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- Longitudinal spatial mapping of tumor–immune microenvironment following electrochemotherapy of cutaneous melanoma metastasesGSE352662Homo sapiens16 个样本2026-10-31
Background: Electrochemotherapy (ECT) utilizes reversible electroporation for localized chemotherapeutic delivery, where beyond local cytotoxicity, ECT acts as an in situ immunomodulator. However, the dynamic spatial orchestration of the TME that translates this localized therapy into potential abscopal-like responses in untreated lesions remains poorly understood. Methods: To uncover the mechanisms of evolving tumor microenvironment (TME) that dictate this immune activation, we applied Xenium spatial transcriptomics to longitudinally sampled in-transit cutaneous melanoma metastases from three patients, capturing baseline immune states and two distinct post-ECT intervals (two-to-three and nine-to-ten days). Furthermore, to explicitly characterize potential abscopal-like effects, biopsies were collected also from non-treated lesions. Following sample integration, we annotated cell types and identified functional subpopulations of key compartments, which we compared across treatment timepoints and patients. Further, we resolved functional spatial niches and identified spatially localized immune front, which we characterized and linked to patients' clinical responses. Results: Our analysis uncovered heterogeneous patient trajectories: a robust local and regional responder, a localized-only responder, and a delayed regional responder. These divergent outcomes were linked to baseline TME heterogeneity that was reflected by diverging proportions of functional spatial niches. While the partial responder exhibited an immune-cold architecture, complete responders were characterized by an immune-permissive TME with a prominent immune front at the interface of malignant and immune-active niches. Molecular profiling of these spatial boundaries exposed patient-specific signatures of activation and suppression within infiltrating T cells, myeloid cells, and fibroblasts. Although the states of malignant cells remained predominantly unchanged in the partial responder, the malignant cells of complete responders transitioned into a unique SOX2-OT-expressing dormant state, sequestered within keratinocyte-rich zones and characterized by an immunosuppressive signature post-treatment. Conclusions: Together, our findings suggest that beside local ablation, ECT might actively instigate regional antitumor immunity, a therapeutic effect that we observed in two patients harboring a permissive TME. Further, our deep spatial TME profiling identifies several exploratory observations on the effects of ECT that should be addressed in future studies.
空间转录组 - Spatial genome and transcriptome co-mapping reveals clonal heterogeneity in tumor tissueGSE276213Mus musculus; Homo sapiens22 个样本2026-10-31
This SuperSeries is composed of the SubSeries listed below.
空间转录组SuperSeries - Spatial genome and transcriptome co-mapping reveals clonal heterogeneity in tumor tissue [DNA-Seq]GSE276212Homo sapiens; Mus musculus11 个样本2026-10-31
Tumor heterogeneity arises from the sequential acquisition of somatic mutations and the selection of fitter clones, leading to distinct genotypes and phenotypes. Joint mapping of genome and transcriptome in the same tumor tissue can directly link clonoal relation to transcriptional state enabling a more in-depth understanding of intrinsic and extrinct tumor heterogeneity in the tissue context. Here, we introduce Spatial-GT-seq, a spatial multi-omic technology capable of genome-wide co-profiling of the genome and transcriptome at near single-cell resolution. We demonstrated in situ identification of tumor subclones in a mouse model of lung metastasis, with parallel transcriptomic profiles indicating that the gene expression profile of the same tumor clone is altered by the tumor microenvironment. Furthermore, analysis of primary and recurrent human pancreatic neuroendocrine tumors reveals both persistent and newly emerging tumor subclones, exhibiting transcriptional changes in both the original and recurrence sites. These findings highlight Spatial-GT-seq as a valuable platform for studying genotype-phenotype-microenvironment associations, providing new insights into cancer evolution and heterogeneity.
单细胞空间转录组多组学 - Spatial genome and transcriptome co-mapping reveals clonal heterogeneity in tumor tissue [RNA-Seq]GSE276211Homo sapiens; Mus musculus11 个样本2026-10-31
Tumor heterogeneity arises from the sequential acquisition of somatic mutations and the selection of fitter clones, leading to distinct genotypes and phenotypes. Joint mapping of genome and transcriptome in the same tumor tissue can directly link clonoal relation to transcriptional state enabling a more in-depth understanding of intrinsic and extrinct tumor heterogeneity in the tissue context. Here, we introduce Spatial-GT-seq, a spatial multi-omic technology capable of genome-wide co-profiling of the genome and transcriptome at near single-cell resolution. We demonstrated in situ identification of tumor subclones in a mouse model of lung metastasis, with parallel transcriptomic profiles indicating that the gene expression profile of the same tumor clone is altered by the tumor microenvironment. Furthermore, analysis of primary and recurrent human pancreatic neuroendocrine tumors reveals both persistent and newly emerging tumor subclones, exhibiting transcriptional changes in both the original and recurrence sites. These findings highlight Spatial-GT-seq as a valuable platform for studying genotype-phenotype-microenvironment associations, providing new insights into cancer evolution and heterogeneity.
单细胞空间转录组多组学 - Cilengitide limits the progression of both syndromic and sporadic thoracic aortic aneurysms by targeting alpha V integrinsGSE352523Homo sapiens11 个样本2026-10-30
Spatial transcriptomics was used to characterize gene expression patterns in human ascending aortic tissue from healthy controls, patients with Marfan syndrome (MFS), and patients with sporadic thoracic aortic aneurysm (sTAA). Carnoy-fixed, paraffin-embedded ascending aortic tissue sections were profiled using the 10x Genomics Visium platform. Spatially resolved gene expression profiles were analyzed to investigate transcriptional heterogeneity, pathway-associated signatures, and inferred cellular composition across disease groups.
单细胞空间转录组 - HOXA9 reprograms 3D genome architecture to regulate oncogenic transcription in acute myeloid leukemia [CUT&RUN]GSE301083Homo sapiens31 个样本2026-10-30
The hierarchical three-dimensional (3D) organization of chromatin underpins the spatial and temporal control of gene expression during development. This principle is exemplified by the Hox gene clusters, where dynamic topological architecture governs precise transcriptional activation. While disruption of chromatin organization at Hox genes is increasingly recognized in various human malignancies, the extent to which Hox genes themselves contribute to shaping 3D genome architecture remains poorly understood. In particular, it is unknown whether oncogenic overexpression of HOXA9—a highly conserved transcription factor and common downstream effector of diverse genetic alterations in acute myeloid leukemia (AML)—can actively reprogram chromatin topology. Here, we uncover a pivotal role for HOXA9 as a master regulator of 3D chromatin architecture in human AML. We demonstrate that HOXA9 orchestrates a leukemia-specific reconfiguration of chromatin topology. HOXA9 promotes the formation of leukemia specific topologically associating domains (TADs) and establishes long-range enhancer–promoter interactions essential for maintaining the leukemic transcriptional program. Perturbation of HOXA9 leads to widespread architectural collapse, marked by the dissolution of chromatin loops, disrupted enhancer communication, and silencing of critical leukemogenic genes. Furthermore, HOXA9-mediated chromatin looping occurs independently of CTCF. Instead, HOXA9 functions through the cohesin complex to facilitate higher-order genome organization, thereby functioning as a non-canonical architectural factor. Among its targets, we identify NHLRC2 as a HOXA9-associated loop gene essential for leukemic cell survival and proliferation. Collectively, these findings uncover a previously unappreciated architectural function of HOXA9 in modulating 3D genome organization and sustaining oncogenic gene expression in AML. More broadly, they suggest a mechanistic paradigm in which HOX transcription factors actively reprogram nuclear architecture to enforce lineage-specific or malignant gene expression programs.
空间转录组扰动筛选 - Epigenomic analysis of the myometrium during late implantation revealed regulatory elements in genes related to the cellular zinc homeostasis pathway in pigs (ChIP-Seq)GSE246433Sus scrofa12 个样本2026-10-30
The myometrium, composed of the inner circular muscle (CM) and outer longitudinal muscle (LM), is crucial in establishing and maintaining early pregnancy. However, the molecular mechanisms involved are not well understood. In this study, we identified the transcriptomic features of the CM and LM collected from the mesometrial (M) and anti-mesometrial (AM) sides of the pig uterus on day 18 of pregnancy during the placentation initiation phase. Some genes in the cellular zinc ion level regulatory pathways (MT-1A, MT-1D, MT-2B, SLC30A2, and SLC39A2) were spatially and highly enriched in uterine CM at the mesometrial side. In addition, the histone modification profiles of H3K27ac and H3K4me3 in uterine CM and LM collected from the mesometrial side were characterized. Genomic regions associated with the expression of genes regulating the cellular zinc ion level were detected. Moreover, six highly linked variants in the H3K27ac-enriched region of the pig SLC30A2 gene were identified and found to be significantly associated with the total number born at the second parity (P < 0.05). In conclusion, the genes in the pathways of cellular zinc homeostasis and their regulatory elements identified have implications for pig reproduction trait improvement and warrant further investigations.
空间转录组 - Epigenomic analysis of the myometrium during late implantation revealed regulatory elements in genes related to the cellular zinc homeostasis pathway in pigs (RNA-Seq)GSE246432Sus scrofa12 个样本2026-10-30
The myometrium, composed of the inner circular muscle (CM) and outer longitudinal muscle (LM), is crucial in establishing and maintaining early pregnancy. However, the molecular mechanisms involved are not well understood. In this study, we identified the transcriptomic features of the CM and LM collected from the mesometrial (M) and anti-mesometrial (AM) sides of the pig uterus on day 18 of pregnancy during the placentation initiation phase. Some genes in the cellular zinc ion level regulatory pathways (MT-1A, MT-1D, MT-2B, SLC30A2, and SLC39A2) were spatially and highly enriched in uterine CM at the mesometrial side. In addition, the histone modification profiles of H3K27ac and H3K4me3 in uterine CM and LM collected from the mesometrial side were characterized. Genomic regions associated with the expression of genes regulating the cellular zinc ion level were detected. Moreover, six highly linked variants in the H3K27ac-enriched region of the pig SLC30A2 gene were identified and found to be significantly associated with the total number born at the second parity (P < 0.05). In conclusion, the genes in the pathways of cellular zinc homeostasis and their regulatory elements identified have implications for pig reproduction trait improvement and warrant further investigations.
空间转录组 - Med1 Deletion Reprograms Dental Epithelium into Primitive Hair-Forming Epidermal Architecture via Trp63 Driven Epigenetic MechanismsGSE316208Mus musculus12 个样本2026-10-28
Ectodermal fate decisions between tooth enamel and skin hair are governed by transcription factors, epigenetic mechanisms, and tissue architecture. Deletion of the Mediator subunit Med1, which links enhancer activity to transcriptional output, induces a striking lineage conversion characterized by ectopic hair formation in mouse incisors. Here, we define the cellular, transcriptional, and epigenetic mechanisms underlying this process. Single-cell and spatial transcriptomic analyses reveal extensive remodeling of the incisor epithelium following Med1 deletion, whereby dental pre-ameloblasts and SI cells convert into hair germ–like populations resembling ancestral hair-initiating cells while retaining dental identity. Epidermal fate is driven by the master regulator Trp63, enabling hair formation without follicles distinguishing this process from canonical skin hair regeneration. Mechanistically, epigenetic changes occur in which TRP63 co-localized with alternative MED12-containing enhancers to activate itself and downstream epidermal genes. Together, these findings suggest that Med1 loss promotes hair formation through unique reprogramming to an evolutionarily primitive epidermal state rather than direct trans-differentiation to skin epithelium, providing new insights in ectodermal plasticity.
单细胞空间转录组 - Macrophage lipid signaling drives glioblastoma invasion and represents a therapeutic vulnerabilityGSE348147Mus musculus16 个样本2026-10-27
Glioblastoma (GBM) is characterized by diffuse infiltration into the surrounding brain, limiting complete surgical resection, the strongest determinant of patient survival. The mechanisms driving this invasive growth remain incompletely understood. Here, we identify a lipid-mediated paracrine signaling axis through which tumor-associated microglia/macrophages promote glioma invasion. Integrating single-cell transcriptomics, spatial lipidomics, and functional perturbation across mouse models and human GBM samples, we show that invading tumor cells engage and reprogram myeloid cells via CSF1R–PI3K signaling. This induces lipid metabolic reprogramming and secretion of bioactive lipids, including lysophosphatidylcholines (LPCs) and lysophosphatidic acids (LPAs), which promote GBM invasion through distinct downstream pathways. Disruption of this myeloid–GBM axis, reduces lipid secretion and suppresses invasion. Targeting downstream LPA–LPAR or YAP/TAZ signaling further constrains invasion in a context-dependent manner. Together, these findings define a lipid-driven circuit linking the tumor microenvironment to glioma invasion and identify strategies to reduce infiltration and improve surgical resection.
单细胞空间转录组扰动筛选 - Single Cell multi-omics identifies VEGFA-mediated angiogenesis results in relapse in Sonic Hedgehog Medulloblastoma [snRNA-seq]GSE287109Homo sapiens12 个样本2026-10-27
Relapse in Sonic Hegdehog Medulloblastoma (SHH-MB) a common pediatric brain tumor, remain a significant clinical challenge due to its poor prognosis and limited therapeutic intervention. Understanding the underlying molecular mechanisms driving relapse is critical for developing targeted interventions. Here, we utilize single-cell multi-omics, combining single-nucleus RNA sequencing (snRNA-seq), single-nucleus ATAC sequencing (snATAC-seq), and spatial omics to comprehensively characterize the cellular landscape and regulatory networks associated with SHH medulloblastoma relapse. Our integrative analysis identifies distinct GCP population enriched with angiogenic activity characterized high expression of Vascular Endothelial Growth Factor A (VEGFA) regulated by the transcription factor HIF1A. Notably, we find that VEGFA-mediated angiogenesis is a critical driver of tumor recurrence, promoting a microenvironment that supports tumor revascularization and growth in the endothelial cells. Furthermore, we uncover potential therapeutic targets within the VEGFA signaling axis that could disrupt angiogenesis and reduce relapse rates. Our findings provide new insights into the molecular and cellular dynamics of SHH medulloblastoma relapse and highlight VEGFA as a key mediator of angiogenesis-driven recurrence, offering a promising avenue for therapeutic intervention.
单细胞空间转录组多组学 - Single Cell multi-omics identifies VEGFA-mediated angiogenesis results in relapse in Sonic Hedgehog MedulloblastomaGSE287108Homo sapiens13 个样本2026-10-27
Relapse in Sonic Hegdehog Medulloblastoma (SHH-MB) a common pediatric brain tumor, remain a significant clinical challenge due to its poor prognosis and limited therapeutic intervention. Understanding the underlying molecular mechanisms driving relapse is critical for developing targeted interventions. Here, we utilize single-cell multi-omics, combining single-nucleus RNA sequencing (snRNA-seq), single-nucleus ATAC sequencing (snATAC-seq), and spatial omics to comprehensively characterize the cellular landscape and regulatory networks associated with SHH medulloblastoma relapse. Our integrative analysis identifies distinct GCP population enriched with angiogenic activity characterized high expression of Vascular Endothelial Growth Factor A (VEGFA) regulated by the transcription factor HIF1A. Notably, we find that VEGFA-mediated angiogenesis is a critical driver of tumor recurrence, promoting a microenvironment that supports tumor revascularization and growth in the endothelial cells. Furthermore, we uncover potential therapeutic targets within the VEGFA signaling axis that could disrupt angiogenesis and reduce relapse rates. Our findings provide new insights into the molecular and cellular dynamics of SHH medulloblastoma relapse and highlight VEGFA as a key mediator of angiogenesis-driven recurrence, offering a promising avenue for therapeutic intervention.
单细胞空间转录组多组学 - Attenuation of DOK3 re-programs tumor-associated macrophages to enhance anti-PD-1-mediated cancer immunotherapy [scRNA-seq MC38]GSE341712Mus musculus12 个样本2026-10-26
Downstream of Kinase 3 (DOK3) is an adaptor protein that binds and modulates Caspase recruitment domain-containing protein 9 (CARD9) signaling but the role for DOK3 during tumor immune escape remains unclear. Here, we revealed immunosuppressive Osteopontin (SPP1+) tumor-associated macrophages (TAMs) to highly express DOK3 while DOK3low/neg TAMs express CARD9 and T cell-homing chemokines within the tumor microenvironment (TME). Interestingly, Dok3-/- mice showed decreased tumor growth and improved response to anti-PD-1 therapy. While DOK3 is constitutively expressed by macrophages, blocking its interaction with CARD9 enhances JNK signaling to reprogram TAMs for improved homing and activation of T cells. Further spatial studies clarified the localization of DOK3high TAMs within the TME and an association of DOK3 expression with progressive disease in an ongoing Phase II study of Lenvatinib/Pembrolizumab in recurrent clear cell gynecological carcinomas. Overall, targeting DOK3-CARD9 axis may represent a new avenue to overcome resistance in cancer immunotherapy by driving the emergence of favorable response-associated TAM states.
单细胞空间转录组 - Spatially Decoding Interactypes of Vascular and Synaptic Remodeling in the Glioblastoma Tumor Microenvironment by Surprisal Information-Theoretic AnalysisGSE317289Homo sapiens10 个样本2026-10-26
Glioblastoma (GBM) is a highly heterogeneous and invasive brain cancer, where interactions between tumor cells, vasculature, and neurons shape disease progression and therapeutic resistance. To better understand the spatial organization of these processes, we profiled ten tumor samples from five patients, one sample from T1-constrast-enhanced and one from non-contrast enhanced regions using spatial transcriptomic sequencing and multiplexed protein imaging. While each patient’s tumor presents a unique landscape, together these samples capture all major histological and spatial niches of GBM, enabling a complete picture of the tumor microenvironment and cell–cell “interactypes.” By applying surprisal analysis, an information-theoretic framework, for the first time to spatial omics data, we decomposed gene expression into orthogonal constraint modes that uncovered distinct processes such as extracellular matrix remodeling, vascular-associated invasion, and neuron–tumor synaptic interactions, each with well-defined molecular mechanism. Complementing this approach, a spatial ligand–receptor interactype analysis mapped specific communication events across niches. Within the perivascular niche, we observed collagen–integrin signaling linked to a trajectory from astrocyte-like to mesenchymal-like tumor states. At neuron–tumor interfaces, synaptic remodeling emerged, characterized by NLGN1–NRXN1 and SEMA5A–MET interactions together with enrichment of neuronal gene modules including MAP2 and CALM1. These findings suggest that surprisal analysis can reveal vascular remodeling and neuron-tumor crosstalk are critical mechanisms of GBM progression. This study demonstrates the use of surprisal information-theoretic analysis of spatial omics data to expose hidden spatial programs with mechanistic insights and the interactype mapping to decode the GBM biology across all major tumor niches, pointing toward the discovery of potential therapeutic vulnerabilities mediated by cell-cell interaction and microenvironments.
空间转录组