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Here we are now at the middle of the fourth large part of this talk.Pepe Deluxeget nowheremore quotes
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My animation of the scale and structure of the human genome is part of the MIT Museum Gene Cultures exhibit.
I've encoded DNA in other ways — in a museum exhibit.
City Trees

The trees along this city street,
Save for the traffic and the trains,
Would make a sound as thin and sweet
As trees in country lanes.

And people standing in their shade
Out of a shower, undoubtedly
Would hear such music as is made
Upon a country tree.

Oh, little leaves that are so dumb
Against the shrieking city air,
I watch you when the wind has come,—
I know what sound is there.

— Edna St. Vincent Millay

data visualization + art

Nature Biotechnology Cover

11 April 2022, Issue 40, Volume 4

1 · From sketch to cover

During the design process, there's usually an early sketch phase — you try out various ideas and see which one sticks. For this design, I was lucky to skip this step entirely — I knew exactly what I wanted to do. It was just a matter of translating the vague vision in my head onto the page.

First thing I did was to assign each top-level cluster a number. I knew that eventually I wanted to be able to know what went where.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Numbering the clusters.

Next, I had to figure out a way to arrange the clusters on the branches of a tree in a way that would (a) fill the page, (b) have smaller clusters at tips of branches, and (c) minimize or eliminate overlap.

1.1 · The tree takes shape

But I had to draw the tree first. Below are a couple of sketches. Branches are positioned to have the tree wrap around the title of the journal.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Early take on the tree and cluster position. Placement was made with the cover layout in mind. I wanted the tree to wrap around the journal title and reach into the top right of the image.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
This version fills in the empty space on the bottom left (clusters 21 and 22) and right (clusters 1 and 2) of the tree.

Once the clusters were placed in the tree, more adjustments needed to be made. Moving the clusters around so that everything looked “just so” took quite a bit of time.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
First round of placing the clusters on the tree. It wasn't great but it wasn't terrible.

1.2 · Nudge, nudge

The week of nudge.

I probably spent half a week 3 days moving the clusters around on the page.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
First round of placing the clusters on the tree. It wasn't great but it wasn't terrible.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
More nudging.

1.3 · Branches

By this point, I was pretty happy with the layout, but the branches seemed a bit sparse and much much too straight.

So, I had to get quite friendly with Illustrator's width tool, adding bends to the branches and variation to their width.

I also experimented with another color scheme that felt more summery.

You'll also notice that the boundaries of the clusters are no longer round — a littee smooth roughening grows a long way.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Little branches, I know what sound is there.

1.4 · Cover candidates

I created to sets of images. One had a black branch and wound up having a nighttime feeling — the clusters looking like lanterns.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Cover designs — dark scheme.

And the other set having a light and airy (and almost underwater) feeling with white branches. I particularly like the light outlines around the clusters

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Cover designs — light scheme.

These 8 candidates were submitted to the journal.

The editor selected the bottom left option from the light series.

1.5 · Elements of the final cover

A few final tweaks to the editor's selection saw a little more branch detail and contrast.

Below, I walk you through all the elements of the final cover image.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
I normally don't use gradients but I guess I was feeling like someone else.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The outer boundaries of the clusters form a single shape..
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Top level clusters — all wobbly and looking very ripe for picking.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The darker color of the second level clusters provide weight to the branches.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Third level clusters.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Fourth level clusters.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The fifth level clusters were so small that more levels would have been undiscernable. I decided to light this last level up with a bright green to stand out against the purple.
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The final cover design with cover text and color treatment.
news + thoughts

Beyond Belief Campaign BRCA Art

Wed 11-06-2025

Fuelled by philanthropy, findings into the workings of BRCA1 and BRCA2 genes have led to groundbreaking research and lifesaving innovations to care for families facing cancer.

This set of 100 one-of-a-kind prints explore the structure of these genes. Each artwork is unique — if you put them all together, you get the full sequence of the BRCA1 and BRCA2 proteins.

Propensity score weighting

Mon 17-03-2025

The needs of the many outweigh the needs of the few. —Mr. Spock (Star Trek II)

This month, we explore a related and powerful technique to address bias: propensity score weighting (PSW), which applies weights to each subject instead of matching (or discarding) them.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Propensity score weighting. (read)

Kurz, C.F., Krzywinski, M. & Altman, N. (2025) Points of significance: Propensity score weighting. Nat. Methods 22:1–3.

Happy 2025 π Day—
TTCAGT: a sequence of digits

Thu 13-03-2025

Celebrate π Day (March 14th) and sequence digits like its 1999. Let's call some peaks.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2025 π DAY | TTCAGT: a sequence of digits. The digits of π are encoded into DNA sequence and visualized with Sanger sequencing. (details)

Crafting 10 Years of Statistics Explanations: Points of Significance

Sun 09-03-2025

I don’t have good luck in the match points. —Rafael Nadal, Spanish tennis player

Points of Significance is an ongoing series of short articles about statistics in Nature Methods that started in 2013. Its aim is to provide clear explanations of essential concepts in statistics for a nonspecialist audience. The articles favor heuristic explanations and make extensive use of simulated examples and graphical explanations, while maintaining mathematical rigor.

Topics range from basic, but often misunderstood, such as uncertainty and P-values, to relatively advanced, but often neglected, such as the error-in-variables problem and the curse of dimensionality. More recent articles have focused on timely topics such as modeling of epidemics, machine learning, and neural networks.

In this article, we discuss the evolution of topics and details behind some of the story arcs, our approach to crafting statistical explanations and narratives, and our use of figures and numerical simulations as props for building understanding.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Crafting 10 Years of Statistics Explanations: Points of Significance. (read)

Altman, N. & Krzywinski, M. (2025) Crafting 10 Years of Statistics Explanations: Points of Significance. Annual Review of Statistics and Its Application 12:69–87.

Propensity score matching

Mon 16-09-2024

I don’t have good luck in the match points. —Rafael Nadal, Spanish tennis player

In many experimental designs, we need to keep in mind the possibility of confounding variables, which may give rise to bias in the estimate of the treatment effect.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Propensity score matching. (read)

If the control and experimental groups aren't matched (or, roughly, similar enough), this bias can arise.

Sometimes this can be dealt with by randomizing, which on average can balance this effect out. When randomization is not possible, propensity score matching is an excellent strategy to match control and experimental groups.

Kurz, C.F., Krzywinski, M. & Altman, N. (2024) Points of significance: Propensity score matching. Nat. Methods 21:1770–1772.

Martin Krzywinski | contact | Canada's Michael Smith Genome Sciences CentrePHSA
Google whack “vicissitudinal corporealization”
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