable
The device
Five layers. One quiet patch.
01Shell
A soft, low-profile shell designed to be worn over the fistula for long periods, with a status light that breathes with the signal.
02Compute
An ESP32: dual-core, up to 240 MHz, with Wi-Fi and Bluetooth. It samples, transforms and scores every recording on the patch.
03Hearing
A MAX9814 microphone amplifier with automatic gain control (40, 50 or 60 dB). It captures the bruit, the sound of blood rushing through the fistula.
04Touch
An ADXL345 three-axis MEMS accelerometer, up to ±16 g at 13-bit resolution. It feels the fistula's vibration and knows when the arm is moving.
05Contact
An acoustic coupling layer that seals against the skin over the anastomosis and outflow segment, where narrowing most often begins.5
Industrial design concept. The working prototype uses the same three sensing modules.
How it listens
01
Listen
The microphone records the bruit over the anastomosis and outflow segment.
02
Feel
The accelerometer records the thrill, the fistula's vibration, as a second, independent signal.
03
Gate
If the arm is moving, the recording is discarded. Only still, clean windows are scored.
04
Transform
A Fast Fourier Transform turns sound into frequencies and measures energy against a research-informed 600–800 Hz reference.
05
Remember
Every fistula sounds different. PRAVAH first learns this patient's own baseline.
06
Learn
A machine-learning model learns the fistula's acoustic and vibration pattern over days, not a single fixed threshold.
07
Alert
When the pattern moves significantly away from normal, the patient is told early, while there is time to act.
Bruit · raw waveform
The physics
Why a narrowing changes the sound.
Push the same flow through a smaller opening and it has to move faster: flow equals area times velocity. Halve the diameter and the jet moves four times as fast. Fast jets break into turbulence, and turbulence is sound. As the vessel tightens, the sound's energy climbs into higher frequencies.6
Diameter
100%
Jet velocity
1.0×
Sound
Low hum
Q = A · v — half the diameter, four times the speed
The evidence
Stenosis has a sound.
Illustration · 28 days of one fistula's sound spectrum. As the vessel narrows, energy climbs into 600–800 Hz.
JMIR Formative Research · 2026
Electronic stethoscope monitoring at National Taiwan University Hospital, Yunlin
0recordings
600–800Hz, where the stenotic fistula's energy reached
~1 moearlier than routine nursing assessment, in one case
Pilot study, 29 patients over three months. All stenotic recordings came from one patient, and the authors call their threshold exploratory. PRAVAH uses this band as a reference, not a diagnosis.7
npj Digital Medicine · 2023
Deep learning on blood-flow sounds, Weill Cornell Medicine
0patients
0blood-flow sounds, labelled by duplex ultrasound
0.92sensitivity, comparable to a nephrologist's exam
A vision transformer reading spectrograms of digital stethoscope recordings detected stenosis at a level comparable to a physical exam by a nephrologist.8
The sound is there. The tools that hear it are expensive, occasional, and in the clinic. PRAVAH puts them on the arm.
For the patient
One question, answered all day.
Is my fistula okay? The patch answers in plain language, compared with the patient's own normal, not a population average. No numbers to interpret. No waiting for the next visit.
Normal
Changing
Act
PRAVAH09:41
Flowing normallyWithin your baseline
Last clean recording4 min ago
Skipped for movement3 today
Change from baseline0.4σ
Share report with my dialysis centre
Interface concept.
Built for India
Designed for the patient farthest from the clinic.
0
government dialysis centres under the Pradhan Mantri National Dialysis Programme, across 751 districts.9
19km
median one-way distance patients travel to a dialysis centre in a national geospatial study.10
₹600–1,050
retail cost of the three core sensing modules in India today. No Doppler machine. No specialist required to wear it.11
Roadmap
From prototype to the dialysis chair.
Complete
Working prototype
ESP32, MAX9814 and ADXL345. Real-time frequency analysis, motion rejection, personal baseline and a live interface.
Next
Bench validation
Test the patch against reference recordings and a flow phantom with controlled narrowing.
Planned
Clinical pilot
Wear-testing alongside routine care at a dialysis centre, with ethics approval and Doppler as reference.
Planned
The patch
One flexible board, a sealed shell and a battery that lasts between sessions.
Why
“My late grandfather developed AV fistula stenosis. It was caught and treated only because it was noticed early. Had it progressed, it could have meant a failed access, an emergency procedure, or a missed dialysis session.”
Saanvi SharmaFounder, PRAVAH · Class 10, Heritage School, Jammu
Most patients don't have someone noticing early. PRAVAH is built to be that someone.