RESUMO
Progress in understanding early human development has been impeded by the scarcity of reference datasets from natural embryos, particularly those with spatial information during crucial stages like gastrulation. We conducted high-resolution spatial transcriptomics profiling on 38,562 spots from 62 transverse sections of an intact Carnegie stage (CS) 8 human embryo. From this spatial transcriptomic dataset, we constructed a 3D model of the CS8 embryo, in which a range of cell subtypes are identified, based on gene expression patterns and positional register, along the anterior-posterior, medial-lateral, and dorsal-ventral axis in the embryo. We further characterized the lineage trajectories of embryonic and extra-embryonic tissues and associated regulons and the regionalization of signaling centers and signaling activities that underpin lineage progression and tissue patterning during gastrulation. Collectively, the findings of this study provide insights into gastrulation and post-gastrulation development of the human embryo.
Assuntos
Embrião de Mamíferos , Gastrulação , Regulação da Expressão Gênica no Desenvolvimento , Imageamento Tridimensional , Humanos , Embrião de Mamíferos/metabolismo , Transcriptoma/genética , Gástrula/metabolismo , Gástrula/embriologia , Transdução de Sinais , Linhagem da Célula , Perfilação da Expressão Gênica , Padronização Corporal/genéticaRESUMO
Contrary to multicellular organisms that display segmentation during development, communities of unicellular organisms are believed to be devoid of such sophisticated patterning. Unexpectedly, we find that the gene expression underlying the nitrogen stress response of a developing Bacillus subtilis biofilm becomes organized into a ring-like pattern. Mathematical modeling and genetic probing of the underlying circuit indicate that this patterning is generated by a clock and wavefront mechanism, similar to that driving vertebrate somitogenesis. We experimentally validated this hypothesis by showing that predicted nutrient conditions can even lead to multiple concentric rings, resembling segments. We additionally confirmed that this patterning mechanism is driven by cell-autonomous oscillations. Importantly, we show that the clock and wavefront process also spatially patterns sporulation within the biofilm. Together, these findings reveal a biofilm segmentation clock that organizes cellular differentiation in space and time, thereby challenging the paradigm that such patterning mechanisms are exclusive to plant and animal development.
Assuntos
Bacillus subtilis/crescimento & desenvolvimento , Bacillus subtilis/genética , Biofilmes/crescimento & desenvolvimento , Padronização Corporal/genética , Bacillus subtilis/metabolismo , Expressão Gênica , Regulação da Expressão Gênica no Desenvolvimento , Cinética , Modelos Biológicos , Nitrogênio/metabolismo , Transdução de Sinais/genética , Somitos/crescimento & desenvolvimento , Esporos Bacterianos/crescimento & desenvolvimento , Estresse Fisiológico/genética , Fatores de TempoRESUMO
Fingerprints are of long-standing practical and cultural interest, but little is known about the mechanisms that underlie their variation. Using genome-wide scans in Han Chinese cohorts, we identified 18 loci associated with fingerprint type across the digits, including a genetic basis for the long-recognized "pattern-block" correlations among the middle three digits. In particular, we identified a variant near EVI1 that alters regulatory activity and established a role for EVI1 in dermatoglyph patterning in mice. Dynamic EVI1 expression during human development supports its role in shaping the limbs and digits, rather than influencing skin patterning directly. Trans-ethnic meta-analysis identified 43 fingerprint-associated loci, with nearby genes being strongly enriched for general limb development pathways. We also found that fingerprint patterns were genetically correlated with hand proportions. Taken together, these findings support the key role of limb development genes in influencing the outcome of fingerprint patterning.
Assuntos
Dermatoglifia , Dedos/crescimento & desenvolvimento , Organogênese/genética , Polimorfismo de Nucleotídeo Único , Dedos do Pé/crescimento & desenvolvimento , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Animais , Povo Asiático/genética , Padronização Corporal/genética , Criança , Estudos de Coortes , Feminino , Membro Anterior/crescimento & desenvolvimento , Loci Gênicos , Estudo de Associação Genômica Ampla , Humanos , Proteína do Locus do Complexo MDS1 e EVI1/genética , Masculino , Camundongos , Pessoa de Meia-Idade , Adulto JovemRESUMO
Toll signaling plays a crucial role in pathogen defense throughout the animal kingdom. It was discovered, however, for its function in dorsoventral (DV) axis formation in Drosophila. In all other insects studied so far, but not outside the insects, Toll is also required for DV patterning. However, in insects more distantly related to Drosophila, Toll's patterning role is frequently reduced and substituted by an expanded influence of BMP signaling, the pathway implicated in DV axis formation in all major metazoan lineages. This suggests that Toll was integrated into an ancestral BMP-based patterning system at the base of the insects or during insect evolution. The observation that Toll signaling has an immune function in the extraembryonic serosa, an early differentiating tissue of most insect embryos, suggests a scenario of how Toll was co-opted from an ancestral immune function for its new role in axis formation.
Assuntos
Padronização Corporal , Transdução de Sinais , Animais , Padronização Corporal/genética , Transdução de Sinais/genética , Insetos/genética , Drosophila , Regulação da Expressão Gênica no DesenvolvimentoRESUMO
Segmentation is a fundamental feature of the vertebrate body plan. This metameric organization is first implemented by somitogenesis in the early embryo, when paired epithelial blocks called somites are rhythmically formed to flank the neural tube. Recent advances in in vitro models have offered new opportunities to elucidate the mechanisms that underlie somitogenesis. Notably, models derived from human pluripotent stem cells introduced an efficient proxy for studying this process during human development. In this Review, we summarize the current understanding of somitogenesis gained from both in vivo studies and in vitro studies. We deconstruct the spatiotemporal dynamics of somitogenesis into four distinct modules: dynamic events in the presomitic mesoderm, segmental determination, somite anteroposterior polarity patterning, and epithelial morphogenesis. We first focus on the segmentation clock, as well as signalling and metabolic gradients along the tissue, before discussing the clock and wavefront and other models that account for segmental determination. We then detail the molecular and cellular mechanisms of anteroposterior polarity patterning and somite epithelialization.
Assuntos
Padronização Corporal , Somitos , Somitos/embriologia , Somitos/metabolismo , Animais , Humanos , Padronização Corporal/genética , Vertebrados/embriologia , Regulação da Expressão Gênica no Desenvolvimento , Desenvolvimento Embrionário/genética , Mesoderma/metabolismo , Mesoderma/embriologia , Transdução de Sinais , MorfogêneseRESUMO
Frontotemporal dementia (FTD) because of MAPT mutation causes pathological accumulation of tau and glutamatergic cortical neuronal death by unknown mechanisms. We used human induced pluripotent stem cell (iPSC)-derived cerebral organoids expressing tau-V337M and isogenic corrected controls to discover early alterations because of the mutation that precede neurodegeneration. At 2 months, mutant organoids show upregulated expression of MAPT, glutamatergic signaling pathways, and regulators, including the RNA-binding protein ELAVL4, and increased stress granules. Over the following 4 months, mutant organoids accumulate splicing changes, disruption of autophagy function, and build-up of tau and P-tau-S396. By 6 months, tau-V337M organoids show specific loss of glutamatergic neurons as seen in individuals with FTD. Mutant neurons are susceptible to glutamate toxicity, which can be rescued pharmacologically by the PIKFYVE kinase inhibitor apilimod. Our results demonstrate a sequence of events that precede neurodegeneration, revealing molecular pathways associated with glutamate signaling as potential targets for therapeutic intervention in FTD.
Assuntos
Cérebro/patologia , Proteína Semelhante a ELAV 4/genética , Ácido Glutâmico/metabolismo , Mutação/genética , Neurônios/patologia , Organoides/metabolismo , Splicing de RNA/genética , Proteínas tau/genética , Autofagia/efeitos dos fármacos , Autofagia/genética , Biomarcadores/metabolismo , Padronização Corporal/efeitos dos fármacos , Padronização Corporal/genética , Morte Celular/efeitos dos fármacos , Linhagem Celular , Humanos , Hidrazonas/farmacologia , Lisossomos/efeitos dos fármacos , Lisossomos/metabolismo , Morfolinas/farmacologia , Neurônios/efeitos dos fármacos , Neurônios/metabolismo , Organoides/efeitos dos fármacos , Organoides/ultraestrutura , Fosforilação/efeitos dos fármacos , Pirimidinas/farmacologia , Splicing de RNA/efeitos dos fármacos , Transdução de Sinais/efeitos dos fármacos , Grânulos de Estresse/efeitos dos fármacos , Grânulos de Estresse/metabolismo , Sinapses/metabolismo , Regulação para Cima/efeitos dos fármacos , Regulação para Cima/genéticaRESUMO
In developing organisms, spatially prescribed cell identities are thought to be determined by the expression levels of multiple genes. Quantitative tests of this idea, however, require a theoretical framework capable of exposing the rules and precision of cell specification over developmental time. We use the gap gene network in the early fly embryo as an example to show how expression levels of the four gap genes can be jointly decoded into an optimal specification of position with 1% accuracy. The decoder correctly predicts, with no free parameters, the dynamics of pair-rule expression patterns at different developmental time points and in various mutant backgrounds. Precise cellular identities are thus available at the earliest stages of development, contrasting the prevailing view of positional information being slowly refined across successive layers of the patterning network. Our results suggest that developmental enhancers closely approximate a mathematically optimal decoding strategy.
Assuntos
Proteínas Ativadoras de GTPase/genética , Regulação da Expressão Gênica no Desenvolvimento/genética , Redes Reguladoras de Genes/genética , Animais , Padronização Corporal/genética , Diferenciação Celular/genética , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/genética , Drosophila melanogaster/metabolismo , Embrião não Mamífero/metabolismo , Desenvolvimento Embrionário/genética , Proteínas Ativadoras de GTPase/metabolismo , Regulação da Expressão Gênica no Desenvolvimento/fisiologia , Modelos Genéticos , Fatores de Transcrição/metabolismoRESUMO
How transcriptional bursting relates to gene regulation is a central question that has persisted for more than a decade. Here, we measure nascent transcriptional activity in early Drosophila embryos and characterize the variability in absolute activity levels across expression boundaries. We demonstrate that boundary formation follows a common transcription principle: a single control parameter determines the distribution of transcriptional activity, regardless of gene identity, boundary position, or enhancer-promoter architecture. We infer the underlying bursting kinetics and identify the key regulatory parameter as the fraction of time a gene is in a transcriptionally active state. Unexpectedly, both the rate of polymerase initiation and the switching rates are tightly constrained across all expression levels, predicting synchronous patterning outcomes at all positions in the embryo. These results point to a shared simplicity underlying the apparently complex transcriptional processes of early embryonic patterning and indicate a path to general rules in transcriptional regulation.
Assuntos
Padronização Corporal/genética , Regulação da Expressão Gênica no Desenvolvimento , Ativação Transcricional , Animais , RNA Polimerases Dirigidas por DNA/metabolismo , Drosophila melanogaster , Embrião não Mamífero/metabolismo , Modelos Teóricos , Regiões Promotoras GenéticasRESUMO
We present an overview of symmetry breaking in early mammalian development as a continuous process from compaction to specification of the body axes. While earlier studies have focused on individual symmetry-breaking events, recent advances enable us to explore progressive symmetry breaking during early mammalian development. Although we primarily discuss embryonic development of the mouse, as it is the best-studied mammalian model system to date, we also highlight the shared and distinct aspects between different mammalian species. Finally, we discuss how insights gained from studying mammalian development can be generalized in light of self-organization principles. With this review, we hope to highlight new perspectives in studying symmetry breaking and self-organization in multicellular systems.
Assuntos
Blastocisto/citologia , Padronização Corporal/genética , Embrião de Mamíferos , Desenvolvimento Embrionário/genética , Linhagem da Célula/genética , HumanosRESUMO
The origin of the pentaradial body plan of echinoderms from a bilateral ancestor is one of the most enduring zoological puzzles1,2. Because echinoderms are defined by morphological novelty, even the most basic axial comparisons with their bilaterian relatives are problematic. To revisit this classical question, we used conserved anteroposterior axial molecular markers to determine whether the highly derived adult body plan of echinoderms masks underlying patterning similarities with other deuterostomes. We investigated the expression of a suite of conserved transcription factors with well-established roles in the establishment of anteroposterior polarity in deuterostomes3-5 and other bilaterians6-8 using RNA tomography and in situ hybridization in the sea star Patiria miniata. The relative spatial expression of these markers in P. miniata ambulacral ectoderm shows similarity with other deuterostomes, with the midline of each ray representing the most anterior territory and the most lateral parts exhibiting a more posterior identity. Strikingly, there is no ectodermal territory in the sea star that expresses the characteristic bilaterian trunk genetic patterning programme. This finding suggests that from the perspective of ectoderm patterning, echinoderms are mostly head-like animals and provides a developmental rationale for the re-evaluation of the events that led to the evolution of the derived adult body plan of echinoderms.
Assuntos
Padronização Corporal , Equinodermos , Animais , Padronização Corporal/genética , Regulação da Expressão Gênica no Desenvolvimento , Fatores de Transcrição/metabolismo , Equinodermos/embriologia , Equinodermos/genética , Evolução BiológicaRESUMO
Graded transcription factors are pivotal regulators of embryonic patterning, but whether their role changes over time is unclear. A light-regulated protein degradation system was used to assay temporal dependence of the transcription factor Dorsal in dorsal-ventral axis patterning of Drosophila embryos. Surprisingly, the high-threshold target gene snail only requires Dorsal input early but not late when Dorsal levels peak. Instead, late snail expression can be supported by action of the Twist transcription factor, specifically, through one enhancer, sna.distal This study demonstrates that continuous input is not required for some Dorsal targets and downstream responses, such as twist, function as molecular ratchets.
Assuntos
Padronização Corporal/genética , Proteínas de Drosophila/metabolismo , Drosophila melanogaster/embriologia , Drosophila melanogaster/genética , Proteínas Nucleares/metabolismo , Fosfoproteínas/metabolismo , Fatores de Transcrição/metabolismo , Proteína 1 Relacionada a Twist/metabolismo , Animais , Padronização Corporal/efeitos da radiação , Proteínas de Drosophila/genética , Embrião não Mamífero , Luz , Proteínas Nucleares/genética , Fosfoproteínas/genética , Proteólise/efeitos da radiação , Fatores de Transcrição da Família Snail/metabolismo , Fatores de Transcrição/genética , Proteína 1 Relacionada a Twist/genéticaRESUMO
During development, the gastrointestinal tract undergoes patterning along its anterior-posterior axis to define regions with distinct organs and functions. A new paper in Development derives human intestinal organoids from an individual with duodenal defects and a compound heterozygous variant in the gene encoding the transcription factor RFX6. By studying these organoids, the authors identify novel roles for RFX6 in intestinal patterning. To learn more about the story behind the paper, we caught up with first author J. Guillermo Sanchez and corresponding author Jim Wells, an endowed professor in the Division of Developmental Biology at Cincinnati Children's Hospital, USA, where he is also the Director for Basic Research in the Division of Endocrinology.
Assuntos
Biologia do Desenvolvimento , Humanos , História do Século XXI , História do Século XX , Biologia do Desenvolvimento/história , Fatores de Transcrição de Fator Regulador X/genética , Fatores de Transcrição de Fator Regulador X/metabolismo , Organoides/metabolismo , Padronização Corporal/genéticaRESUMO
The generation of the post-cranial embryonic body relies on the coordinated production of spinal cord neurectoderm and presomitic mesoderm cells from neuromesodermal progenitors (NMPs). This process is orchestrated by pro-neural and pro-mesodermal transcription factors that are co-expressed in NMPs together with Hox genes, which are essential for axial allocation of NMP derivatives. NMPs reside in a posterior growth region, which is marked by the expression of Wnt, FGF and Notch signalling components. Although the importance of Wnt and FGF in influencing the induction and differentiation of NMPs is well established, the precise role of Notch remains unclear. Here, we show that the Wnt/FGF-driven induction of NMPs from human embryonic stem cells (hESCs) relies on Notch signalling. Using hESC-derived NMPs and chick embryo grafting, we demonstrate that Notch directs a pro-mesodermal character at the expense of neural fate. We show that Notch also contributes to activation of HOX gene expression in human NMPs, partly in a non-cell-autonomous manner. Finally, we provide evidence that Notch exerts its effects via the establishment of a negative-feedback loop with FGF signalling.
Assuntos
Padronização Corporal , Genes Homeobox , Animais , Embrião de Galinha , Humanos , Padronização Corporal/genética , Diferenciação Celular/genética , Mesoderma/metabolismo , Medula Espinal , Expressão Gênica , Regulação da Expressão Gênica no DesenvolvimentoRESUMO
Neuromesodermal progenitor (NMPs) give rise to neural and mesodermal tissues during axis elongation. In their study, Fay Cooper, Anestis Tsakiridis and colleagues reveal the role of Notch signalling in NMP differentiation and its role in Hox gene expression. To learn more about their work, we spoke to first and co-corresponding author, Fay Cooper, and to co-corresponding author Anestis Tsakiridis, Group Leader at the University of Sheffield, UK.
Assuntos
Padronização Corporal , Mesoderma , Humanos , Padronização Corporal/genética , Mesoderma/metabolismo , Transdução de Sinais , Morfogênese , Diferenciação CelularRESUMO
The patterning of somites is coordinated by presomitic mesoderm cells through synchronised oscillations of Notch signalling, creating sequential waves of gene expression that propagate from the posterior to the anterior end of the tissue. In a new study, Klepstad and Marcon propose a new theoretical framework that recapitulates the dynamics of mouse somitogenesis observed in vivo and in vitro. To learn more about the story behind the paper, we caught up with first author Julie Klepstad and corresponding author Luciano Marcon, Principal Investigator at the Andalusian Center for Developmental Biology.
Assuntos
Biologia do Desenvolvimento , Animais , Biologia do Desenvolvimento/história , Camundongos , Somitos/embriologia , Somitos/metabolismo , História do Século XXI , Humanos , Padronização Corporal/genética , História do Século XX , Receptores Notch/metabolismo , Receptores Notch/genéticaRESUMO
Embryogenesis results from the coordinated activities of different signaling pathways controlling cell fate specification and morphogenesis. In vertebrate gastrulation, both Nodal and BMP signaling play key roles in germ layer specification and morphogenesis, yet their interplay to coordinate embryo patterning with morphogenesis is still insufficiently understood. Here, we took a reductionist approach using zebrafish embryonic explants to study the coordination of Nodal and BMP signaling for embryo patterning and morphogenesis. We show that Nodal signaling triggers explant elongation by inducing mesendodermal progenitors but also suppressing BMP signaling activity at the site of mesendoderm induction. Consistent with this, ectopic BMP signaling in the mesendoderm blocks cell alignment and oriented mesendoderm intercalations, key processes during explant elongation. Translating these ex vivo observations to the intact embryo showed that, similar to explants, Nodal signaling suppresses the effect of BMP signaling on cell intercalations in the dorsal domain, thus allowing robust embryonic axis elongation. These findings suggest a dual function of Nodal signaling in embryonic axis elongation by both inducing mesendoderm and suppressing BMP effects in the dorsal portion of the mesendoderm.
Assuntos
Padronização Corporal , Peixe-Zebra , Animais , Padronização Corporal/genética , Proteína Nodal/genética , Proteína Nodal/metabolismo , Morfogênese/genética , Transdução de Sinais , Fator de Crescimento Transformador beta/metabolismo , Proteínas de Peixe-Zebra/genética , Proteínas de Peixe-Zebra/metabolismo , Regulação da Expressão Gênica no DesenvolvimentoRESUMO
The direction of left-right visceral asymmetry is conserved in vertebrates. Deviations of the standard asymmetric pattern are rare, and the underlying mechanisms are not understood. Here, we use the teleost Astyanax mexicanus, consisting of surface fish with normal left-oriented heart asymmetry and cavefish with high levels of reversed right-oriented heart asymmetry, to explore natural changes in asymmetry determination. We show that Sonic Hedgehog (Shh) signaling is increased at the posterior midline, Kupffer's vesicle (the teleost left-right organizer) is enlarged and contains longer cilia, and the number of dorsal forerunner cells is increased in cavefish. Furthermore, Shh increase in surface fish embryos induces asymmetric changes resembling the cavefish phenotype. Asymmetric expression of the Nodal antagonist Dand5 is equalized or reversed in cavefish, and Shh increase in surface fish mimics changes in cavefish dand5 asymmetry. Shh decrease reduces the level of right-oriented heart asymmetry in cavefish. Thus, naturally occurring modifications in cavefish heart asymmetry are controlled by the effects of Shh signaling on left-right organizer function.
Assuntos
Padronização Corporal , Coração , Proteínas Hedgehog , Transdução de Sinais , Animais , Proteínas Hedgehog/metabolismo , Proteínas Hedgehog/genética , Padronização Corporal/genética , Coração/embriologia , Characidae/embriologia , Characidae/genética , Regulação da Expressão Gênica no Desenvolvimento , Cílios/metabolismo , Embrião não Mamífero/metabolismoRESUMO
During mouse development, presomitic mesoderm cells synchronize Wnt and Notch oscillations, creating sequential phase waves that pattern somites. Traditional somitogenesis models attribute phase waves to a global modulation of the oscillation frequency. However, increasing evidence suggests that they could arise in a self-organizing manner. Here, we introduce the Sevilletor, a novel reaction-diffusion system that serves as a framework to compare different somitogenesis patterning hypotheses. Using this framework, we propose the Clock and Wavefront Self-Organizing model that considers an excitable self-organizing region where phase waves form independent of global frequency gradients. The model recapitulates the change in relative phase of Wnt and Notch observed during mouse somitogenesis and provides a theoretical basis for understanding the excitability of mouse presomitic mesoderm cells in vitro.
Assuntos
Receptores Notch , Somitos , Animais , Camundongos , Somitos/embriologia , Somitos/metabolismo , Receptores Notch/metabolismo , Receptores Notch/genética , Mesoderma/embriologia , Mesoderma/metabolismo , Modelos Biológicos , Padronização Corporal/genética , Proteínas Wnt/metabolismo , Proteínas Wnt/genética , Desenvolvimento Embrionário/genética , Desenvolvimento Embrionário/fisiologia , Relógios Biológicos/fisiologiaRESUMO
Morphogen gradients provide essential positional information to gene networks through their spatially heterogeneous distribution, yet how they form is still hotly contested, with multiple models proposed for different systems. Here, we focus on the transcription factor Bicoid (Bcd), a morphogen that forms an exponential gradient across the anterior-posterior (AP) axis of the early Drosophila embryo. Using fluorescence correlation spectroscopy we find there are spatial differences in Bcd diffusivity along the AP axis, with Bcd diffusing more rapidly in the posterior. We establish that such spatially varying differences in Bcd dynamics are sufficient to explain how Bcd can have a steep exponential gradient in the anterior half of the embryo and yet still have an observable fraction of Bcd near the posterior pole. In the nucleus, we demonstrate that Bcd dynamics are impacted by binding to DNA. Addition of the Bcd homeodomain to eGFP::NLS qualitatively replicates the Bcd concentration profile, suggesting this domain regulates Bcd dynamics. Our results reveal how a long-range gradient can form while retaining a steep profile through much of its range.
Assuntos
Proteínas de Drosophila , Proteínas de Homeodomínio , Animais , Padronização Corporal/genética , Drosophila melanogaster/genética , Drosophila melanogaster/metabolismo , Proteínas de Drosophila/genética , Proteínas de Drosophila/metabolismo , Embrião não Mamífero/metabolismo , Proteínas de Homeodomínio/genética , Proteínas de Homeodomínio/metabolismo , Transativadores/genética , Transativadores/metabolismoRESUMO
During limb bud formation, axis polarities are established as evidenced by the spatially restricted expression of key regulator genes. In particular, the mutually antagonistic interaction between the GLI3 repressor and HAND2 results in distinct and non-overlapping anterior-distal Gli3 and posterior Hand2 expression domains. This is a hallmark of the establishment of antero-posterior limb axis polarity, together with spatially restricted expression of homeodomain and other transcriptional regulators. Here, we show that TBX3 is required for establishment of the posterior expression boundary of anterior genes in mouse limb buds. ChIP-seq and differential gene expression analysis of wild-type and mutant limb buds identifies TBX3-specific and shared TBX3-HAND2 target genes. High sensitivity fluorescent whole-mount in situ hybridisation shows that the posterior expression boundaries of anterior genes are positioned by TBX3-mediated repression, which excludes anterior genes such as Gli3, Alx4, Hand1 and Irx3/5 from the posterior limb bud mesenchyme. This exclusion delineates the posterior mesenchymal territory competent to establish the Shh-expressing limb bud organiser. In turn, HAND2 is required for Shh activation and cooperates with TBX3 to upregulate shared posterior identity target genes in early limb buds.