A product by Optagon LabsETH ZürichUniversity of California, Berkeley
Medical devices

Design SuperiorBiomaterials Fast WithPhysics-Driven Simulation

Describe the device you want. Backbond finds the material and the process that hit every requirement at once: ingrowth, strength, sterilisation, shelf life, and more…

See the platform
Today's R&D challenge

Trial and error, balancing many conflicting requirements

Porous polymer implant
for soft-tissue repair
01

The project

A new R&D project is defined.

TARGET IngrowthStrengthFibrosisShelf lifeHandling
02

The targets

Target properties are defined, and they conflict. Fixing one ruins another.

03

The search

Millions of candidate designs, because every composition can be built in many structures. With prototype tooling and bench time, only a few are ever made.

ManufacturabilityBiocompatibilitySterilization
04

The risk

A working design is only the start. These three are targets of their own, optimised for last when the design is hardest to change. Any one can end the program.

The current build and test process

(up to several years)

Requirements

Prototype tooling

Bench test

Biocompat fails

Redesign

Animal study

Fibrosis too high

Redesign

Sterilization fails

Redesign

V&V and launch

What Backbond does

Backbond co-optimizes for all the targets simultaneously

Target
Ingrowth
Define a Number
Strength
Define a Number
Fibrosis
Define a Number
Shelf life
Define a Number
Handling
Define a Number
01

Define

The product, the targets it must hit, and the parameters to change: pore size, porosity, wall thickness, texture pitch.

02

Simulate

Backbond simulates all possible combinations and evaluates every one.

DesignIngrowthStrengthFibrosisComplianceShelf lifeHandling 1Validate2Confident3Validate4Validate5Confident
03

Rank

The candidate designs are ranked by promise and confidence, and those are not the same thing.

Technical properties checkManufacturabilityBiocompatibilitySterilization
04

Test

The team proceeds to the bench with the most promising designs. By default, these satisfy all targets and constraints.

The Backbond process

(the redesign loops removed)

Requirements

Simulation + focused bench and animal validation

V&V and launch

Simulation removes the redesign loops, and those are where the years go. The submission clock is unchanged, and no software shortens it.

Under the hood

How Backbond simulates a design candidate

Four levels of physics decide what a design actually does, and Backbond reasons about how all four interplay to set every spec.

Candidates evaluated
0
Best score
0.00
Candidate 344 · locked
Design space
Every point is one version of the device: a different pore size, wall thickness, texture pitch or copolymer ratio. Backbond scores all of them, learns the shape of the landscape, and walks in on the peak.
Use cases

A few example use cases

Every one is the same shape: a handful of targets that fight each other, and one design that has to hit them all.

01

Fibrotic encapsulation

The implant walls off in a thick capsule and stops working. Find the surface topography, polymer and modulus that suppress it, while holding strength, sterilizability and cost.

02

Porosity against strength

The pores that let tissue in take the strength out. Find the pore size, gradient and strut geometry that hold both, while keeping mouldability and imaging clearance.

03

Resorption schedule

The scaffold disappears before the tissue can carry load. Find the copolymer ratio, wall thickness and crystallinity that slow it, while holding ingrowth, local pH and shelf life.

04

Burst release

A drug-eluting coating dumps its dose in the first day. Find the matrix, loading and layer thickness that flatten the curve, while holding adhesion, total dose and sterilization survival.

05

Sterilization damage

EtO and gamma change the polymer the design depends on. Find the material and cure that survive both, while holding modulus, degradation rate and residual limits.

06

Stiffness mismatch

The device is stiffer than the tissue and erodes into it. Find the material and cross-section that match compliance, while holding fatigue life, deliverability and radiopacity.

07

Coating delamination

The coating cracks off after repeated flexing. Find the primer, thickness and cross-link density that hold adhesion, while keeping lubricity, elution profile and biocompatibility.

08

Shelf-life ageing

The device drifts out of spec before it is ever opened. Find the polymer, barrier and packaging that hold it to expiry, while keeping flexibility, sterility and cost.

09

Calcification

The leaflet stiffens with calcium and fails early. Find the treatment chemistry and surface state that resist it, while holding durability, thrombogenicity and crimp recovery.

10

Grade discontinued

The medical-grade resin is delisted. Find a replacement and process window that hold every validated spec, without reopening biocompatibility or sterilization.

Resources

Three briefings on AI in Medical devices