Introduction
The recent 20% decrease in read length for Oxford Nanopore's MinION Flow Cell over the past month is a critical issue that demands immediate attention. This analysis will systematically investigate potential root causes, validate hypotheses, and propose targeted solutions to address this performance decline. We'll examine both internal and external factors, considering technical, user behavior, and product-related aspects to develop a comprehensive understanding of the problem.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Manufacturing changes could directly impact read length performance. Expected answer: Information about recent manufacturing process changes or lack thereof. Impact on approach: If changes occurred, we'd focus on reverting or optimizing those changes; if not, we'd look elsewhere.
Why it matters: Different sample types or preparation methods can affect read length. Expected answer: Data on sample type distribution and preparation methods over time. Impact on approach: If there's a shift, we'd investigate whether it's causing the read length decrease and potentially update our guidelines.
Why it matters: Software changes can significantly impact read length performance. Expected answer: Information on recent software updates and their rollout timeline. Impact on approach: If updates coincide with the performance drop, we'd focus on software optimization or rollback options.
Why it matters: Ensures we're comparing apples to apples in our performance metrics. Expected answer: Confirmation of consistent measurement methods or details of any changes. Impact on approach: If measurement methods changed, we'd need to reassess our data and potentially adjust our benchmarks.
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