02Concept design · Drug delivery

AI-guided tenecteplase auto-injector

An at-home IV injector for clot-busting medication that maps the vein with an RGB-NIR camera before it fires.

Coursework concept · Not built or tested
Side-view schematic: the injector rests on the skin at 45 degrees, as in the team model, with its 22G needle tip inside a vein 2 to 6 mm below the skin. A dashed outline shows the proposed 30 degree version with a longer needle. Labels mark the split body, sealed cartridge, nose camera and needle.

Layout from the team's concept model, with the 30° revision proposed after review. Schematic, not to scale.

Course
BME 250, University of Illinois Chicago
Timeline
Fall 2025 · about 5 weeks
Team
4 students
My part
Vision-guidance subsystem, risk assessment, user-workflow map

01Problem

Clot-busting drugs work best within about three hours of symptoms, but the common ones run as IV infusions lasting hours, and at-risk patients often cannot reach a hospital in time. The brief: a clot-busting system an at-risk person can keep at home.

02Requirements and constraints

One rapid IV dose of tenecteplase, with dose and needle length prescribed by the patient’s physician; usable without phlebotomy training; a sterile single-use cartridge and needle. Verifiable requirements are in the table.

Design requirements and planned verification
RequirementPlanned testStatus
Needle retracts automatically without excessive forcePress the injector; confirm the needle retracts on its ownNot run
Insertion angle preset at 30–45° (30° after review)Place on a flat surface and measure the needle angleNot run
The app locates the vein and shows it on the phonePhotograph the app’s output on an arm; check the vein location with ultrasoundNot run

03Design decisions and why

01Inject, don’t inhale or implant.
An EpiPen-style injector beat an implanted monitor, a public injection station and an inhaler on portability and cost.
02Size the needle to the patient.
A 22G needle (0.7 mm) comes in five lengths, 4.24–9.9 mm: a 2–6 mm skin-to-vein depth, plus 1 mm to the vein’s center, divided by sin 45°.
03Let the device see the vein.
Hemoglobin absorbs near-infrared light differently from tissue, so veins stand out. An RGB-NIR camera (450–800 nm bands) feeds VV-Net, a lightweight neural network already run on phones, and the app shows the vein map before the user fires.
04Keep the drug sealed.
A sealed cartridge sits inside an outer shell; a Luer-lock needle swaps out after each use.

04What I did

I owned the vision subsystem: I chose the camera, based guidance on VV-Net, and proposed a micro-ultrasound probe and a needle-tip impedance check to confirm vein entry. I ran the risk assessment (injection accuracy, sterility, drug storage, user workflow), mapped the user’s steps to find use errors, and turned both into requirements. I also rebuilt the team’s concept in SOLIDWORKS 2025, as presented and as revised (see CAD).

05Outcome and limits

A concept report and a team-built SOLIDWORKS 2024 model; nothing was built or tested. On review, its numbers disagreed (angles of 15–30°, 30–45° and 45°; 1 mL against 5 mL), the render’s proportions put the pen near 23 mm across, narrower than the 28 mm camera module, and stroke thrombolysis normally follows a scan that rules out bleeding, which no home device can do.

The team's annotated SOLIDWORKS 2024 renders: the full pen, about 150 mm long with a center split, window and 45 degree nose with a micro-camera; a two-part plastic cartridge; and a 22G needle with a 1 mL Luer-lock hub and plastic cap.
The team's concept model as presented in class (SOLIDWORKS 2024, built by a teammate). Labels are from the original slide.

06What I’d do next

  • Fix the angle at 30°, the upper limit in IV-insertion guidance: a 2 mm vein gives a 4.0 mm window along the needle, against 2.8 mm at 45°.
  • Size a dual-chamber cartridge to the label’s 5 mL maximum; the drug ships as powder and must be used within 8 hours of mixing.
  • Redo the pressure estimate (about 8 psi, not 1.5) and replace the camera body with a bare sensor.

07Engineering checks

Try it

Needle length for a given vein depth and angle

At 30° and a 4 mm skin-to-vein depth, the needle is 10.00 mm long.SkinVein, 2 mmd = 4 mm30°tip at the vein’s center
Needle length
10.00 mm
Window, 2 mm vein
4.00 mm

L = (d + 1 mm) ÷ sin θ. Lengths to scale; needle width is not.

Needle length L = (d + 1 mm) ÷ sin θ, for skin-to-vein depth d
Depth dL at 45° (team)L at 30° (proposed)
2 mm4.24 mm6.00 mm
3 mm5.66 mm8.00 mm
4 mm7.07 mm10.00 mm
5 mm8.49 mm12.00 mm
6 mm9.90 mm14.00 mm
Window along the needle in a 2 mm vein, 2 ÷ sin θ2.83 mm4.00 mm

Why the angle matters here: at the elbow, the median cubital vein sat 3.0 ± 1.8 mm deep and the brachial artery a median 3.6 mm beneath it in an ultrasound study, so a steep needle that passes through the vein’s back wall has little margin.

Pressure to deliver 1 mL/s through a 22G needle
Term9 mm needle14 mm needle
Viscous loss, Hagen–Poiseuille1.9 psi2.9 psi
Entrance loss (K = 0.5, assumed)2.1 psi2.1 psi
Exit loss, ½ρv²4.2 psi4.2 psi
Total≈ 8.1 psi (56 kPa)≈ 9.2 psi (63 kPa)

Inputs: 1 mL/s, the label’s maximum 5 mL bolus over 5 seconds; 22G regular-wall inner diameter 0.41 mm; viscosity of water, 1 mPa·s (assumed). The jet leaves the tip at about 7.6 m/s (Reynolds number ≈ 3,100), so the losses at each end of the needle dominate and the total is an estimate. The report’s 1.5 psi matches the viscous term alone for a thinner-walled needle.

08CAD

My SOLIDWORKS 2025 rebuild of the team’s concept: housing, nose, cartridge, needle hub, needle and cap, in two configurations. As presented: 45° nose, 1 mL cartridge and the 28 mm camera module. Revised: 30° nose, a 5 mL dual-chamber cartridge, and no camera body. Where the coursework gave no dimension, the value is an assumption.

Isometric render of the rebuilt auto-injector, revised configuration: a light grey 150 mm body with a 30 degree nose and the needle out, an inspection window showing the cartridge, and an orange end button.
Isometric, revised
Exploded view of the revised auto-injector. Top row, along the axis: needle cap, needle, needle hub, lower housing, upper housing and end cap. Bottom row: cartridge shell and drug cartridge.
Exploded, revised
Two section views along the injector's axis. Top, as presented: 45 degree nose, 1 mL cartridge, and a red 28 mm camera module that is wider than the 22 mm body. Bottom, revised: 30 degree nose and a 5 mL cartridge holding powder, a divider and diluent.
Section: as presented (top), revised (bottom)

Sources

Show all 10 sources

Cited in the course report

  1. Gill HS, Prausnitz MR. Does needle size matter? J Diabetes Sci Technol 1(5), 725–729 (2007). doi:10.1177/193229680700100517
  2. Mukai K et al. Safety of venipuncture sites at the cubital fossa as assessed by ultrasonography. J Patient Saf 16(1), 98–105 (2020). doi:10.1097/PTS.0000000000000441
  3. American Heart Association. New clot-busting medication simplified stroke treatment in specialized ambulance (2024). newsroom.heart.org
  4. Tang C et al. Deep learning-based vein visualization and its mobile deployment (2025). doi:10.1016/j.bspc.2024.107272
  5. Spectral Devices. RGB-NIR camera. spectraldevices.com

Post-project review

  1. Genentech. TNKase (tenecteplase) prescribing information: stroke dose 0.25 mg/kg up to 25 mg (5 mL), single bolus over 5 seconds; 5 mg/mL after reconstitution; use within 8 hours. gene.com
  2. MSD Manual Professional. How to insert a peripheral intravenous catheter (insertion at 10–30°). msdmanuals.com
  3. World Health Organization. WHO guidelines on drawing blood: best practices in phlebotomy (2010). who.int
  4. Powers WJ et al. Guidelines for the early management of acute ischemic stroke: 2019 update. Stroke 50, e344–e418 (2019). doi:10.1161/STR.0000000000000211
  5. ISO 9626:2016. Stainless steel needle tubing for the manufacture of medical devices (22G nominal sizes).