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1.
Science ; 384(6700): eadh8697, 2024 Jun 07.
Article in English | MEDLINE | ID: mdl-38843327

ABSTRACT

After antigen stimulation, naïve T cells display reproducible population-level responses, which arise from individual T cells pursuing specific differentiation trajectories. However, cell-intrinsic predeterminants controlling these single-cell decisions remain enigmatic. We found that the subcellular architectures of naïve CD8 T cells, defined by the presence (TØ) or absence (TO) of nuclear envelope invaginations, changed with maturation, activation, and differentiation. Upon T cell receptor (TCR) stimulation, naïve TØ cells displayed increased expression of the early-response gene Nr4a1, dependent upon heightened calcium entry. Subsequently, in vitro differentiation revealed that TØ cells generated effector-like cells more so compared with TO cells, which proliferated less and preferentially adopted a memory-precursor phenotype. These data suggest that cellular architecture may be a predeterminant of naïve CD8 T cell fate.


Subject(s)
CD8-Positive T-Lymphocytes , Nuclear Receptor Subfamily 4, Group A, Member 1 , Receptors, Antigen, T-Cell , Animals , Mice , Calcium/metabolism , CD8-Positive T-Lymphocytes/immunology , CD8-Positive T-Lymphocytes/ultrastructure , Cell Differentiation , Immunologic Memory , Lymphocyte Activation , Mice, Inbred C57BL , Nuclear Envelope/metabolism , Nuclear Receptor Subfamily 4, Group A, Member 1/genetics , Nuclear Receptor Subfamily 4, Group A, Member 1/metabolism , Receptors, Antigen, T-Cell/immunology , Receptors, Antigen, T-Cell/metabolism , Microscopy, Fluorescence , Fluorescent Antibody Technique , Humans
2.
Nat Commun ; 14(1): 6414, 2023 10 12.
Article in English | MEDLINE | ID: mdl-37828014

ABSTRACT

Myelofibrosis is a hematopoietic stem cell disorder belonging to the myeloproliferative neoplasms. Myelofibrosis patients frequently carry driver mutations in either JAK2 or Calreticulin (CALR) and have limited therapeutic options. Here, we integrate ex vivo drug response and proteotype analyses across myelofibrosis patient cohorts to discover targetable vulnerabilities and associated therapeutic strategies. Drug sensitivities of mutated and progenitor cells were measured in patient blood using high-content imaging and single-cell deep learning-based analyses. Integration with matched molecular profiling revealed three targetable vulnerabilities. First, CALR mutations drive BET and HDAC inhibitor sensitivity, particularly in the absence of high Ras pathway protein levels. Second, an MCM complex-high proliferative signature corresponds to advanced disease and sensitivity to drugs targeting pro-survival signaling and DNA replication. Third, homozygous CALR mutations result in high endoplasmic reticulum (ER) stress, responding to ER stressors and unfolded protein response inhibition. Overall, our integrated analyses provide a molecularly motivated roadmap for individualized myelofibrosis patient treatment.


Subject(s)
Myeloproliferative Disorders , Primary Myelofibrosis , Humans , Primary Myelofibrosis/drug therapy , Primary Myelofibrosis/genetics , Myeloproliferative Disorders/genetics , Mutation , Hematopoietic Stem Cells/metabolism , Homozygote , Calreticulin/genetics , Calreticulin/metabolism , Janus Kinase 2/metabolism
3.
Nat Cancer ; 4(5): 734-753, 2023 05.
Article in English | MEDLINE | ID: mdl-37081258

ABSTRACT

Multiple myeloma (MM) is a plasma cell malignancy defined by complex genetics and extensive patient heterogeneity. Despite a growing arsenal of approved therapies, MM remains incurable and in need of guidelines to identify effective personalized treatments. Here, we survey the ex vivo drug and immunotherapy sensitivities across 101 bone marrow samples from 70 patients with MM using multiplexed immunofluorescence, automated microscopy and deep-learning-based single-cell phenotyping. Combined with sample-matched genetics, proteotyping and cytokine profiling, we map the molecular regulatory network of drug sensitivity, implicating the DNA repair pathway and EYA3 expression in proteasome inhibitor sensitivity and major histocompatibility complex class II expression in the response to elotuzumab. Globally, ex vivo drug sensitivity associated with bone marrow microenvironmental signatures reflecting treatment stage, clonality and inflammation. Furthermore, ex vivo drug sensitivity significantly stratified clinical treatment responses, including to immunotherapy. Taken together, our study provides molecular and actionable insights into diverse treatment strategies for patients with MM.


Subject(s)
Multiple Myeloma , Humans , Multiple Myeloma/drug therapy , Multiple Myeloma/genetics , Multiple Myeloma/pathology , Plasma Cells/pathology , Proteasome Inhibitors/therapeutic use , Bone Marrow/pathology , Immunotherapy
4.
Sci Adv ; 8(44): eabn5631, 2022 Nov 04.
Article in English | MEDLINE | ID: mdl-36322666

ABSTRACT

Phenotypic plasticity is essential to the immune system, yet the factors that shape it are not fully understood. Here, we comprehensively analyze immune cell phenotypes including morphology across human cohorts by single-round multiplexed immunofluorescence, automated microscopy, and deep learning. Using the uncertainty of convolutional neural networks to cluster the phenotypes of eight distinct immune cell subsets, we find that the resulting maps are influenced by donor age, gender, and blood pressure, revealing distinct polarization and activation-associated phenotypes across immune cell classes. We further associate T cell morphology to transcriptional state based on their joint donor variability and validate an inflammation-associated polarized T cell morphology and an age-associated loss of mitochondria in CD4+ T cells. Together, we show that immune cell phenotypes reflect both molecular and personal health information, opening new perspectives into the deep immune phenotyping of individual people in health and disease.


Subject(s)
Inflammation , Neural Networks, Computer , Humans , Phenotype , Inflammation/genetics
5.
Clin Cancer Res ; 28(21): 4747-4756, 2022 11 01.
Article in English | MEDLINE | ID: mdl-36037304

ABSTRACT

PURPOSE: Most chimeric antigen receptor (CAR) T-cell strategies against glioblastoma have demonstrated only modest therapeutic activity and are based on persistent gene modification strategies that have limited transgene capacity, long manufacturing processes, and the risk for uncontrollable off-tumor toxicities. mRNA-based T-cell modifications are an emerging safe, rapid, and cost-effective alternative to overcome these challenges, but are underexplored against glioblastoma. EXPERIMENTAL DESIGN: We generated mouse and human mRNA-based multifunctional T cells coexpressing a multitargeting CAR based on the natural killer group 2D (NKG2D) receptor and the proinflammatory cytokines IL12 and IFNα2 and assessed their antiglioma activity in vitro and in vivo. RESULTS: Compared with T cells that either expressed the CAR or cytokines alone, multifunctional CAR T cells demonstrated increased antiglioma activity in vitro and in vivo in three orthotopic immunocompetent mouse glioma models without signs of toxicity. Mechanistically, the coexpression of IL12 and IFNα2 in addition to the CAR promoted a proinflammatory tumor microenvironment and reduced T-cell exhaustion as demonstrated by ex vivo immune phenotyping, cytokine profiling, and RNA sequencing. The translational potential was demonstrated by image-based single-cell analyses of mRNA-modified T cells in patient glioblastoma samples with a complex cellular microenvironment. This revealed strong antiglioma activity of human mRNA-based multifunctional NKG2D CAR T cells coexpressing IL12 and IFNα2 whereas T cells that expressed either the CAR or cytokines alone did not demonstrate comparable antiglioma activity. CONCLUSIONS: These data provide a robust rationale for future clinical studies with mRNA-based multifunctional CAR T cells to treat malignant brain tumors.


Subject(s)
Glioblastoma , Receptors, Chimeric Antigen , Humans , Mice , Animals , Glioblastoma/genetics , Glioblastoma/therapy , Glioblastoma/pathology , Immunotherapy, Adoptive , NK Cell Lectin-Like Receptor Subfamily K/genetics , RNA, Messenger/genetics , Xenograft Model Antitumor Assays , Cell Line, Tumor , Receptors, Chimeric Antigen/genetics , T-Lymphocytes , Cytokines , Interleukin-12 , Tumor Microenvironment/genetics
6.
Commun Biol ; 2: 43, 2019.
Article in English | MEDLINE | ID: mdl-30729181

ABSTRACT

Alzheimer's disease (AD) is a progressive neurodegenerative disorder that currently affects 36 million people worldwide with no effective treatment available. Development of AD follows a distinctive pattern in the brain and is poorly modelled in animals. Therefore, it is vital to widen the spatial scope of the study of AD and prioritise the study of human brains. Here we show that functionally distinct human brain regions display varying and region-specific changes in protein expression. These changes provide insights into the progression of disease, novel AD-related pathways, the presence of a gradient of protein expression change from less to more affected regions and a possibly protective protein expression profile in the cerebellum. This spatial proteomics analysis provides a framework which can underpin current research and open new avenues to enhance molecular understanding of AD pathophysiology, provide new targets for intervention and broaden the conceptual frameworks for future AD research.


Subject(s)
Alzheimer Disease/genetics , Cerebellum/metabolism , Gene Regulatory Networks , Nerve Tissue Proteins/genetics , Aged , Aged, 80 and over , Alzheimer Disease/metabolism , Alzheimer Disease/pathology , Autopsy , Case-Control Studies , Cerebellum/pathology , Disease Progression , Entorhinal Cortex/metabolism , Entorhinal Cortex/pathology , Female , Gene Expression Profiling , Gene Expression Regulation , Gyrus Cinguli/metabolism , Gyrus Cinguli/pathology , Hippocampus/metabolism , Hippocampus/pathology , Humans , Male , Middle Aged , Motor Cortex/metabolism , Motor Cortex/pathology , Nerve Tissue Proteins/classification , Nerve Tissue Proteins/metabolism , Organ Specificity , Signal Transduction , Somatosensory Cortex/metabolism , Somatosensory Cortex/pathology
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