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If you like space, you'll love my the 12,000 billion light-year map of clusters, superclusters and voids. Find the biggest nothings in Boötes and Eridanus.The largest map there is shows the location of voids and galaxy superclusters in our visible universe.

There is no sound in space, but there is music (and genomes)

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The first 12 seconds of a 1-bit encoding of a 128 mel 3-bit spectrogram of Flunk's Down Here / Moon Above

1 · How data are organized

The discs contain the full genome of a female and male as well as the human proteome and metabolome.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The breakdown of sex, genome, proteome and metabolome data on the four Sanctuary discs.

2 · The genome encoding

The genome sequence is organized into panels of 203 × 203 pixels. Each panel contains 202 × 202 = 40,804 data pixels. The last row and column are dedicated to error correction — registering whether the sum of a row or column pixels is even.

Each disc contains about about 70,000 such panels comprising about 2,800,000,000 pixels. For every 1,024 panels, there is an error check panel that works like the row/column error check except that it sums across panels.

Each base is encoded by two pixels so each panel stores 20,402 bases. Each disc therefore stores about 1.4 Gb of sequence. This capacity is just enough to store the fully sequenced haploid genome of an individual on two discs.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A close crop of four data grids, each encoding 20,402 bases of the genome.

3 · The proteome

The proteome is stored in smaller panels of size `n` × 32 where `n=2-32`. These panels are placed near the edge of the disc to make full use of the space on the disc.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The proteome is stored in smaller grids. See the instruction manual for full details.

The proteome ends close to the start of the last disc. From this point on, the small panels are used to store the chemical structures of compounds that participate in metabolic reactions.

4 · The metabolome

Each compound is a jigsaw puzzle — its structure is stored across one or more panels and it's up to you to piece the panels together. Hint: the first panel of a structure has its pixels inverted.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The metabolome is depicted by chemical structures. See the instruction manual for full details.

5 · Jigsaw puzzles

Each disc also includes a jigsaw puzzle — four in total.

You put it together. And by you I mean they. And by they I mean (possibly) aliens.

If you like these puzzles, see my 1-bit 10 gigapixel space maps.

5.1 · She looks like the Moon

The first female disc has a moon map puzzle. The “She looks like the Moon” is a reference to Like the Moon by Future Islands.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Moon puzzle legend.
There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Map of the moon used for the puzzle on the first disc.

5.2 · In her orbit

The second female disc has the solar system. Not everything in it but closeish to it.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Solar system legend.
There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Map of the solar system used for the puzzle on the second disc.

5.3 · No man's sky

The north celestial hemisphere is the puzzle on the first male disc. Hence, ‘No Man's Sky’. Except that there is a man — on the disc. But it's not his sky. This is what I meant.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
North celestial hemisphere legend.
There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Map of the north celestial hemisphere used for the puzzle on the third disc.

5.4 · No man's other sky

‘My God, it's also full of stars.’ Keep coruscatling, little buddies!

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
South celestial hemisphere legend.
There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Map of the south celestial hemisphere used for the puzzle on the third disc.

6 · Les p'tits cueilleurs d'étoiles

The first disc also contains a collection of 124 artworks by children undergoing treatment in Paris hospitals.

This was organized by Jean-Philippe Uzan who is part of the Les p'tits cueilleurs d'étoiles program (The Little Star Gatherers), designed to bring space to hospitalized children.

You can browse the full gallery.

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Artwork by the Les p'tits cueilleurs d'étoiles.

7 · Other art

There are many other curious things to find on the first disc. Here are some of them.

7.1 · Just heads

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Brain cages of some of our historical neighbours.

7.2 · Hot bits

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Some statements about pareidolia.

7.3 · Eye check

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
The first off-planet eye exam.

7.4 · Eyes that say hello

There is no sound in space, but there is music (and genomes) () -- science + art + data visualization / Martin Krzywinski / Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Tom and Cikcik.
news + thoughts

Nature Biotechnology cover

Thu 23-04-2026

My cover design on the 7 April 2026 Nature Biotechnology issue shows the dendrogram that represents a cluster of uniquely expressed (or downregulated) genes in human naive stem cells induced from such cells. Within each dendrogram block, the genomic barcode sequence (sampled from Supplementary Table 1) is depicted with a Code 39 barcode. The highlighted barcode is one of those used for cell isolation.

Ishiguro S. et al. A multi-kingdom genetic barcoding system for precise clone isolation (2026) Nature Biotechnology 44:616–629.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
My Nature Biotechnology phylogenetic tree cover (volume 44, issue 4, 7 April 2026). (more)

Browse my gallery of cover designs.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
A catalogue of my journal and magazine cover designs. (more)

Happy 2026 π Day—
Art for the 5%

Fri 13-03-2026

Celebrate π Day (March 14th) and enjoy the art — but only if you're part of the 5%.

Go ahead, see what you can't see.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
2026 π DAY | Art for the 5%. Shown in the style of Ishihara color test plates, the art is visible only to those with colour blindness. (details)

Ishihara's Tests for Colour Deficiency

Sun 08-03-2026

Authentic and accurate images of Ishihara's test plates photographed (and lovingly color-corrected) from the 38-plate Ishihara's Tests for Colour Deficiency.

I also provide the position, size, and color of each circle on each test plate.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
ISHIHARA'S TEST PLATE 6 | This plate is part of the set of transformation plates. If you see 5, you're ok. If you see 2, you're not. (details)
Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
ISHIHARA'S TEST PLATE 18 | This plate is part of the set of mysterious hidden plates. If you don't see anything, you're ok. If you see 5, you're not. (details)

Symmetric alternatives to the ordinary least squares regression

Wed 23-07-2025

What immortal hand or eye, could frame thy fearful symmetry? — William Blake, "The Tyger"

This month, we look at symmetric regression, which, unlike simple linear regression, it is reversible — remaining unaltered when the variables are swapped.

Simple linear regression can summarize the linear relationship between two variables `X` and `Y` — for example, when `Y` is considered the response (dependent) and `X` the predictor (independent) variable.

However, there are times when we are not interested (or able) to distinguish between dependent and independent variables — either because they have the same importance or the same role. This is where symmetric regression can help.

Martin Krzywinski @MKrzywinski mkweb.bcgsc.ca
Nature Methods Points of Significance column: Symmetric alternatives to the ordinary least squares regression. Geometry of quantities minimized in OLS and symmetric regression. OLS minimizes `\Sigma e_y^2` in `Y` ~ `X` and `\Sigma e_x^2` `X` ~ `Y`. Pythagorean regression minimizes AB (magenta). Geometric means regression (GMR) minimizes area of ABP (orange). Orthogonal regression (OR) minimizes HP (blue). (read)

Luca Greco, George Luta, Martin Krzywinski & Naomi Altman (2025) Points of significance: Symmetric alternatives to the ordinary least squares regression. Nat. Methods 22:1610–1612.

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 22:638–640.

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