About Us

The hidden bottleneck in NGS automation is data plumbing

Scaling our NGS prep lines taught me the slowest step isn’t a robot or thermocycler. It’s data handoff between instruments, LIMS, and people. Vendor apps export plate maps as quirky CSVs, barcode readers mix symbologies, and QC flags vary by platform. That meant avoidable queues, manual reconciliations, and the occasional misrouted sample.

What helped was treating integrations like product, not glue. We defined interface contracts, shipped device simulators, and regression-tested against golden files for each vendor release. We added checksums to plate maps, enforced clock sync, and made audit logs immutable. CI runs on every driver change, and change control links releases to validation. SPC on metadata catches drift before runs fail.

How have you tackled instrument interoperability in a regulated lab? SiLA2, HL7/FHIR, JSON schemas, or ruthless normalization?

DrVasquez

Jul 2 at 12:00 PM

We landed on a canonical event model with versioned JSON Schemas and per‑instrument adapters, using SiLA2 where it exists and HL7/FHIR only at the LIS boundary. Barcode chaos dropped after we mandated GS1 DataMatrix only and added a verifier at each handoff, plus strict UTC timestamps and monotonic run IDs to handle out‑of‑order events. Have you tried an append‑only event store for sample lineage so reconciliation and Part 11 auditability come from the same log?

The hidden bottleneck in NGS automation is data plumbing

Related Conversations

The hidden bottleneck in lab automation isn’t the robot

The real NGS bottleneck is the handoff, not the sequencer

Treating lab methods like software pays off

Scaling throughput without losing trust in the data

We grew capacity by tightening variability, not speed

Recent Conversations

Day 814 – This was Long Overdue

Explosion-proof enclosures are now available for this series of gas analyzers

Coriolis vs weigh-scale on flammable drum lines

When PSDs Lie: Non-Gaussian Vibration and Fatigue Damage

Fluor Joint Venture Reaches Substantial Completion on Chicago Transit Authority’s Red and Purple Line Project

Your Conversations

Day 814 – This was Long Overdue

Explosion-proof enclosures are now available for this series of gas analyzers

Fluor Joint Venture Reaches Substantial Completion on Chicago Transit Authority’s Red and Purple Line Project

Nova Minerals completes engineering and design for antimony processing plant in Alaska

Former Middle School Reimagined as Multi-Use Community Hub Opens in White Bear Lake