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Using the DNA language model, GROVER, to parse effects of sequence, chromatin and regulatory features on genome stability.

MOTIVATION: Genome stability is shaped by DNA sequence and chromatin context, but their relative contributions to double-strand break (DSB) sensitivity remain unclear. RESULTS: We show that the DNA language model, GROVER, can infer DSB location based on sequence. DSB hotspots tend to contain GC-rich sequences that belong to promoters, genes and short interspersed nuclear elements (SINEs). Additionally, we identified several specific short sequences (tokens) that are associated with modulating DSB sensitivity. Another model using chromatin and genome regulatory features outperforms the sequence-only model, highlighting complementary and cell-type specific information. Integrating sequence and genome biological features yields the best performance, demonstrating their synergy. Analyzing this model revealed that, dependent on the sample, genome stability information encoded in H3K36me3 and DNase-seq can be learned from the sequence, but not H3K27ac or H3K9me3. Embedding chromatin data directly into the GROVER architecture enabled cell-type specific modeling with performance matching the full chromatin feature model. Our results suggest that while chromatin and regulatory context provides important information, such as cell-type specificity, much of the information shaping DSB patterns is already encoded in the DNA sequence itself. Our integrative modeling approach not only reveals DSB patterns but also provides a generalizable strategy for tracing predictions in genomic data. AVAILABILITY: Data, models, and a tutorial are available on Zenodo.

Chromatin↗

Engineering recombination machinery facilitates the construction of yeast cell factories.

Advances in genome editing have been promoted by programmable nucleases like CRISPR-Cas9, which triggers endogenous DNA repair mechanisms by inducing double-strand break (DSB). Cellular responses to DSBs are governed by competing repair pathways: error-prone non-homologous end joining (NHEJ) and high-fidelity homologous recombination (HR). This review systematically compares the molecular mechanisms and key regulators of NHEJ and HR, with a focus on recent breakthroughs in recombination engineering in non-conventional yeasts. These advances address challenges in precise genome editing, enabling robust metabolic engineering of yeast cell factories for sustainable bioproduction.

Metabolic Engineering↗

RAD54L coordinates the nucleolar DNA damage response to maintain rDNA stability.

The nucleolus is organized around actively transcribed ribosomal RNA genes (rDNA), where high RNA polymerase I (Pol I) activity creates intrinsic susceptibility to replication stress and DNA damage. Here, we identify the DNA translocase RAD54L as a critical regulator of the nucleolar DNA damage response (nDDR) to rDNA double-strand breaks (DSBs) and replication stress. We show that RAD54L localizes to the nucleolus under basal conditions and is recruited to nucleolar caps following CRISPR-Cas9-induced rDNA-DSBs to promote repair. RAD54L loss results in persistent RAD51 foci, increased nucleolar γH2AX, and micronuclei formation, indicating defective resolution of rDNA lesions and genome instability. Under baseline conditions and replication stress induced by the Pol I transcription inhibitor CX-5461, RAD54L limits the accumulation of ssDNA and coordinates nDDR signaling. We further show that rDNA-DSBs induce RNA polymerase II-dependent RNA-DNA hybrids (R-loops) at intergenic rDNA regions, which facilitate nucleolar reorganization and cap formation and repair factor recruitment. Together, these findings establish RAD54L as a key regulator that coordinates replication stress response and rDNA repair, maintaining rDNA stability and genome integrity.

DNA, Ribosomal↗

MRE11 suppresses germline mutagenesis at meiotic double-strand breaks in mice.

SPO11 forms hundreds of double-strand breaks (DSBs) to initiate meiotic recombination that is normally error-free. However, SPO11 activity can be mutagenic when one chromatid incurs closely spaced DSBs (double cuts), especially when DSBs are dysregulated by loss of the ATM kinase. De novo indels and structural variants can arise via end joining at double cuts within a single hotspot (microdeletions) or at adjacent hotspots separated by at least 30 kb, as we now show, sometimes accompanied by ectopic insertions of double-cut fragments. Here, we investigate how meiotic DSB end processing influences end joining. In MRE11-deficient mouse spermatocytes, which do not resect their DSBs, deletions at double cuts occur readily, with end-joining breakpoint profiles closely matching SPO11 DSB profiles. Microdeletions suggest that two DSBs can be as close as ∼21 bp. The tyrosyl-DNA phosphodiesterase TDP2 contributes to both deletion formation and ectopic insertion of double-cut fragments, presumably by removing SPO11 from DNA ends prior to joining. Finally, observations suggest a cooperative role for MRE11 and ATM in locally regulating DSB distributions. Our findings provide insight into the mechanism of de novo mutation origin, emphasizing the role of meiotic DSBs in shaping genome evolution.

Animals↗

Genetic and physical interactions reveal overlapping and distinct contributions to meiotic double-strand break formation in C. elegans.

Double-strand breaks (DSBs) are the most deleterious lesions experienced by our genome. Yet, DSBs are intentionally induced during gamete formation to promote the exchange of genetic material between homologous chromosomes. While the conserved topoisomerase-like enzyme Spo11 catalyzes DSBs, additional regulatory proteins-referred to as 'Spo11 accessory factors'-regulate the number, timing, and placement of DSBs during meiotic prophase, ensuring that SPO-11 does not wreak havoc on the genome. Despite the importance of the accessory factors, they are poorly conserved at the sequence level, suggesting that these factors may adopt unique functions in different species. In this work, we present a detailed analysis of the genetic and physical interactions between the DSB factors in the nematode Caenorhabditis elegans, providing new insights into conserved and novel functions of these proteins. This work shows that HIM-5 is the determinant of X-chromosome-specific crossovers and that its retention in the nucleus is dependent on DSB-1, the sole accessory factor that interacts with SPO-11. We further provide evidence that HIM-5 mediates interactions with the different accessory factors subgroups, providing insights into how components on the DNA loops may interact with the chromosome axis.

Animals↗

Homologous recombination mutants cause differing lethality between h- and h+ Schizosaccharomyces pombe strains due to mat1 heterochromatin.

Homologous recombination (HR) is generally considered dispensable in yeast and vertebrates, yet mounting evidence indicates that its essentiality depends on cellular context. Here, we dissect the basis of this context dependency in Schizosaccharomyces pombe. In the homothallic h90 strain, regarded as wild type, mating-type switching (MTS) occurs every other cell division and requires HR to repair programmed double-strand breaks (DSBs) at the mat1 locus. We show that the widely used heterothallic h-S strain is likewise dependent on HR for viability. HR-deficient h-S mutants (rad51Δ, rad52Δ, or rad54Δ), still frequently employed in the literature, survive only when carrying secondary suppressor mutations that abolish mat1 DSB formation, such as smt-0, swi1Δ, or fml1Δ. In contrast, HR is dispensable in the h+N strain, where duplication of the mat2/3 region into mat1 introduces the cenH and REIII elements. These elements nucleate H3K9 methylation and heterochromatin spreading across the imprint site, blocking imprintosome recruitment and thereby preventing both imprinting and DSB formation. Disruption of this heterochromatin, via deletion of cenH or key chromatin modifiers, restores DSB formation in h+N cells and reinstates HR essentiality in the absence of the Clr4 methyltransferase. Collectively, our findings demonstrate that HR is indispensable for S. pombe survival due to its critical role in repairing mat1 DSBs, except under genetic or epigenetic conditions that suppress their formation.

Homologous Recombination↗

An acute dose of glyphosate alters novel object exploration and hippocampal cFos expression in a sex-dependent manner in wildtype mice.

Glyphosate (GLY) is the active ingredient in most herbicides, including off-the-shelf weed killers such as Roundup®. GLY crosses the blood-brain barrier, increases oxidative stress and genotoxicity, and impacts reproduction, but the extent of its effects remains unclear. Previous research reports conflicting evidence on sex-specific susceptibility to GLY's effects, and very few investigate the effects of a single, acute dose on learning, memory, and neuronal activation. In vitro studies have found GLY interferes with gene expression and is uniquely capable of inducing DNA double strand breaks (DSBs) compared to other herbicides. DSBs can induce expression of immediate early genes (IEGs), which are important for synaptic plasticity, learning, and memory. However, a clear connection between GLY, IEGs, and learning and memory has yet to be made. To explore this, we tested male and female wildtype mice in novel object recognition after they received an acute, oral dose of 0, 250, or 500 mg/kg of GLY and assessed hippocampal DSB and IEG levels. We hypothesized that a single dose of GLY would impair memory by disrupting IEG expression and would affect males more than females. We did not find robust evidence that GLY impaired memory, though females that received 500 mg/kg did not explore the novel object more than the familiar. Hippocampal DSBs were decreased following 500 mg/kg in both sexes, yet hippocampal IEG immunoreactivity was decreased in GLY-exposed males only, revealing a complex sex-dependent relationship. These data add to the literature that GLY is potentially detrimental, highlighting the need for further investigations.

Animals↗

Strategic targeting of Cas9 nickase induces large segmental duplications.

Gene/segmental duplications play crucial roles in genome evolution and variation. Here, we introduce paired nicking-induced amplification (PNAmp) for their experimental induction. PNAmp strategically places two Cas9 nickases upstream and downstream of a replication origin on opposite strands. This configuration directs the sister replication forks initiated from the origin to break at the nicks, generating a pair of one-ended double-strand breaks. If homologous sequences flank the two break sites, then end resection converts them to single-stranded DNAs that readily anneal to drive duplication of the region bounded by the homologous sequences. PNAmp induces duplication of segments as large as ∼1 Mb with efficiencies exceeding 10% in the budding yeast Saccharomyces cerevisiae. Furthermore, appropriate splint DNAs allow PNAmp to duplicate/multiplicate even segments not bounded by homologous sequences. We also provide evidence for PNAmp in mammalian cells. Therefore, PNAmp provides a prototype method to induce structural variations by manipulating replication fork progression.

Saccharomyces cerevisiae↗

Chromatin architecture changes and DNA replication fork collapse are critical features in cryopreserved cells that are differentially controlled by cryoprotectants.

In this work, we shed new light on the highly debated issue of chromatin fragmentation in cryopreserved cells. Moreover, for the first time, we describe replicating cell-specific DNA damage and higher-order chromatin alterations after freezing and thawing. We identified DNA structural changes associated with the freeze-thaw process and correlated them with the viability of frozen and thawed cells. We simultaneously evaluated DNA defects and the higher-order chromatin structure of frozen and thawed cells with and without cryoprotectant treatment. We found that in replicating (S phase) cells, DNA was preferentially damaged by replication fork collapse, potentially leading to DNA double strand breaks (DSBs), which represent an important source of both genome instability and defects in epigenome maintenance. This induction of DNA defects by the freeze-thaw process was not prevented by any cryoprotectant studied. Both in replicating and non-replicating cells, freezing and thawing altered the chromatin structure in a cryoprotectant-dependent manner. Interestingly, cells with condensed chromatin, which was strongly stimulated by dimethyl sulfoxide (DMSO) prior to freezing had the highest rate of survival after thawing. Our results will facilitate the design of compounds and procedures to decrease injury to cryopreserved cells.

Cell Survival↗

Linker Histone H1 Phosphorylation Promotes DNA Damage Repair during Replication Stress.

DNA replication fidelity depends on the integrity of the replication fork to prevent DNA damage and preserve genome stability. Disruptions to this process can trigger replication stress, leading to the accumulation of single-strand DNA (ssDNA) and double-strand breaks (DSBs), which drive mutagenesis and ultimately contribute to disease. While the roles of core histones and their post-translational modifications in this context have been more well-studied, far less is known about how linker histones regulate the replication stress response. Here, we demonstrate that the S-phase-phosphorylated form of the linker histone H1 (pH1) plays a key role in DNA damage repair at collapsed replication forks, both in vitro and in cells. Using phosphomimic and phosphonull H1 mutants, we show that phosphorylation enhances H1 assembly with ssDNA. Utilizing intein chemistry for the site-specific incorporation of a photocrosslinker to the C-terminus of H1, we map the direct interactors of H1. We identify phosphorylated H1 at replication forks, where it engages replication machinery and DNA damage response factors, including Histone PARylation Factor 1 (HPF1). We further demonstrate that ssDNA induces pH1-HPF1 interactions that promote liquid-like assemblies, correlating with reduced DNA damage and histone PARylation. Consistent with this role, reduction of total H1 increases cellular sensitivity to DNA damage, a phenotype that is partially rescued by reintroduction of H1.4. Together, these findings establish pH1 as a new regulator of DNA damage repair at collapsed replication forks through the controlled sequestration of repair factors.

Journal Article↗

Discovery and Engineering of a Rat Endogenous Retrovirus Reverse Transcriptase for Efficient Prime Editing.

CRISPR-based prime editors (PEs) install precise edits into genomic DNA without generating double-strand breaks. Their editing efficiency is highly dependent on reverse transcriptases (RTs), but efficient RT candidates remain limited. Here, we identified 19 novel active RTs by screening 558 candidates. Among them, RERV-RT, derived from Rattus norvegicus, exhibited the highest activity. Through structure-guided engineering and deep mutational scanning, we developed an optimized variant, enRERV-RT, which outperforms conventional M-MLV-RT-based PE systems by 1.20-fold in mammalian and plant cells, and by 1.88-fold at hard-to-edit loci, while enabling precise multiplex editing of functionally relevant genes. Additionally, we developed a high-throughput platform, TRAP-seq-PE, to systematically evaluate prime editor performance. Across diverse mutation types, we found that PE systems based on enRERV-RT exhibited higher editing efficiencies than those based on M-MLV-RT. Collectively, our work establishes a versatile, high-efficiency PE system, thereby facilitating advances in clinical gene therapy and precise crop breeding.

Animals↗

Exploiting the weak link: Ataxia-Telangiectasia Mutated dysfunction in oesophagogastric tumours.

ATM (ataxia-telangiectasia mutated) is a central regulator of the DNA damage response, coordinating double-strand break repair, checkpoint control, and cell fate decisions. Its disruption drives genomic instability and has been implicated across multiple tumour types. In oesophagogastric cancers, ATM alterations occur in a clinically relevant subset of cases, encompassing both somatic and germline events, and are associated with distinct molecular features including reduced co-occurrence with TP53 mutations and elevated homologous recombination deficiency scores. This narrative review synthesises published literature and publicly available genomic databases to examine ATM biology, the spectrum of ATM alterations across oesophageal adenocarcinoma, oesophageal squamous cell carcinoma, and gastric cancer subtypes, and the challenges of defining true ATM deficiency. The therapeutic implications of ATM dysfunction are evaluated across radiotherapy, platinum-based chemotherapy, ATR inhibition, and PARP inhibition. ATM alterations are detected in approximately 6% of tumours pan-cancer and in up to 10% of oesophagogastric cases. Defining ATM deficiency remains challenging, as immunohistochemistry, next-generation sequencing, and functional assays each carry distinct limitations. ATR inhibition emerges as the most consistently supported therapeutic strategy, with converging preclinical and early clinical evidence across oesophagogastric models. By contrast, available data do not support treating ATM deficiency as equivalent to BRCA-like homologous recombination deficiency, and PARP inhibitor monotherapy has not demonstrated consistent benefit. Prospective validation of functional ATM assays, histology-stratified trial design, and integration of genomic, protein-level, and functional evidence represent key priorities for translating ATM-guided strategies into oesophagogastric cancer practice.

Humans↗

RNF4 and USP7 cooperate in ubiquitin-regulated steps of DNA replication.

DNA replication requires precise regulation achieved through post-translational modifications, including ubiquitination and SUMOylation. These modifications are linked by the SUMO-targeted E3 ubiquitin ligases (STUbLs). Ring finger protein 4 (RNF4), one of only two mammalian STUbLs, participates in double-strand break repair and resolving DNA-protein cross-links. However, its role in DNA replication has been poorly understood. Using CRISPR/Cas9 genetic screens, we discovered an unexpected dependency of RNF4 mutants on ubiquitin specific peptidase 7 (USP7) for survival in TP53-null retinal pigment epithelial cells. TP53-/-/RNF4-/-/USP7-/- triple knockout (TKO) cells displayed defects in DNA replication that cause genomic instability. These defects were exacerbated by the proteasome inhibitor bortezomib, which limited the nuclear ubiquitin pool. A shortage of free ubiquitin suppressed the ataxia telangiectasia and Rad3-related (ATR)-mediated checkpoint response, leading to increased cell death. In conclusion, RNF4 and USP7 work cooperatively to sustain a functional level of nuclear ubiquitin to maintain the integrity of the genome.

Animals↗

Mechanism, cellular functions and cancer roles of polymerase-theta-mediated DNA end joining.

Cellular pathways that repair chromosomal double-strand breaks (DSBs) have pivotal roles in cell growth, development and cancer. These DSB repair pathways have been the target of intensive investigation, but one pathway - alternative end joining (a-EJ) - has long resisted elucidation. In this Review, we highlight recent progress in our understanding of a-EJ, especially the assignment of DNA polymerase theta (Polθ) as the predominant mediator of a-EJ in most eukaryotes, and discuss a potential molecular mechanism by which Polθ-mediated end joining (TMEJ) occurs. We address possible cellular functions of TMEJ in resolving DSBs that are refractory to repair by non-homologous end joining (NHEJ), DSBs generated following replication fork collapse and DSBs present owing to stalling of repair by homologous recombination. We also discuss how these context-dependent cellular roles explain how TMEJ can both protect against and cause genome instability, and the emerging potential of Polθ as a therapeutic target in cancer.

Animals↗

The immediate-early protein 1 of human herpesvirus 6B interacts with NBS1 and inhibits ATM signaling.

Viral infection often trigger an ATM serine/threonine kinase (ATM)-dependent DNA damage response in host cells that suppresses viral replication. Viruses evolved different strategies to counteract this antiviral surveillance system. Here, we report that human herpesvirus 6B (HHV-6B) infection causes genomic instability by suppressing ATM signaling in host cells. Expression of immediate-early protein 1 (IE1) phenocopies this phenotype and blocks homology-directed double-strand break repair. Mechanistically, IE1 interacts with NBS1, and inhibits ATM signaling through two distinct domains. HHV-6B seems to efficiently inhibit ATM signaling as further depletion of either NBS1 or ATM do not significantly boost viral replication in infected cells. Interestingly, viral integration of HHV-6B into the host's telomeres is not strictly dependent on NBS1, challenging current models where integration occurs through homology-directed repair. Given that spontaneous IE1 expression has been detected in cells of subjects with inherited chromosomally-integrated form of HHV-6B (iciHHV-6B), a condition associated with several health conditions, our results raise the possibility of a link between genomic instability and the development of iciHHV-6-associated diseases.

Humans↗

Rapid Generation of Recombinant Poxviruses Using CRISPR/Cas9 Gene Editing.

The low-frequency natural recombination that is detected in poxvirus-infected cells has long been used to genetically modify poxviruses. Such recombinant poxviruses have found many applications as vaccines for preventing infectious diseases and as experimental cancer therapeutics. Unfortunately, these methods are time consuming, can leave behind "scars" or selectable markers, and many months of work may be required to generate plaque-purified recombinants bearing multiple virus gene substitutions, deletions, and/or inserted transgenes. Over the last decade, several reports have described how CRISPR/Cas9 technologies can be used to better facilitate genetic manipulation of vaccinia virus (VACV). These protocols use Cas9/gRNA complexes to introduce double-stranded breaks into specific sites in virus genomic DNA either in vivo or in vitro. Recombination-repair reactions are then employed to repair the breaks using transfected DNAs encoding the required homologies and desired mutation(s). Here we describe a method where we combine CRISPR/Cas9 genome editing in vitro, followed by Leporipoxvirus-catalyzed repair and reactivation of the cut VACV DNA using repair fragments provided in trans. This method optimizes several steps in the preparation of the CRISPR/Cas9-cut VACV DNA and can be used to introduce mutations at multiple sites without requiring selectable markers. It also provides some guidance regarding how the position of the CRISPR/Cas9-cuts can affect co-conversion of flanking markers embedded in the repair fragment. The method allows researchers to quickly generate recombinant VACV bearing multiple genetic alterations and using only a single round of reactivation and plating.

CRISPR-Cas Systems↗

Navigating the base excision repair pathway in chromatin-focus on oxidative DNA damage.

Chromatin environment influences all nuclear processes, including DNA repair. Conversely, DNA damage itself triggers chromatin modifications and remodeling, which are essential for efficient DNA repair and its coordination with transcription, replication, and epigenetic regulation to preserve genome function. While chromatin dynamics associated with double-strand break repair and nucleotide excision repair are well understood, those accompanying base excision repair (BER) remain comparatively poorly characterized. Yet, BER is responsible for eliminating a wide spectrum of chemically diverse and non-helix-distorting base modifications, arising from both endogenous and exogenous sources, and is implicated in numerous pathologies. This review examines how BER operates in the context of chromatin, with a focus on its interplay with other repair factors, chromatin modifications, and remodeling. It also explores the diversity of BER substrates, the blurred distinction between base lesions and programmed modifications, and the intricate link between BER, transcriptional regulation, and epigenetic reprogramming. Together, these insights highlight BER's pivotal role in maintaining genome stability, shaping transcriptional programs, and preventing disease.

Excision Repair↗

Characterization of a Ku-binding motif in the C-terminal region of RAG2.

We applied an unsupervised interactome analysis with the RAG2 C-terminal region (R2CT) in v-abl pro-B cells undergoing V(D)J recombination. Mass-spectrometry analyses showed that Ku70 and Ku80 were among the top 10 hits. To further strengthen these observations, we performed Proximity Ligation Assay (PLA) and characterize the existence of a GFP-R2CT-Ku complex formation in cellulo. The interaction of several partners with Ku70/80 (Ku) through Ku-binding motifs (KBMs) in their sequences governs their enrolment in NHEJ repair complexes. Through sequence analysis, we identified a KBM within R2CT (R-KBM, amino acids 589-527). We confirmed by calorimetry a specific micromolar interaction between this RAG2 region and Ku70/80/DNA complex. The RAG2 motif KBM can be subdivided in two conserved parts that have no interaction individually. AlphaFold2 prediction coupled with molecular dynamic simulations indicate that the C-terminal part of the RAG2 motif interacts with Ku80 on the same site than the NHEJ factor XLF. These in silico analyses indicated that the N-terminal part of the RAG2 motif interacts with DNA adjacent to Ku with a major role of the K503 residue in agreement with disruption of the interaction observed with the K503E mutant. This study further extends the large ensemble of proteins recruited at DSBs by KBM motifs and substantiates the model of a tight coupling between DNA breakage and repair during V(D)J recombination, mediated by the Ku-RAG2 C-terminus interaction.

Ku Autoantigen↗