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data visualization + art
There are some new shapes on the streets of Vancouver. Genomic sequence decoded from patients are shown as a puzzle — can you solve the mystery of the cell?

Gene Cultures — MIT Museum Exhibit

Scale and structure of the human genome

1 · The MIT museum reopens

The MIT Museum reopens at its new location on 2nd October 2022.

My art appears in the new Gene Cultures exhibit.

2 · Gene Cultures Exhibit

As the pace of technological advances in the field of genetic discovery quickens, questions arise.

Who decides how and when transformative new biotechnologies will be used? What questions do we need to ask before making decisions leading to irrevocable results?

Join the conversation as you explore dramatic breakthroughs in genetic technologies and engage with artworks — wiitty, provocative, absurd, and profound — that prompt us to consider our future — now.

The Gene Cultures exhibit is Located in the Henri A. Termeer Gallery

Text by MIT museum

3 · My art at the genome exibit

Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The plaque explaining the projection that shows the scale of structures in the human genome.

To find my exhibit, look for the pink chicken. You can't miss it.

Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The animated projection is on a large wall at the entrance to the exhibit. Right next to the pink chicken. (photo Martin Krzywinski)
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The animated projection is on a large wall at the entrance to the exhibit. Right next to the pink chicken. (photo Anna Olivella)

3.1 · Animation sequence

Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The opening sequence cycles through the layers to be explained.
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The genome is big. We count up to 3,088,269,832 bases, which is the total length of chromosomes 1–22,X,Y in the hg38 human genome assembly.
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The contents of the genome are grouped into chromosomes.
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The bands reflect density of chromatin packing.
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
About 20,000 genes represent the key functional components.
Gene Cultures exhibit at the MIT Museum - Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Genes (and the proteins that the encode) are key targets for therapies.

The size and position of elements in the animation is based on the hg38 assembly, which is (as of 2022) the canonical reference.

The very latest human genome assembly (CHM13v2 telomere-to-telomere) has 3,117,275,501 bases.

4 · Credits

concept and art direction
Exhibit developer (Life Sciences)
concept & design
Martin Krzywinski
Staff Scientist
Canada's Michael Smith Genome Sciences Centre
creative lead
Kim Gim
motion designer
Devon Burgoyne
designer
An Bui
content strategist
Ksenia Dynkin
Canada's Michael Smith Genome Sciences Centre (GSC) at BC Cancer is an international leader in genomics, proteomics and bioinformatics for precision medicine. By developing and deploying cutting-edge genome sequencing, computational and analytical technology, we are creating novel strategies to prevent and diagnose cancers and other diseases, uncovering new therapeutic targets and helping the world realize the social and economic benefits of genome science.
We are the Canadian node of the Earth Biogenome Project.
news + thoughts

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.

Understanding p-values and significance

Tue 24-09-2024

P-values combined with estimates of effect size are used to assess the importance of experimental results. However, their interpretation can be invalidated by selection bias when testing multiple hypotheses, fitting multiple models or even informally selecting results that seem interesting after observing the data.

We offer an introduction to principled uses of p-values (targeted at the non-specialist) and identify questionable practices to be avoided.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Understanding p-values and significance. (read)

Altman, N. & Krzywinski, M. (2024) Understanding p-values and significance. Laboratory Animals 58:443–446.

Depicting variability and uncertainty using intervals and error bars

Thu 05-09-2024

Variability is inherent in most biological systems due to differences among members of the population. Two types of variation are commonly observed in studies: differences among samples and the “error” in estimating a population parameter (e.g. mean) from a sample. While these concepts are fundamentally very different, the associated variation is often expressed using similar notation—an interval that represents a range of values with a lower and upper bound.

In this article we discuss how common intervals are used (and misused).

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Depicting variability and uncertainty using intervals and error bars. (read)

Altman, N. & Krzywinski, M. (2024) Depicting variability and uncertainty using intervals and error bars. Laboratory Animals 58:453–456.

Martin Krzywinski | contact | Canada's Michael Smith Genome Sciences CentreBC Cancer Research CenterBC CancerPHSA
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