Biology subjects

Takeuchi, C.

Publications and source records attributed to Takeuchi, C..

6 recordsLinked to original sources

bioRxiv2026

Systematic CRISPRi perturbation of 1,408 autism risk genes maps multilevel transcriptional convergence in human cortical neurons

Genetic heterogeneity in autism spectrum disorder (ASD) complicates the identification of shared molecular pathways amenable to therapeutic intervention. Here, we perform a CRISPRi Perturb-seq screen targeting 1,408 ASD risk genes in human embryonic stem cell-derived immature cortical neurons and profile the resulting transcriptomic effects by single-cell RNA sequencing. We identify 215 ASD risk genes whose repression induces significant global transcriptomic dysregulation. Leveraging this functional atlas, we characterize candidate genes based on transcriptional similarity to established ASD hub genes. We identify gene programs recurrently dysregulated across perturbations, anchored by processes governing microtubule dynamics, neuron differentiation, cell migration, and transmembrane transport. We further identify CHAMP1 as a previously unrecognized regulator of Wnt signaling and define specific ASD risk genes that modulate the rate of cortical neuron differentiation. Analysis of differentially expressed genes reveals both convergent and perturbation-specific downstream transcriptional responses. Together, these findings provide a multilevel map of transcriptomic convergence in ASD and establish a framework for identifying both pathway-level and genotype-specific therapeutic strategies.

neuroscience↗

bioRxiv2026

SPIN1 selectively silences evolutionarily young transposable elements through chromatin regulation

Mammalian genomes encode multiple transposable element (TE) silencing pathways that distinguish their targets through different molecular features, with KRAB zinc finger proteins recognizing DNA sequence, the HUSH complex sensing intronless transcripts, and the PIWI-piRNA pathway using small RNA guides. How chromatin state itself contributes to TE recognition remains less defined. Here we identify Spindlin1 (SPIN1), a three-Tudor-domain histone reader implicated in germline piRNA-directed DNA methylation, as a transcriptional repressor of evolutionarily young TEs in mouse embryonic stem cells. SPIN1 selectively binds LINE and ERV loci carrying H3K4me3 and H3K9me3, a chromatin signature enriched at young, transcription-permissive elements, and recognition of these marks by Tudor domains 1 and 2 is required for TE targeting. SPIN1 engages SPINDOC as a Tudor 1 and 3-dependent cofactor whose loss phenocopies SPIN1 depletion, and associates with the H3K9 methyltransferases SETDB1 and G9a. SPIN1 loss reduces H3K9me3 and is accompanied by increased chromatin accessibility, without altering DNA methylation. Thus, SPIN1 uses a histone-state-based mechanism to identify and repress young TEs in pluripotent cells, mechanistically distinct from its germline mode in which SPIN1 cooperates with the PIWI-piRNA pathway to promote DNA methylation, illustrating how a single histone reader engages distinct silencing machineries across cellular contexts.

molecular biology↗

bioRxiv2025

Comprehensive perturbation of transcription factors in human cardiomyocytes reveals the regulatory architecture of congenital heart disease

Transcription factors (TFs), including DNA binding proteins and epigenetic co-regulators, control the timing of gene programs during lineage commitment1. However, systematically defining the dynamic activities of the human genomes nearly 2000 TFs during development remains challenging2,3. Here, we use Perturb-Seq to map the transcriptional impact of nearly all human TFs and a subset of enhancers during cardiomyocyte differentiation. Our results suggest that developmental regulatory networks are distributed across highly connected hub TFs4-6 that are dynamic across lineage and time, rather than organizing into top-down hierarchies directed by "master regulators". We also identify distinct TF ensembles that regulate sequential decision points during cardiac cell-fate specification by coordinating lineage-specific activation with alternate lineage repression. Separately, analysis of TF-TF cooperativity uncovers a dynamic interaction between MEF2 family TFs7 and members of the Polycomb Repressive complex 18-10 to execute alternative fate repression. Building on these regulatory interactions, we construct a deep learning transformer model to accurately predict perturbed TFs driving altered regulatory networks in patient-derived transcriptomes. Together, our results define the regulatory network architecture of human lineage specification and provide a platform for predicting TF function and interpreting disease mechanisms.

genomics↗

bioRxiv2025

Flamenco plasticity tunes somatic piRNAs, rewiring host isoforms and opening a route to heritable transposon spread

Transposons drive genome innovation, yet how they evade somatic piRNA defenses, reach the germline, and rewire host genes with limited cost remains unclear. Using comparative long-read sequencing in Drosophila ovarian somatic cells (OSCs), we show that the LTR transposon Springer rewires gene expression by inserting into promoter-proximal introns at an AT-rich motif. Its 5' LTR initiates transcripts that splice into host exons, expanding isoform diversity without adding coding sequence. We catalog 72 Springer-driven isoforms, indicating broad mutagenic potential. In parallel, the Flamenco (Flam) uni-strand piRNA cluster undergoes structural remodeling that replaces antisense transposon fragments with forward-oriented copies, reshaping piRNA populations and eroding silencing of specific elements, including Springer. This relaxation of somatic repression creates conditions permissive for germ-cell entry, providing a plausible route to heritable genome change. Thus, Flam plasticity, contrasting with the relative stability of dual-strand clusters, mechanistically links transposon activity to genome rewiring and evolutionary innovation.

genetics↗

bioRxiv2025

Benchmarking and optimizing Perturb-seq in differentiating human pluripotent stem cells

Perturb-seq is a powerful approach to systematically assess how genes and enhancers impact the molecular and cellular pathways of development and disease. However, technical challenges have limited its application in stem cell-based systems. Here, we benchmarked Perturb-seq across multiple CRISPRi modalities, on diverse genomic targets, in multiple human pluripotent stem cells, during directed differentiation to multiple lineages, and across multiple sgRNA delivery systems. To ensure cost-effective production of large-scale Perturb-seq datasets as part of the Impact of Genomic Variants on Function (IGVF) consortium, our optimized protocol dynamically assesses experiment quality across the weeks-long procedure. Our analysis of 1,996,260 sequenced cells across benchmarking datasets reveals shared regulatory networks linking disease-associated enhancers and genes with downstream targets during cardiomyocyte differentiation. This study establishes open tools and resources for interrogating genome function during stem cell differentiation.

genomics↗

bioRxiv2022

Mod(mdg4) variants repress telomeric retrotransposonHeT-A by blocking subtelomeric enhancers

Telomeres in Drosophila are composed of sequential non-LTR retrotransposons: HeT-A, TART, and TAHRE. Although they are repressed by the piRNA pathway in the germline, how these retrotransposons are regulated in somatic cells is poorly understood. Here, we show that specific splice variants of Mod(mdg4) repress HeT-A by blocking subtelomeric enhancers in ovarian somatic cells. We found that the Mod(mdg4)-N variant represses HeT-A expression most efficiently among the variants. Mod(mdg4)-N mutant flies show elevated HeT-A expression and female sterility. Mod(mdg4)-N-binding subtelomeric sequences exhibit enhancer-blocking activity, and recruitment of RNA polymerase II (Pol II) on subtelomeres by Mod(mdg4)-N is essential for this enhancer-blocking. Moreover, Mod(mdg4)-N functions to form chromatin boundaries of higher-order chromatin conformation but this mechanism is independent of its Pol II recruitment activity at telomeres/subtelomeres. This study provides a link between enhancer-blocking and telomere regulation, and two different molecular mechanisms exhibited by an insulator protein to orchestrate precise gene expression.

molecular biology↗