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Posts by Tetsuya Yamada

Thrilled to present our comparative study on the evolution of zygotic genome activation (ZGA)!! 🥚🧬

Amazing PhD work of @campobes.bsky.social together with @fedemantica.bsky.social and many collaborators! @melisupf.bsky.social @crg.eu. Thread below 1/15

www.biorxiv.org/content/10.6...

1 day ago 112 55 4 9

Evolutionary landscapes of zygotic genome activation across animals www.biorxiv.org/content/10.64898/2026.04...

4 days ago 6 4 0 0
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Whole organism 3D mapping reveals universal branching topology and biophysical optimization governs vascular and nervous system development

Read about our work here: www.biorxiv.org/content/10.6...

1 week ago 44 9 1 1

New manuscript with Rory Cerbus and Ichiro Hiratani. We analyzed 3D genome data from 247 species to investigate the determinants of the so-called large-scale structure known as compartments. www.biorxiv.org/content/10.6...

1 week ago 3 1 1 0
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New preprint @cxqiu.bsky.social @jshendure.bsky.social ! Can we learn regulatory grammars of human cell types — by training on mouse development and transferring across 241 mammalian genomes? Introducing STEAM & a whole-organism scATAC-seq atlas from E10 to birth.
www.biorxiv.org/content/10.6...

1 week ago 48 26 1 2

Evolutionary transfer learning enables organism-wide inference of mammalian enhancer landscapes www.biorxiv.org/content/10.64898/2026.04...

1 week ago 5 1 0 0
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New preprint from the lab!

How do tissue shapes influence cell fate decisions?

By manipulating brain organoid geometry, we show that lumen rounding directs apical progenitor division mode and promotes the emergence of basal progenitors.

www.biorxiv.org/content/10.6...

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2 weeks ago 72 22 2 1
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Why do schizophrenia GWAS signals look so flat across the genome?

In our recent preprint, we explored why psychiatric disorders — and, more broadly, brain-related traits involving the central nervous system — appear to have unusual genetic architectures.

🧵1/n

3 weeks ago 88 42 4 3
graphical abstract for "Developmental determinants of male bias in medulloblastoma" preprint. We propose that boys are more likely to develop Group 3/4 medulloblastoma more vulnerable cells-of-origin are available for transformation. Specifically, GC_UBC progenitors in the developing cerebellum are more abundant in male murine embryos, as a result of testosterone exposure and the XY genotype.

graphical abstract for "Developmental determinants of male bias in medulloblastoma" preprint. We propose that boys are more likely to develop Group 3/4 medulloblastoma more vulnerable cells-of-origin are available for transformation. Specifically, GC_UBC progenitors in the developing cerebellum are more abundant in male murine embryos, as a result of testosterone exposure and the XY genotype.

New preprint alert! I'm excited to share our latest preprint where we investigate the underlying developmental causes of the male bias in the pediatric brain tumor Group 3/4 medulloblastoma. www.biorxiv.org/content/10.6...

3 weeks ago 13 5 1 1
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We built the first complete genome for the common marmoset, fully resolving regions that were previously missing: centromeres, acrocentric short arms, and more. A new reference genome for anyone working with marmosets. This was an awesome collaborative effort & I’m grateful to all my co-authors! 🧬

3 weeks ago 36 14 2 0
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Machine learning for evolutionary genetics and molecular evolution Over the past decade, the rapid expansion of large-scale data and advances in computational power have allowed machine learning (ML), especially deep …

We wrote a review on using machine learning to study evolutionary genetics and molecular evolution in Trends in Genetics. It is open access—please take a look if you are interested in this topic www.sciencedirect.com/science/arti... @cp-trendsgenetics.bsky.social

3 weeks ago 19 8 0 0

Modeling cis-regulatory variation in human brain enhancers across a large Parkinson's Disease cohort www.biorxiv.org/content/10.64898/2026.03...

1 month ago 11 5 0 0
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ChromSMF preprint is out!🚀
tinyurl.com/ChromSMF

We often piece together chromatin regulation layer by layer from separate assays. But this can be limiting!

In @arnaudkr.bsky.social's lab, we developed a method to directly study multiple layers on the same DNA molecule! 🧬

What does this unlock? ⬇️

4 weeks ago 111 50 3 2
Position-dependent variant effects reveal importance of context in genomic regulation Gene expression is governed by the DNA sequence, which is read out through complex interactions between transcription factors (TFs), co-activators, and chromatin. Massively Parallel Reporter Assays (MPRAs) provide a high-throughput framework for functionally characterizing how regulatory DNA sequences impact the expression of a model gene. MPRAs have also proven to be useful for measuring the effects of genetic variation, where each allele is typically tested in the center of ~200 bp of genomic context cloned into the MPRA, but the impact of variant position and local context remains largely unexplored. In this study, we systematically investigate how shifting the position of a variant within an MPRA probe influences its regulatory activity using models that predict expression in MPRAs from DNA sequence. We find that while the direction of variant effects is usually preserved across positions, the magnitude of expression changes can vary substantially depending on where the variant is placed within the construct. This positional bias appears to be largely explained by the strong position-dependent activity of TFs whose binding the variants perturb. In a subset of cases, interactions consistent with cooperativity between TFs also contribute to position-specific effects. ~1% of variants appear to disrupt RNA polymerase III (Pol III) promoters within Alu elements, resulting in position-specificity because both A and B boxes are required for function and exclusion of either motif due to window shifts disrupts the variants' effects. However, we saw little evidence to support the hypothesis that the positional dependence of variant effects resulted from the redundancy of motifs. Overall, our study demonstrates the complexity of cis-regulatory grammar and how it can confound the interpretation of regulatory variants. ### Competing Interest Statement R.T. has filed intellectual property related to MPRA and MPRA models. The other authors declare no competing interests.

MPRAs are the gold-standard tool for measuring how DNA sequences drive gene expression and prioritizing variant effects.
In this preprint we asked: does it matter WHERE you place a variant in an MPRA?
Spoiler: yes, and it might lead you to miss disease-causing variants. 1/6
doi.org/10.64898/202...

1 month ago 13 7 1 2
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Excited to share that our work is now published in Cell: Human-specific features of the cerebellum and ZP2-regulated synapse development. www.cell.com/cell/fulltex...

Many thanks to the Sestan lab members @yaleneuro.bsky.social and all collaborators who made this work possible.

1 month ago 18 5 2 0

Inhibitory neurons are among the most transcriptomically diverse class of neurons in the CNS, with some brain regions having 60+ distinct cell types. Do humans share the same repertoire as rodents? Birds? Fish? 1/13

1 month ago 67 26 3 4
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Gene regulatory networks: from correlative models to causal explanations Nature Reviews Genetics - In this Perspective, Maizels and Briscoe discuss the limitations of current models of gene regulatory networks and outline solutions to harness data abundance without...

New Perspective form Rory Maizels & me: "Gene regulatory networks: from correlative models to causal explanations"

Gene regulatory networks are supposed to give us mechanistic explanations of development, so why are we drowning in 'hairballs' of statistical correlations?

rdcu.be/e7zx7

1 month ago 121 46 2 2
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Figure 1.(A) Classical gel electrophoresis experiments showing mono-, di-, tri-, tetra-, and further multinucleosome bands upon chromatin digestion. (B) The nucleosome repeat length (NRL) is defined as the genomic distance between the centres of two neighbouring nucleosomes.

Figure 1.(A) Classical gel electrophoresis experiments showing mono-, di-, tri-, tetra-, and further multinucleosome bands upon chromatin digestion. (B) The nucleosome repeat length (NRL) is defined as the genomic distance between the centres of two neighbouring nucleosomes.

Figure 2.Nucleosome mapping using MNase-seq versus ATAC-seq. (A) In MNase-seq, nucleosomes in both open and tightly packed genomic regions are accessible to digestion. MNase preferentially cleaves DNA between nucleosomes and digests DNA until it encounters a histone octamer, which provides a footprint of nucleosome-protected DNA regions. (B) Bulk MNase-seq results in averaged maps across millions of cells, effectively capturing all possible nucleosome positioning configurations. (C) Single-cell MNase-seq (scMNase-seq) results in a noisier and sparser signal. The resulting footprints still represent nucleosome-protected regions, but not all nucleosomes are represented. (D) In ATAC-seq, open regions can be accessed by the enzyme Tn5 transposase, which can insert primers in regions free from the binding of nucleosomes and transcription factors (TFs). (E) For open chromatin regions, nucleosome maps can be obtained from ATAC-seq similar to MNase-seq. (F) Closed, tightly packed chromatin regions may be less represented in ATAC-seq nucleosome maps.

Figure 2.Nucleosome mapping using MNase-seq versus ATAC-seq. (A) In MNase-seq, nucleosomes in both open and tightly packed genomic regions are accessible to digestion. MNase preferentially cleaves DNA between nucleosomes and digests DNA until it encounters a histone octamer, which provides a footprint of nucleosome-protected DNA regions. (B) Bulk MNase-seq results in averaged maps across millions of cells, effectively capturing all possible nucleosome positioning configurations. (C) Single-cell MNase-seq (scMNase-seq) results in a noisier and sparser signal. The resulting footprints still represent nucleosome-protected regions, but not all nucleosomes are represented. (D) In ATAC-seq, open regions can be accessed by the enzyme Tn5 transposase, which can insert primers in regions free from the binding of nucleosomes and transcription factors (TFs). (E) For open chromatin regions, nucleosome maps can be obtained from ATAC-seq similar to MNase-seq. (F) Closed, tightly packed chromatin regions may be less represented in ATAC-seq nucleosome maps.

Figure 5.Molecular mechanisms affecting nucleosome spacing. (A) Linker histones H1 and nonhistone chromatin proteins which compete with H1s and modulate nucleosome spacing through structural and electrostatic mechanisms. (B) Chromatin remodellers actively reposition nucleosomes following context-dependent rules. (C) Cell state-dependent chromatin boundaries formed by CTCF and other structural proteins, as well as associated recruitment of chromatin remodellers which space nucleosomes. (D) Gene activity associated with remodeller action and RNA polymerases transcribing through the nucleosomes, leading to smaller distances between nucleosomes in regulatory regions and gene bodies. (E) DNA sequence repeats of different types.

Figure 5.Molecular mechanisms affecting nucleosome spacing. (A) Linker histones H1 and nonhistone chromatin proteins which compete with H1s and modulate nucleosome spacing through structural and electrostatic mechanisms. (B) Chromatin remodellers actively reposition nucleosomes following context-dependent rules. (C) Cell state-dependent chromatin boundaries formed by CTCF and other structural proteins, as well as associated recruitment of chromatin remodellers which space nucleosomes. (D) Gene activity associated with remodeller action and RNA polymerases transcribing through the nucleosomes, leading to smaller distances between nucleosomes in regulatory regions and gene bodies. (E) DNA sequence repeats of different types.

Figure 6. Examples of NRL changes in biological systems. (A) Cell differentiation leads to NRL changes between different cell types, e.g. mouse dorsal root ganglia neurons (NRL ∼165 bp) versus cortical astrocytes (NRL ∼183 bp) [175]. Schematic cell shapes are adapted from an image created in BioRender (https://BioRender.com/89trj2t). (B) Paired normal versus tumour breast tissues show NRL shortening in cancer (figure adapted from [36] under the CC BY 4.0 licence (https://creativecommons.org/licenses/by/4.0/)). (C) Nucleosome positioning derived from cfDNA of human volunteers shows NRL increase with age (figure reprinted from [79] under the CC BY 4.0 licence (https://creativecommons.org/licenses/by/4.0/)).

Figure 6. Examples of NRL changes in biological systems. (A) Cell differentiation leads to NRL changes between different cell types, e.g. mouse dorsal root ganglia neurons (NRL ∼165 bp) versus cortical astrocytes (NRL ∼183 bp) [175]. Schematic cell shapes are adapted from an image created in BioRender (https://BioRender.com/89trj2t). (B) Paired normal versus tumour breast tissues show NRL shortening in cancer (figure adapted from [36] under the CC BY 4.0 licence (https://creativecommons.org/licenses/by/4.0/)). (C) Nucleosome positioning derived from cfDNA of human volunteers shows NRL increase with age (figure reprinted from [79] under the CC BY 4.0 licence (https://creativecommons.org/licenses/by/4.0/)).

Nucleosome aficionados! Our new review "Nucleosome spacing across cell types, diseases, and ages" is out in NAR: academic.oup.com/nar/article/...

A huge effort to pull together what we’ve learned about nucleosome spacing in many systems. Enjoy!
@milena-bikova.bsky.social @chrsclrksn.bsky.social

1 month ago 47 19 0 1
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The role of KRAB zinc-finger proteins in expanding the domestication potential of transposable elements - Nature Genetics This Perspective explores the co-evolution of transposable elements and KRAB zinc-finger proteins in relation to their integration into human gene regulatory networks, highlighting their potential eff...

Find our latest Perspective article in Nature Genetics on "The role of KRAB zinc-finger proteins in expanding the domestication potential of transposable elements" at www.nature.com/articles/s41..., with implications for the future of research on the cause of human disease.

1 month ago 41 19 0 1
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Convergent and lineage-specific genomic changes shape adaptations in sugar-consuming birds High-sugar diets cause human metabolic diseases, yet several bird lineages convergently adapted to feeding on sugar-rich nectar or fruits. We investigated the underlying molecular mechanisms in hummin...

Happy to share that our work with Ekaterina Osipova, @maggiemcko.bsky.social, Tim Sackton, Maude Baldwin & fantastic collaborators on convergent and lineage-specific genomic adaptations in sugar-feeding birds is published in Science www.science.org/doi/10.1126/.... While high sugar intake ...

1 month ago 37 10 2 1
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Our most recent work on the “function and evolution” of #nuclear-speckles is now online at Cell @cp-cell.bsky.social
doi.org/10.1016/j.ce...
Read the thread👇 for the highlights of our findings.

1 month ago 124 60 9 5
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The molecular evolution of vertebrate organs Nature Ecology & Evolution - This Review discusses recent advances in the molecular evolution of vertebrate organs, including rates of evolution of organs and cell types, molecular mechanisms...

Our internal organs are evolutionary marvels. New technologies are transforming our understanding of the evolution of vertebrate organs. You can find more by reading here:
rdcu.be/e5EgU
#EvoBio #EvoDevo 🐟🦎🐢🦇🐊🦜

1 month ago 141 54 2 5
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Have you ever wondered 🤔... Does phenotypic variance respond to environmental perturbation? Does it have a genetic basis? Are mean and variance regulating loci exposed to different selection pressures? These and more questions are explored in our new preprint 🔥

www.biorxiv.org/content/10.6...

1 month ago 88 49 2 4
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From our new paper out now in @currentbiology.bsky.social: www.cell.com/current-biol... w/ @neurofishh.bsky.social @gkafetzis.bsky.social @denilsson.bsky.social

Looking across animals, the vertebrate eye is an obvious outlier. Why is it so different that other highly visual animals?

1 month ago 110 40 1 2

Interested in the evo-devo of the mammalian cerebellum? This review is a must-read!

Really happy to have contributed to this work, led by @marisepp.bsky.social , together with @ioansarr.bsky.social .

2 months ago 15 7 0 0
Brain with puzzle overlay to show that our study provides missing pieces of the puzzle of human brain development by delivering the most comprehensive picture of hindbrain development to date. We have strived to go beyond just another multi-omics atlas to gain deep insights by:
1. Meticulously annotating cell clusters
2. Extracting regulatory programs in terms of coordinated gene sets and accessible regulatory elements
3. Using deep learning to identify regulatory syntax
4. Resolving context-specific TF activity

Brain with puzzle overlay to show that our study provides missing pieces of the puzzle of human brain development by delivering the most comprehensive picture of hindbrain development to date. We have strived to go beyond just another multi-omics atlas to gain deep insights by: 1. Meticulously annotating cell clusters 2. Extracting regulatory programs in terms of coordinated gene sets and accessible regulatory elements 3. Using deep learning to identify regulatory syntax 4. Resolving context-specific TF activity

Excited to share our preprint on our new multi-omic atlas of human hindbrain development. Led by postdoc Piyush Joshi, in collaboration with @kaessmannlab.bsky.social and Pfister labs, our atlas represents the first comprehensive view of human hindbrain development. www.biorxiv.org/content/10.6...

2 months ago 32 15 2 0
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HEALTH + LIFE SCIENCE ALLIANCE | Interinstitutional Postdocs

Exciting Postdoc Opportunities – Alliance Interinstitutional Program
**Deadline:** March 31, 2026 (5:00 pm CEST)
🔗 Two shared positions: www.syn-gen.de/alliance-pos...
🔗 Full call & application info:: www.health-life-sciences.de/opportunitie...

2 months ago 3 4 1 0
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Introducing The Structural History of Eukarya (SHE): The first proteome-scale phylogeny constructed entirely from 3D structure.
We computed 300 trillion alignments across 1,542 species to map the tree of life. 🧵👇 (1/5)

2 months ago 85 40 2 0

The new updates for Charles McAnany’s preprint “Positional Interpretation of Cis-Regulatory Code and Nucleosome Organization with Deep Learning Models” (www.biorxiv.org/content/10.1...) are up!

We introduce PISA, a tool to visualize the cis-regulatory code. See a recap below:

2 months ago 11 3 1 1
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Oriented cell divisions induce basal progenitors and regulate neural expansion across tissues and species A fundamental role for division orientation in progenitor output driving cortical and retinal growth is revealed.

Happy to announce that our latest paper is now out! Have you ever wondered how neural tissues control their size? In this paper, we show that cell division orientation is critical in both the cortex and retina. www.science.org/doi/10.1126/...

2 months ago 92 31 5 2