xI’m gathering data for my presentation at OR08. Having appealed to the readership of this blog and found zero 🙁 I’m now looking at other blogs. A very valuable post from Cameron Neylon …
From Neil [Saunder]
My take on the problem is that biologists spend a lot of time generating, analysing and presenting data, but they don’t spend much time thinking about the nature of their data. When people bring me data for analysis I ask questions such as: what kind of data is this? ASCII text? Binary images? Is it delimited? Can we use primary keys? Not surprisingly this is usually met with blank stares, followed by “well…I ran a gel…”.
Part of this is a language issue. Computer scientists and biologists actually mean something quite different when they refer to ‘data’. For a comp sci person data implies structure. For a biologist data is something that requires structure to be made comprehensible. So don’t ask ‘what kind of data is this?’, ask ‘what kind of file are you generating?’. Most people don’t even know what a primary key is, including me as demonstrated by my misuse of the term when talking about CAS numbers which lead to significant confusion.
I do believe that any experiment [CN – my emphasis] can be described in a structured fashion, if researchers can be convinced to think generically about their work, rather than about the specifics of their own experiments. All experiments share common features such as: (1) a date/time when they were performed; (2) an aim (”generate PCR product”, “run crystal screen for protein X”); (3) the use of protocols and instruments; (4) a result (correct size band on a gel, crystals in well plate A2). The only free-form part is the interpretation.
Here I disagree, but only at the level of detail. The results of any experiment can probably be structured after the event. But not all experiments can be clearly structured either in advance, or as they happen. Many can, and here Neil’s point is a good one, by making some slight changes in the way people think about their experiment much more structure can be captured. I have said before that the process of using our ‘unstructured’ lab book system has made me think and plan my experiments more carefully. Nonetheless I still frequently go off piste, things happen. What started as an SDS-PAGE gel turns into something else (say a quick column on the FPLC).
[… and a good deal more…]
PMR: This is very important and I shall draw heavily on this and add my interpretation. Simply put, the whole idea of “putting data in repositories” is misguided. It is not addressing the needs of the scientific community (and I’m not going to expand ideas here because they are only half formed).
Cameron – I’d be grateful for any more thoughts on this issue – public or private. They will be attributed, of course. Your ideas will probably form the “front end” for the work that the Soton group has been doing so attribution will be important there.