Showing posts with label VAERS. Show all posts
Showing posts with label VAERS. Show all posts

Monday, May 18, 2009

AERS & VAERS Reporting Frequency has Approximately Tripled since their Inceptions


A little bit of navel gazing today, but I decided to plot the # of reports submitted to the AERS and VAERS systems vs. Time today. There are small bits of information in the graphs shown below that might warrant further examination.

e.g., The # of reports submitted to AERS has almost tripled from 1998 to 2008 (11 years).

Is this a big increase?

I can't really say with any certainty, but it feels like an inadequate increase given the concomitant increases in the use of information technology over that period (e.g., the interwebs).

[Aside: Wolfram Alpha is being of no use in trying to find the change in internet usage over the years to serve as a comparison---okay wikipedia is telling me that internet usage from 1997 to 2007 has gone up almost 6 fold in the developed world...so I think my feeling is probably correct.]

Also...what's going on with those dips in the # of reports in the early 2000s?

Note that 1997 only includes data for Q4 of that year so it's artificially low.

VAERS
As far as VAERS is concerned, it looks mostly like a flat-line from 1991 to 2006 (okay it doubled, but that's over 16 years) and then there's a HUUUUGE spike over the past 2 years.

Is VAERS being "marketed" better all of a sudden, or is it The Jenny McCarthy/ Autism effect? Or both?

Monday, April 20, 2009

FDA Search Firefox Add-on

Just tried to publish my Firefox add-on, titled FDA Search 0.1.0. What I didn't realize is that Firefox keeps your add-on in purgatory until some FF regulars actually review it, and only then can you nominate your add-on for inclusion in the public repository. Thanks to James Cook and his add-on, which I used as a template for mine.

Wednesday, April 15, 2009

VAERS Update...this time with feeling

The FDA (or is it the CDC? Or is it Health & Human Services? Can't really tell....) just updated its Vaccine Adverse Event Reporting System (VAERS) dataset (April 13, 2009).

What they haven't bothered to note is that they've also changed the structure of their dataset.

VAERS data used to come packaged as 2 CSV files--one called VAERSData.csv and one called VAERSVaccine.csv.

VAERSData.csv used to contain 20 slots per row for symptoms associated with each vaccine adverse event.

In the database world, one says that there is a 1-to-many relationship between a VAERS report and the Symptoms associated with that report.


And day 1 of any remedial Database management course will inform you that because of the 1-to-many relationship, you should separate the VAERS record from the Symptoms records and link each symptom back to its report via a foreign key.

The reason for doing this is that 20 slots for symptoms *may* seem like more than enough slots for any case that you'll ever come across, but at some point, some hypochondriac is going to slip in 21 symptoms and totally screw with your file.

Well, 19 years later, the VAERS folks have finally given the Symptom data its own csv file, appropriately titled VAERSSymptoms.csv. They didn't bother to tell anyone that they did this...and I had to tinker with my parsing algorithm last night to adjust for the changes, but the discerning pharmacovigilantes among us were able to figure it out when we asked ourselves

"Why are there 3 csv files per year now when there used to be 2? And why haven't they updated their file explaining the structure of the VAERS files?" As of this writing, the most recent revision of the VAERS explanation is June 2007.

Ah yes...lest I forget...as of this writing, the Zip file containing all of 2008's VAERS data is contaminated with 2009 data. I think that's just to keep everyone on their toes.