Lesson 1 of 20

Eight figures, nineteen kinds — what does a paper speak with?

PNAS 2025 “DDX54 …”, Figs. 1–8, counted panel by panel

Eight figures, nineteen kinds — what does a paper speak with?
Line up the kinds of chart in a single paper and this is what you get. Bars come first, hand-drawn schematics second.

Open a paper published in PNAS in 2025. The story is that switching off a gene called DDX54 makes immunotherapy start working in lung cancer. Twelve pages of text, eight figures.

Count those eight figures panel by panel and you get 62 panels. Between them they use nineteen distinct kinds of chart.

This course redraws all nineteen, one at a time. Not so that you can read this paper — so that you can draw yours. Whether it is biology or a sales report, there are only so many ways a person can look at a number.

All 62 panels of the paper's eight figures. Click a kind to see where it is used.
Loading…

Counted out, the ranking is unambiguous.

KindPanelsWhat it does
Bar chart14compares quantities by length
Schematic9carries a story, not data
Dot plot7puts two values into one dot
Enrichment curve · UMAP4 eachwalks a ranking · squashes many dimensions
Blot image3a photograph, not a drawing
The other fourteen1–2 eachbox · violin · volcano · heatmap · network · survival curve …

The most-used chart is the simplest one, the bar. That is the first fact this course hangs on to.

One call to value_counts() gives the counts per kind — which also happens to be the syllabus of this course.
Python Runs in your browser

The eight figures also do different jobs.

🗺️
Figs. 1–2 · we found it
picking DDX54 out of a crowd of candidates. Bars and violins do the work
🔬
Fig. 3 · how
what that gene actually does. Volcano plot and network
🐁
Fig. 4 · for real
does it work in a mouse. Growth curves and survival curves
☁️
Figs. 5–8 · what changed
what happened inside the tumour. UMAPs and dot plots

So the kind of chart tracks the stage of the research. Bars when you are searching, boxes when you are comparing, volcanoes when you are digging, UMAPs when you are showing.

🤔 Check yourself
Which kind of chart is used most often in this paper?
🤔 Check yourself
Nine of the 62 panels are schematics. What sets a schematic apart from the others?