GEO 数据集
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- Attenuation of DOK3 re-programs tumor-associated macrophages to enhance anti-PD-1-mediated cancer immunotherapyGSE343606Homo sapiens1 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.
空间转录组 - 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 - Attenuation of DOK3 re-programs tumor-associated macrophages to enhance anti-PD-1-mediated cancer immunotherapy [scRNA-seq]GSE341136Homo sapiens6 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 - Attenuation of DOK3 re-programs tumor-associated macrophages to enhance anti-PD-1-mediated cancer immunotherapyGSE338696Homo sapiens408 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.
空间转录组 - Mechanisms of risk in pregnancy-associated triple negative breast cancer: insights from spatial omics [2]GSE335330Homo sapiens917 个样本2026-10-26
Pregnancy-associated triple-negative breast cancer (PA-TNBC) is a highly aggressive, hard-to-treat malignancy, with increased risk linked to post-lactational mammary gland involution. To understand this, we used GeoMx Digital Spatial Profiler to analyze the transcriptional landscape of 46 treatment-naïve PA-TNBC tissues from 33 women (10 pre-involution/PRE; 23 post-involution/POST, diagnosed within 3 years of delivery), focusing on epithelial and microenvironmental changes. Our findings reveal that the most significant transcriptional differences between PRE and POST exist in non-invasive epithelia and during the transition to invasion. POST non-invasive epithelia showed distinct activation of inflammatory and developmental pathways, while transitioning to TNBC involved elevated chromatin remodeling and migration. Notably, the tumor microenvironment (TME) surrounding POST invasive epithelia featured the greatest immune cell infiltration yet also increased immune exhaustion. Pseudotime analysis highlighted the 1–2 year postpartum window as having the strongest inflammatory signaling. These results underline the need for early molecular detection in normal-appearing post-involution tissues and suggest that targeting the TME is a viable strategy for treating POST PA-TNBC.
空间转录组 - Mechanisms of risk in pregnancy-associated triple negative breast cancer: insights from spatial omics [1]GSE335314synthetic construct; Homo sapiens921 个样本2026-10-26
Pregnancy-associated triple-negative breast cancer (PA-TNBC) is a highly aggressive, hard-to-treat malignancy, with increased risk linked to post-lactational mammary gland involution. To understand this, we used GeoMx Digital Spatial Profiler to analyze the transcriptional landscape of 46 treatment-naïve PA-TNBC tissues from 33 women (10 pre-involution/PRE; 23 post-involution/POST, diagnosed within 3 years of delivery), focusing on epithelial and microenvironmental changes. Our findings reveal that the most significant transcriptional differences between PRE and POST exist in non-invasive epithelia and during the transition to invasion. POST non-invasive epithelia showed distinct activation of inflammatory and developmental pathways, while transitioning to TNBC involved elevated chromatin remodeling and migration. Notably, the tumor microenvironment (TME) surrounding POST invasive epithelia featured the greatest immune cell infiltration yet also increased immune exhaustion. Pseudotime analysis highlighted the 1–2 year postpartum window as having the strongest inflammatory signaling. These results underline the need for early molecular detection in normal-appearing post-involution tissues and suggest that targeting the TME is a viable strategy for treating POST PA-TNBC.
空间转录组 - Oxidative Stress Potentiates a STAT1–APOL1 Feedforward Loop and Governs Disease Severity in APOL1-Mediated Kidney Disease [Xenium]GSE334605Mus musculus2 个样本2026-10-26
Introduction: Apolipoprotein L1 (APOL1) risk variants (G1 and G2) confer immunity against Trypanosoma infection but markedly increase susceptibility to progressive kidney disease. However, only a subset of biallelic risk-variant carriers develops disease progression, distinct from murine models. Here, we evaluated molecular drivers of progressive disease using a model that reflected the low human disease penetrance. Methods: To investigate the heterogeneity of APOL1-mediated kidney disease, we generated novel APOL1 bacterial artificial chromosome transgenic mice with doxycycline-inducible systemic IFNγ expression (G0- or G1-IFNγ mice). Single-cell spatial transcriptomics via 10x Genomics Xenium In Situ platform was performed.
单细胞空间转录组 - The nail mesenchyme creates a regeneration-specific ligand environment that orchestrates mammalian regeneration versus fibrotic wound healing [scRNA-seq]GSE326786Mus musculus4 个样本2026-10-26
The adult digit tip is one of the few privileged mammalian tissues that can regenerate. Here, we have asked why this is so. We show, using single cell spatial transcriptomics and genetic mouse models that regeneration requires the nail organ and associated inductive nail mesenchyme, and that in their absence the digit tip undergoes fibrotic wound-healing. We further show the nail organ/mesenchyme orchestrates a highly-organized regenerative response where mesenchymal cells are reprogrammed to a blastema state and re-epithelialization is enhanced. It does this by creating a regeneration-specific ligand environment that is absent in the nonregenerative condition and that includes multiple BMPs. Loss of downstream BMP signaling by genetic deletion of Smad4 in all mesenchymal cells or specifically in the nail mesenchyme inhibits multiple aspects of the regenerative response, including expression of regeneration-specific ligands. Thus, the nail mesenchyme creates a BMP-rich local ligand environment that reprograms mesenchymal cells to a blastema state and promotes tissue regeneration versus fibrotic wound-healing, findings with implications for tissue repair and anti-fibrosis strategies.
单细胞空间转录组 - The nail mesenchyme creates a regeneration-specific ligand environment that orchestrates mammalian regeneration versus fibrotic wound healingGSE326776Mus musculus98 个样本2026-10-26
The adult digit tip is one of the few privileged mammalian tissues that can regenerate. Here, we have asked why this is so. We show, using single cell spatial transcriptomics and genetic mouse models that regeneration requires the nail organ and associated inductive nail mesenchyme, and that in their absence the digit tip undergoes fibrotic wound-healing. We further show the nail organ/mesenchyme orchestrates a highly-organized regenerative response where mesenchymal cells are reprogrammed to a blastema state and re-epithelialization is enhanced. It does this by creating a regeneration-specific ligand environment that is absent in the nonregenerative condition and that includes multiple BMPs. Loss of downstream BMP signaling by genetic deletion of Smad4 in all mesenchymal cells or specifically in the nail mesenchyme inhibits multiple aspects of the regenerative response, including expression of regeneration-specific ligands. Thus, the nail mesenchyme creates a BMP-rich local ligand environment that reprograms mesenchymal cells to a blastema state and promotes tissue regeneration versus fibrotic wound-healing, findings with implications for tissue repair and anti-fibrosis strategies.
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 - VisiumHD of EVOV treated GSCsGSE308834Homo sapiens4 个样本2026-10-26
Humanized mice were implanted with patient-derived glioblastoma stem-like cells (GSCs) tumor and treated with control (EV) or treatment (EVOV).
空间转录组 - Oxidative Stress Potentiates a STAT1–APOL1 Feedforward Loop and Governs Disease Severity in APOL1-Mediated Kidney DiseaseGSE300326Mus musculus8 个样本2026-10-26
Introduction: Apolipoprotein L1 (APOL1) risk variants (G1 and G2) confer immunity against Trypanosoma infection but markedly increase susceptibility to progressive kidney disease. However, only a subset of biallelic risk-variant carriers develops disease progression, distinct from murine models. Here, we evaluated molecular drivers of progressive disease using a model that reflected the low human disease penetrance. Methods: To investigate the heterogeneity of APOL1-mediated kidney disease, we generated novel APOL1 bacterial artificial chromosome transgenic mice with doxycycline-inducible systemic IFNγ expression (G0- or G1-IFNγ mice). Podocyte-specific transcriptomics using translating ribosome affinity purification (TRAP-seq) and single-cell spatial transcriptomics via 10x Genomics Xenium In Situ platform were performed. Mechanistic validation and analysis of factors regulating APOL1 upregulation were conducted in primary podocytes and subsequently validated in human and mouse kidney biopsy specimens via immunofluorescence. Results: A subset of G1-IFNγ mice developed severe albuminuria and focal segmental glomerulosclerosis, which strongly correlated with the magnitude of APOL1 upregulation. By pairing TRAP-seq with single-cell spatial transcriptomic data, we identified mitochondrial dysfunction and JAK-STAT signaling as a central mediator of podocyte injury. In primary podocytes, APOL1 risk variants triggered mitochondrial-derived oxidative stress, establishing a self-amplifying STAT1-APOL1 feedforward loop that further enhances APOL1 expression and APOL1 oligomerization. This pathogenic loop was consistently enriched in podocytes from both G1-IFNγ mice and in kidney biopsy specimens from patients with APOL1-mediated focal segmental glomerulosclerosis, demonstrating translational relevance. Conclusions: Our findings suggest that biallelic risk variants initiate an oxidative stress-induced positive feedback loop which promotes APOL1 upregulation and STAT1 phosphorylation, thereby contributing to disease susceptibility and outcome.
单细胞空间转录组