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Petzold, A.

Publications and source records attributed to Petzold, A..

At least 19 recordsLinked to original sources

Loss of the Y chromosome drives basal identity and metastatic potential via epigenetic reprogramming in pancreatic cancer

Loss of the Y chromosome (LOY) has been largely unexplored in pancreatic ductal adenocarcinoma (PDAC), and no mechanistic framework previously explained its role in tumor biology. We identify LOY as a recurrent, functionally consequential alteration affecting ~50% of male PDAC patients across two independent cohorts, with strong enrichment in advanced disease and, critically, in the basal subtype, establishing LOY as a clinically actionable biomarker. Comprehensive genomic profiling positions LOY as a distinct genetic event associated with TP53 mutations, implicating it in aggressive tumor evolution. Integrative analyses across bulk tumors, single-cell datasets and CRISPR-engineered PDAC models converge on epithelial-to-mesenchymal transition (EMT) as the dominant LOY-driven program. Y-chromosome deletion alone induces EMT transcriptional states, mesenchymal morphology and enhanced metastatic ability. Mechanistically, LOY disrupts epigenetic regulation through loss of Y-linked chromatin modifiers, reshaping DNA methylation at EMT- and basal-defining loci and reducing chemotherapy sensitivity. These findings establish LOY as a causal genetic driver of PDAC progression and a clinically accessible biomarker with direct therapeutic relevance.

cancer biology↗

Adaptive immunity is dispensable for appendage regeneration in highly regenerative vertebrates

Adaptive immunity has been implicated in tissue repair and homeostasis, however its requirement for complex appendage regeneration in adult vertebrates remains unknown. Here, we show that adaptive immune components are dynamically recruited to regenerating appendages. Using genetic lymphocyte ablation in highly regenerative vertebrates, axolotl (Ambystoma mexicanum) and zebrafish (Danio rerio), we show that mature T and B cells are dispensable for limb, tail and fin regeneration in sexually mature animals. Despite depletion of peripheral and lymphoid T and B populations, Rag1-/- axolotls and zebrafish regenerate appendages with normal kinetics, patterning, and skeletal outcomes. Rag1 -/- regenerating blastemas undergo transcriptomic remodelling including alterations in innate immune and extracellular matrix remodelling genes, accompanied by enhanced neutrophil/myeloid infiltration, highlighting innate immunity as a potential compensatory element for regenerative success. Together, these results indicate that adaptive immunity is not required for restoration of complex appendages in vertebrates, a finding of basic and translational relevance. HighlightsO_LIRag1-/- axolotls lack mature T and B cells in lymphoid organs and periphery. C_LIO_LIRag1-/- axolotls and zebrafish regenerate appendages with kinetics, patterning and sizes comparable to wild-type siblings. C_LIO_LIRag1-/- blastemas show downregulation of adaptive immune programs, modulation of innate immune genes, and heightened myeloid activity and/or infiltration in Rag1-/- animals. C_LIO_LIInnate immune compensation likely enables functional regeneration in the absence of mature adaptive lymphocytes. C_LI

immunology↗

Chromosome axis protein SYCP2 recruits HORMAD2 to enable meiotic synapsis quality control in mice

Faithful chromosome segregation during meiosis depends on accurate recombination and synapsis of homologous chromosomes. These processes are monitored in mammals by checkpoint mechanisms involving the meiotic HORMA-domain proteins HORMAD1 and HORMAD2, which bind unsynapsed chromosome axes and promote activation of the DNA damage-response kinase ATR independently of DNA double-strand breaks (DSBs). However, no mechanism for axis recruitment of HORMAD1 or HORMAD2 had been demonstrated, nor had its role in checkpoint function been tested. We establish that a putative HORMAD-interacting region--the closure motif (CM)--within the chromosome-axis component SYCP2 is selectively required for HORMAD2, but not HORMAD1, localization. Deletion of the SYCP2 CM disrupts SYCP2-HORMAD2 complexes and prevents HORMAD2 axis binding without affecting axis assembly or recombination. Consequently, ATR accumulation and signaling on unsynapsed axes are reduced, and the prophase checkpoint malfunctions in a sexually dimorphic manner--causing aberrant elimination of synapsis-proficient spermatocytes and persistence of asynaptic oocytes. The phenotypes of SYCP2-CM-deficient and HORMAD2-null mice are indistinguishable, establishing the requirement for HORMAD2 axis recruitment in synapsis surveillance. We propose that axial recruitment generates a HORMAD2 scaffold that drives clustering-mediated ATR network activation independently of DSBs, thereby linking chromosome-axis architecture to synapsis quality control in mammalian meiosis.

cell biology↗

GGA2-depletion in beta cells by Enteroviruses causes Golgi acidification, premature activation of cathepsins and alters the MHC class I immunopeptidome

Enteroviruses (EVs), such as Coxsackievirus B5 (CVB5), are linked to pancreatic beta cell autoimmunity in type 1 diabetes (T1D). CVB5 infection of beta cells blocks their cap-dependent translation but spares cap-independent translation of insulin secretory granule (SG) cargoes, including major T1D autoantigens. Despite this, insulin SG stores are depleted. We show that CVB5 protease 2A rapidly depletes Golgi-associated sorting factor GGA2 in beta cells due to its short half-life. Immunostaining of pancreas sections from recent-onset T1D donors confirmed reduced GGA2 in beta cells expressing EV capsid protein VP1. Both GGA2 depletion and CVB5 2A expression impair SG biogenesis at the TGN without affecting MHC class I trafficking. They also disrupt the sorting of vacuolar ATPase and cathepsins, leading to TGN acidification and premature lysosomal hydrolase activation, which typically generate peptides presented in HLA-II alleles. Notably, the unique immunopeptidome of EV-infected, GGA2-depleted ECN90 beta-like cells is mainly presented via HLA-B alleles with an average isoelectric point (pI) of [~]5, compared to a pI of [~]7 of the prevailing HLA-I A allele immunopeptidome of non-infected cells. We propose that delayed sorting at the acidified TGN promotes cathepsin-mediated processing of in-transit secretory proteins, including SG cargoes, thereby generating novel peptides that may replace HLA class I antigens due to the acidic environment. This novel cross-presentation mechanism could have implications for T1D pathogenesis and antigen presentation in general.

cell biology↗

Functional Dichotomy of Developmental Foxp3+ Treg Cell Subsets in the Visceral Adipose Tissue of Lean and Obese Mice

Chronic inflammation and loss of Foxp3+ regulatory T (Treg) cells in the visceral adipose tissue (VAT) are hallmarks of the pathogenesis of insulin resistance and obesity. This study explores the roles of VAT Treg cells from thymic (tTreg) and peripheral (pTreg) developmental origin, revealing their opposing roles in metabolic inflammation. Obesity destabilized VAT tTreg cells, causing them to clonally expand into obesogenic Foxp3-IFN-{gamma}+ T effector cells, enhancing pro-inflammatory type 1 responses. Genetic tTreg ablation prevented this shift, promoting anti-inflammatory type 2 response, reduced body weight, and improved insulin resistance. Compared to their tTreg counterpart, pTreg cells were functionally well adapted to maintain VAT homeostasis and protect against obesity. Genetic pTreg ablation promoted spontaneous obesity symptoms even with physiological calorie intake, and worsened VAT inflammation and liver steatosis on a high-calorie diet. These findings highlight tTreg instability as a pathogenic threat and pTreg cells as crucial regulators of metabolic homeostasis. HighlightsO_LIVAT Tregs of lean mice originate from both thymic and peripheral Treg development C_LIO_LIHigh-calorie diet destabilizes tTregs that clonally expand into obesogenic IFN-{gamma}+ Th1 cells C_LIO_LIGenetic tTreg deficiency improves steady-state metabolism and prevents diet-induced obesity C_LIO_LIGenetic pTreg deficiency promotes obesity in both sexes even with normal calorie intake C_LIO_LIVAT pTregs are particularly adapted to regulate VAT homeostasis, including adipogenesis C_LI In BriefObesity and type 2 diabetes are characterized by insulin resistance, regulatory T (Treg) cell loss, and chronic inflammation in visceral adipose tissue (VAT). In this context, Yilmazer et al. dissect the functional roles of tTreg and pTreg cells. They show that VAT pTreg cells are particularly adapted to exert non-redundant homeostatic functions, and that pTreg deficiency predisposes to obesity even with normal calorie intake. In contrast, VAT tTreg cells can contribute to local inflammation by dedifferentiating into Foxp3- Th1-polarized effector cells. Graphical abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=200 SRC="FIGDIR/small/642664v1_ufig1.gif" ALT="Figure 1"> View larger version (60K): org.highwire.dtl.DTLVardef@19c740corg.highwire.dtl.DTLVardef@86d52borg.highwire.dtl.DTLVardef@152a88org.highwire.dtl.DTLVardef@19b7b13_HPS_FORMAT_FIGEXP M_FIG C_FIG

immunology↗

Extensive monolayer formation depends on a subpopulation of transplanted human iPSC-derived RPE cells

Loss of the retinal pigment epithelium (RPE) in the eye leads to photoreceptor dysfunction and death causing eventually vision loss. Cell replacement strategies using RPE cells derived in vitro from pluripotent stem cells (PSCs) are currently evaluated as a potential therapeutic strategy. Generation of polarized monolayers represents an essential prerequisite for proper RPE function, however, monolayer formation following transplantation of RPE cell suspensions has not been systematically assessed. Using the sodium iodate mouse model of acute RPE depletion, significant increase in monolayer formation capacity of passage (P) 1 vs. P2 human iPSC-derived RPE cells was observed three weeks after transplantation. Transplant-derived monolayers showed characteristic apicobasal polarity, RPE marker expression, phagocytosis function, and preservation of the host outer nuclear layer. The cell surface marker panel CD54+/PSA-NCAM- was identified to enrich for an RPE subpopulation with high potential for monolayer formation following transplantation. Results underline the importance of defining and isolating competent cell subpopulations for successful RPE transplantation.

neuroscience↗

The Amphibian Genomics Consortium: advancing genomic and genetic resources for amphibian research and conservation

Amphibians represent a diverse group of tetrapods, marked by deep divergence times between their three systematic orders and families. Studying amphibian biology through the genomics lens increases our understanding of the features of this animal class and that of other terrestrial vertebrates. The need for amphibian genomic resources is more urgent than ever due to the increasing threats to this group. Amphibians are one of the most imperiled taxonomic groups, with approximately 41% of species threatened with extinction due to habitat loss, changes in land use patterns, disease, climate change, and their synergistic effects. Amphibian genomic resources have provided a better understanding of ontogenetic diversity, tissue regeneration, diverse life history and reproductive modes, anti-predator strategies, and resilience and adaptive responses. They also serve as essential models for studying broad genomic traits, such as evolutionary genome expansions and contractions, as they exhibit the widest range of genome sizes among all animal taxa and possess multiple mechanisms of genetic sex determination. Despite these features, genome sequencing of amphibians has significantly lagged behind that of other vertebrates, primarily due to the challenges of assembling their large, repeat-rich genomes and the relative lack of societal support. The emergence of long-read sequencing technologies, combined with advanced molecular and computational techniques that improve scaffolding and reduce computational workloads, is now making it possible to address some of these challenges. To promote and accelerate the production and use of amphibian genomics research through international coordination and collaboration, we launched the Amphibian Genomics Consortium (AGC, https://mvs.unimelb.edu.au/amphibian-genomics-consortium) in early 2023. This burgeoning community already has more than 282 members from 41 countries. The AGC aims to leverage the diverse capabilities of its members to advance genomic resources for amphibians and bridge the implementation gap between biologists, bioinformaticians, and conservation practitioners. Here we evaluate the state of the field of amphibian genomics, highlight previous studies, present challenges to overcome, and call on the research and conservation communities to unite as part of the AGC to enable amphibian genomics research to "leap" to the next level.

genomics↗

Endocytic adaptor AP-2 maintains Purkinje cell function by balancing cerebellar parallel and climbing fiber synapses

The selective loss of cerebellar Purkinje cells is a hallmark of various neurodegenerative movement disorders, yet the precise mechanism driving their degeneration remains enigmatic. Here, we show that the endocytic adaptor protein complex 2 (AP-2) is essential for the survival of Purkinje cells. Employing a multidisciplinary approach encompassing mouse genetics, viral tracing, ex vivo calcium imaging, and kinematic analysis, we demonstrate that mice lacking the {micro}-subunit of AP-2 in cerebellar Purkinje cells exhibit early-onset ataxia associated with progressive Purkinje cell degeneration. Importantly, we uncover that synaptic input dysfunctions, characterized by a predominance of parallel fiber (PF) over climbing fiber (CF) synapses, precede Purkinje cell loss. Mechanistically, we find that AP-2 localizes to Purkinje cell dendrites, where it interacts with the PF synapse-enriched protein GRID2IP. The loss of AP-2 results in proteasome-dependent degradation of GRID2IP and accumulation of the glutamate {delta}2 receptor (GLUR{delta}2) in distal Purkinje cell dendrites, leading to an excess of PF synapses while CF synapses are drastically reduced. The overrepresentation of PF synaptic input induces Purkinje cell hyperexcitation, which can be alleviated by enhancing synaptic glutamate clearance using the antibiotic ceftriaxone. Our findings demonstrate the critical role of AP-2 in preventing motor gait dysfunctions by regulating GRID2IP levels in Purkinje cells, thereby preserving the equilibrium of PF and CF synaptic inputs in a cell-autonomous manner.

neuroscience↗

ninna nanna links circadian and homeostatic sleep drive in Drosophila

Sleep is under control of two processes - circadian and homeo-static regulation - but little is known about how these two processes integrate. Here, we identify a Drosophila gene, ninna nanna, encoding two alternatively spliced isoforms: Ninna and Nanna. Both proteins encode aldo-keto reductases and are expressed in different, yet interconnected neurons. One isoform, ninna, encodes an aldo-keto reductase with predicted affinity for NADP(H) and is expressed in key circadian pacemaker neurons, the s-LNvs. The second isoform, nanna, encodes an aldo-keto reductase with predicted affinity for NAD(H) and is expressed in ICLI neurons, a pair of wake-promoting peptidergic neurons whose inhibition relieves sleep pressure. Ninna and nanna neurons interconnect to integrate a binary sleep sensing circuit in which ninna receives circadian information and nanna encodes homeostatic sleep pressure. ninna nanna defines an archetypal circuit for the integration of circadian and homeostatic sleep drive and reinforces the hypothesized link between aldo-keto reductases and sleep regulation.

systems biology↗

Primate-expressed EPIREGULIN promotes basal progenitor proliferation in the developing neocortex

Neocortex expansion during evolution is linked to higher numbers of neurons thought to result from increased proliferative capacity and neurogenic potential of basal progenitor cells (BPs) during development. Here we show that EREG, encoding the growth factor EPIREGULIN, is expressed in the human developing neocortex and in gorilla organoids, but not in the mouse neocortex. Addition of EPIREGULIN to the mouse neocortex increases proliferation of BPs via EGFR-mediated signaling, whereas ablation of EREG in human cortical organoids reduces BP proliferation. Addition of EPIREGULIN to cortical organoids promotes a further increase in proliferation of gorilla but not human BPs. Finally, we identify putative cis-regulatory elements that may contribute to inter-species differences in EREG expression. Overall, our results suggest that species-specific expression of EPIREGULIN may contribute to increased neocortex size in primates by providing a pro-proliferative signal to BPs in the subventricular zone progenitor niche.

developmental biology↗

The Tgf-β family member Gdf6Y determines the male sex in Nothobranchius furzeri by suppressing oogenesis-inducing genes

The short-lived African killifish Nothobranchius furzeri lives in seasonal freshwater ponds and has evolved remarkable traits to survive in this limited environment. One of those traits is a genetic XX/XY sex-determination system, which ensures an equal distribution of both sexes. Comparisons of female and male genomic sequences identified the Y-chromosomal copy of the TGF-{beta} family member gdf6 as the candidate male sex-determining (SD) gene, which was named gdf6Y in contrast to the X-chromosomal allele gdf6X. CRISPR/Cas9-mediated inactivation of gdf6Y in N. furzeri led to a complete male-to-female sex reversal in XY animals. The homozygous inactivation of gdf6X on the other hand led to a detrimental phenotype post-hatching. This phenotype was compensated by gdf6Y, revealing that the latter became the SD gene while retaining at least some of its original gdf6 function. Gdf6Y is expressed in testicular somatic cells already prior to hatching, where it represses the germ cell-intrinsic feminizing gene foxl2l. We have identified components of the TGF-{beta} signaling pathway, especially the inhibitor of DNA binding genes id1/2/3, and the mRNA decay activator zfp36l2, as Gdf6Y targets. We conclude that Gdf6Y exerts its function as the male sex-determining gene by suppressing female-specific genes in the developing gonad of male N. furzeri.

molecular biology↗

Sequencing and chromosome-scale assembly of the giant Pleurodeles waltl genome

The Iberian ribbed newt (Pleurodeles waltl) constitutes a central model for probing the basis of vertebrate regeneration. Here, we present the sequencing and chromosome-scale assembly of the 20.3Gb P. waltl genome, which exhibits the highest level of contiguity and completeness among giant genome assemblies. We uncover that DNA transposable elements are the major contributors to its expansion, with hAT transposons comprising a large portion of repeats. Several hATs are actively transcribed and differentially expressed during adult P. waltl limb regeneration, along with domesticated hAT transposons of the ZBED transcription factor family. Despite its size, syntenic relationships are conserved. As an example, we show the high degree of conservation of the regeneration-associated Tig1 locus with several neighbouring genes. Together, the P. waltl genome provides a fundamental resource for the study of regenerative, developmental and evolutionary principles.

developmental biology↗

Cellular senescence modulates progenitor cell expansion during axolotl limb regeneration

Axolotl limb regeneration is accompanied by the transient induction of cellular senescence within the blastema, the structure which nucleates regeneration. The precise role of this blastemal senescent cell (bSC) population, however, remains unknown. Here, through a combination of gain- and loss-of-function assays, we elucidate the functions and molecular features of cellular senescence in vivo. We demonstrate that cellular senescence plays a positive role during axolotl regeneration, by creating a pro-proliferative niche that supports progenitor cell expansion and blastema outgrowth. Senescent cells impact on their microenvironment via Wnt pathway modulation. Further, we uncover a link between Wnt signalling and senescence induction, and propose that bSC-derived Wnt signals facilitate the proliferation of neighbouring cells in part by preventing their induction into senescence. This work defines the roles of cellular senescence in regeneration of complex structures.

developmental biology↗

A single-cell atlas of de novo β-cell regeneration reveals the contribution of hybrid β/δ cells to diabetes recovery in zebrafish

Regeneration-competent species possess the ability to reverse the progression of severe diseases by restoring the function of the damaged tissue. However, the cellular dynamics underlying this capability remain unexplored. Here, we use single-cell transcriptomics to map de novo {beta}-cell regeneration during induction and recovery from diabetes in zebrafish. We show that the zebrafish has evolved two distinct types of somatostatin-producing {delta}-cells, which we term {delta}1- and {delta}2-cells. Moreover, we characterize a small population of glucose-responsive islet cells, which share the hormones and fate-determinants of both {beta}- and {delta}1-cells. The transcriptomic analysis of {beta}-cell regeneration reveals that {beta}/{delta} hybrid cells constitute a prominent source of insulin-expression during diabetes recovery. Using in vivo calcium imaging and cell tracking, we further show that the hybrid cells form de novo and acquire glucose-responsiveness in the course of regeneration. The overexpression of dkk3, a gene enriched in hybrid cells, increases their formation in the absence of {beta}-cell injury. Finally, interspecies comparison shows that plastic {delta}1-cells are partially related to PP-cells in the human pancreas. Our work provides an atlas of {beta}-cell regeneration and indicates that the rapid formation of glucose-responsive hybrid cells contributes to the resolution of diabetes in zebrafish

developmental biology↗

Tig1 regulates proximo-distal identity during salamander limb regeneration

Salamander limb regeneration is an accurate process which gives rise exclusively to the missing structures, irrespective of the amputation level. This suggests that cells in the stump have an awareness of their spatial location, a property termed positional identity. Little is known about how positional identity is encoded, in salamanders or other biological systems. Through single-cell RNAseq analysis, we identified Tig1/Rarres1 as a potential determinant of proximal identity. Tig1 encodes a conserved cell surface molecule, is regulated by retinoic acid and exhibits a graded expression along the proximo-distal axis of the limb. Its overexpression leads to regeneration defects in the distal elements and elicits proximal displacement of blastema cells, while its neutralisation blocks proximo-distal cell surface interactions. Critically, Tig1 reprogrammes distal cells to a proximal identity, upregulating Prod1 and inhibiting Hoxa13 and distal transcriptional networks. Thus, Tig1 is a central cell surface determinant of proximal identity in the salamander limb.

developmental biology↗

Single-cell transcriptome analysis reveals cell-cell communication and thyrocyte diversity in the zebrafish thyroid gland

The thyroid gland regulates growth and metabolism via production of thyroid hormone in follicles composed of thyrocytes. So far, thyrocytes have been assumed to be a homogenous population. To uncover genetic heterogeneity in the thyrocyte population, and molecularly characterize the non-thyrocyte cells surrounding the follicle, we developed a single-cell transcriptome atlas of the zebrafish thyroid gland. The 6249-cell atlas includes profiles of thyrocytes, blood vessels, lymphatic vessels, immune cells and fibroblasts. Further, the thyrocytes could be split into two sub-populations with unique transcriptional signature, including differential expression of the transcription factor pax2a. To validate thyrocyte heterogeneity, we generated a CRISPR/Cas9-based pax2a knock-in line, which demonstrated specific pax2a expression in the thyrocytes. However, a population of pax2a-low mature thyrocytes interspersed within individual follicles could be distinguished, corroborating heterogeneity within the thyrocyte population. Our results identify and validate transcriptional differences within the nominally homogenous thyrocyte population. One-line summarySingle-cell analysis uncovers latent heterogeneity in thyroid follicular cells. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=74 SRC="FIGDIR/small/891630v2_ufig1.gif" ALT="Figure 1"> View larger version (17K): org.highwire.dtl.DTLVardef@f6df3org.highwire.dtl.DTLVardef@fb8c59org.highwire.dtl.DTLVardef@bb5be1org.highwire.dtl.DTLVardef@8d174e_HPS_FORMAT_FIGEXP M_FIG C_FIG

cell biology↗

Proliferative behavior of hematopoietic stem cells revisited: No evidence for mitotic memory

The proliferative activity of adult hematopoietic stem cells (HSCs) is controversially discussed. Inducible fluorescent histone 2B fusion protein (H2B-FP) transgenic mice are important tools for tracking the mitotic history of murine HSCs in label dilution experiments. A recent study proposed that the most primitive HSCs divide only four times, to then enter permanent quiescence. We observed that background fluorescence due to leaky H2B-FP expression, occurring in all H2B-FP transgenes independent of label induction, accumulated with age in primitive HSCs with high repopulation potential. We argue that this background had been misinterpreted as retention of induced label and permanent quiescence. We found cell division-independent half-lives of H2B-FPs to be short, which had led to overestimation of HSC divisional activity. Our data do not support HSC mitotic memory and entry into permanent quiescence after few divisions, but show that primitive HSCs of adult mice continue to cycle rarely.\n\nO_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=200 SRC=\"FIGDIR/small/745729v1_ufig1.gif\" ALT=\"Figure 1\">\nView larger version (30K):\norg.highwire.dtl.DTLVardef@1b97626org.highwire.dtl.DTLVardef@fbc702org.highwire.dtl.DTLVardef@1c66b60org.highwire.dtl.DTLVardef@1b38f69_HPS_FORMAT_FIGEXP M_FIG C_FIG

cell biology↗

Gene expression-based identification of antigen-responsive CD8+ T cells on a single-cell level

CD8+ T cells are important effectors of adaptive immunity against pathogens, tumors and self antigens. Here, we asked how human cognate antigen-responsive CD8+ T cells and their receptors could be identified in unselected single-cell gene expression data. Single-cell RNA sequencing and qPCR of dye-labelled antigen-specific cells identified large gene sets that were congruently up- or downregulated in virus-responsive CD8+ T cells under different antigen presentation conditions. Combined expression of TNFRSF9, XCL1, XCL2, and CRTAM was the most distinct marker of virus-responsive cells on a single-cell level. Using transcriptomic data, we developed a machine learning-based classifier that provides sensitive and specific detection of virus-responsive CD8+ T cells from unselected populations. Gene response profiles of CD8+ T cells specific for the autoantigen islet-specific glucose-6-phosphatase catalytic subunit-related protein differed markedly from virus-specific cells. These findings provide single-cell gene expression parameters for comprehensive identification of rare antigen-responsive cells and T cell receptors.\n\nOne-sentence summaryIdentification of genes, gene sets, and development of a machine learning-based classifier that distinguishes antigen-responsive CD8+ T cells on a single-cell level.

immunology↗