Prosthetic socket fit is still managed mostly by guesswork. A UW researcher has spent twelve years on that problem.

Prof. Joan Sanders at the University of Washington has published a method for 3D-printing prosthetic sockets with integrated real-time fit sensors. What the research does, who it is aimed at, and where it is in the process.

Photo by Courtesy / War.gov / DVIDS

People who wear lower limb prostheses manage socket fit mostly by feel. When a residual limb swells in heat, shrinks across a cold morning, or shifts volume over the course of a day, the standard response is adding or removing prosthetic socks. It’s inexact, and it depends on the wearer noticing something is off before the skin starts to break down.

Prof. Joan Sanders at the University of Washington has spent roughly twelve years on whether that can change. A Q&A published this week on the Frontiers news site, paired with her latest paper in Frontiers in Rehabilitation Sciences, outlines where that work now sits.

What the research actually does

Sanders’ lab has built sensor systems and automated adjustable sockets that measure socket pressure in real time. The advance in the current paper is about fabrication: sensors are integrated into a 3D-printed socket during the print itself, rather than attached to an already-finished socket afterward. That changes cost and time to fabricate. It also keeps the sensor data reliable in a way that adhesive add-on hardware sometimes cannot.

The clinical logic follows from that. A prosthetist today works from what a patient reports and what a fitting session shows. Neither tells the prosthetist what the socket actually did to the limb during a long work shift or a bad Tuesday. Sensor data from an instrumented worn socket would give the practitioner something objective: when fit degraded, by how much, under what conditions. That is a different input than asking a patient to rate comfort on a scale.

Sanders also names the variable that makes static fitting approaches structurally limited: residual limb volume is not stable. It changes hour to hour, across seasons, with weight changes and activity level. A socket fitted at a single clinic appointment is built around a snapshot. Her lab’s adjustable socket technology, combined with real-time sensing, is designed to respond to that variation rather than assume it stays constant.

Who this work is aimed at

The research focuses on people with below-the-knee amputations: transtibial prosthesis users. Transtibial amputation is the most common form of major lower limb amputation, and it’s where socket fit research in general is most developed. Sanders notes her earlier work included military service members with traumatic injuries, with a specific goal of prostheses that could sustain active duty. The current research direction is broader, aimed at the general population of prosthesis users and the practitioners who fit them.

The core clinical argument in the Q&A is that sensor-integrated sockets could change what prosthetists learn about patients outside the clinic, and in turn change what care looks like. “A closer relationship with their prosthetist” is how Sanders frames the downstream effect. The data the technology generates is described as a way to close the gap between what a practitioner assumes is happening inside a socket and what is actually happening.

What the paper does not describe

Sanders is direct about this in the Q&A: the work is at the prototype-to-product translation stage. Her lab is working with clinical collaborators and manufacturing partners to move these sensing platforms toward tools practitioners can use in routine care. Six patents and more than twenty published papers support the foundation. A product available for fitting is not what’s on offer now.

Whether this technology reaches most prosthetists’ clinical workflow also depends on factors outside the research: what a manufactured product ends up costing, how insurers classify the device category, and whether the clinical workflow can accommodate real-time data from a socket worn outside appointments. None of that is resolved.

The paper and Q&A are open access at Frontiers in Rehabilitation Sciences for anyone who wants the technical detail on the fabrication method and sensor integration. The paper describes how sensors are incorporated into the 3D print, what data the prototype generates, and what the research team’s next steps are. It does not describe a product available for prescription.


Research reporting only. This article does not constitute medical, fitting, or clinical advice. Questions about prosthetic fit or residual limb health belong with your prosthetist or clinical care team.

Source notebook: This reporting draws on Frontiers: Meet a scientist who's dedicated decades to solving one of prosthetics' biggest problems, September 2026 ↗. We link out so you can follow the receipts.