Hello,
Sorry for the long wait for a response.
I have done some investigating into the zebrafish KEGG results. On average, the updated pathways are 15% larger,. Additionally, there are 15 new pathways. On top of that, there are 1648 new genes/proteins not in the 2019 version. This seems like a large difference (almost a quarter of genes are new). I attached a text file that shows the breakdown of the differences for each pathway.
I believe that addition of 1700 new genes is the biggest reason for this decrease. Having more genes mapped to a pathway would make the random permutations more stable, and would likely lead to decreased NES scores. There are other factors that could be involved, such as your list size, and how many genes were successfully mapped.
To answer Jorke's question, I would use 2024, as the pathways are more updated. More pathways are added, while other irrelevant ones are removed by the database authors.
There aren't any major changes in default parameters. The biggest change we made is instead of filtering by < 5% FDR, we default to showing the top 10 enriched terms. You can change this in the Advanced Parameters menu below where you input your analyte list.
Let me know if you have any questions.
Best,
John