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Hoffmann, C.

Publications and source records attributed to Hoffmann, C..

At least 37 records · Page 2Linked to original sources

Cancer cells suppress NK activity by actin-driven polarisation of inhibitory ligands at the synapse

Natural killer (NK) cells engage target cells via the immunological synapse, where inhibitory and activating signals determine whether NK cell cytotoxicity is suppressed or activated. We report that cancer cells can rapidly remodel their actin cytoskeleton upon NK cell engagement, leading to F-actin accumulation at the synapse. This process inhibits NK cell activation as indicated by impaired MTOC and lytic granule polarization. Exploring the underlying mechanism, we found that actin remodelling drives the recruitment of inhibitory ligands, such as HLA-A, -B, and -C, to the synapse. Disrupting HLA interaction with their cognate inhibitory receptors KIRs restored NK cell activation. Using NK cells expressing inhibitory KIR receptors, matched or unmatched to HLA molecules on cancer cells, we show that synaptic F-actin accumulation and matching KIR-HLA interactions jointly suppress NK cell cytotoxicity. Our findings reveal a novel immune evasion strategy in which cancer cells impair NK cell activation by altering synaptic signalling through actin cytoskeleton-driven recruitment of inhibitory signals to the immunological synapse.

cancer biology↗

RNA promotes synapsin coacervation and modulates local translation

Condensates at synapses organize synaptic vesicle (SV) clusters and are essential for efficient neurotransmitter release. While it is established that RNA granules traffic along the axons, the function of RNA at the presynapse remains unclear. Here, we uncover a direct structural role of coding RNAs in organizing presynaptic condensates by focusing on SV clusters, condensates between synapsin-1 and lipid vesicles, a defining feature of nerve terminals. Using in vitro reconstitution systems, we show that RNA drives synapsin-1 coacervation, with bias toward structured RNAs being more effective at promoting phase transitions. The importance of RNA was confirmed in living synapses, where acute disruption of native RNA induces a dispersion of SVs and synapsin. Conversely, ectopically expressed SV-like condensates have the ability to recruit the translational machinery. The microscopy-based in vitro translation assay demonstrates increased translation efficiency within synapsin-1/RNA condensates. Together, our work indicates a novel structural role of RNAs in modulating SV condensates.

cell biology↗

Constitutive activity of an atypical chemokine receptor revealed by inverse agonistic nanobodies

Chemokine stimulation of atypical chemokine receptor 3 (ACKR3) does not activate G proteins but recruits arrestins. It is a chemokine scavenger that indirectly influences responses by restricting the availability of CXCL12, an agonist shared with the canonical receptor CXCR4. ACKR3 is upregulated in numerous disorders. Due to limited insights in chemokine-activated ACKR3 signaling, it is unclear how ACKR3 contributes to pathological phenotypes. One explanation may be that high constitutive activity of ACKR3 drives non-canonical signaling through a basal receptor state. Here we characterize the constitutive action of ACKR3 using novel inverse agonistic nanobodies to suppress basal activity. These new tools promote an inactive receptor conformation which decreased arrestin engagement and inhibited constitutive internalization. Basal, non-chemotactic, breast cancer cell motility was also suppressed, suggesting a role for ACKR3 in this process. The basal receptor activity in pathophysiology may provide a new therapeutic approach for targeting ACKR3.

biochemistry↗

Transcriptome Analysis of Archived Tumor Tissues by Visium, GeoMx DSP, and Chromium Methods Reveals Inter- and Intra-Patient Heterogeneity

Recent advancements in probe-based, full-transcriptome, high-resolution technologies for Formalin-Fixed Paraffin-Embedded (FFPE) tissues, such as Visium CytAssist, Chromium Flex (10X Genomics), and GeoMx DSP (Nanostring), have opened new opportunities for studying decades-old archival samples in biobanks, facilitating the generation of data from extensive cohorts. However, the experimental protocols can be labor-intensive and costly; therefore, it is thus essential for researchers to carefully evaluate the strengths and limitations of each technology in relation to their specific research objectives. Here, we report the results of a comparative analysis of the three methods mentioned above on FFPE archival tumor samples from four non-small cell lung cancer, four breast cancer and six diffuse large B-cell lymphoma. We highlight some relative advantages and disadvantages of each method in the context of operational challenges, bioinformatic analysis and biological discovery. Our results show that: 1) all three methods yielded good-quality, highly reproducible transcriptomic data from serial sections of the same FFPE block; 2) GeoMx data contained mixtures of cell types, even when pre-selecting areas with cell type-specific markers; 3) high-throughput spot-level (Visium) or cell-level (Chromium) data enabled the identification of tumor heterogeneity within and between patients, which could be used to identify targeted therapies. Our data support the use of Visium and Chromium for high-throughput and discovery-driven projects, while the GeoMx platform could be suited for addressing specialized questions on targeted regions. All data generated from this study, including GeoMx, Visium, Chromium, H&E, and expert annotations are publicly available.

bioinformatics↗

Relating GPCR domains with functionality: receptor helix-bundle and C-terminus differentially influence GRK-specific functions and β-arrestin-mediated regulation

G protein-coupled receptors (GPCRs) orchestrate diverse physiological responses via intracellular signaling through G proteins, GPCR kinases (GRKs), and arrestins. While the role of G proteins in receptor signaling is well-established, the contributions of GRKs and arrestins remain incompletely understood. Here, we investigate the influence of arrestin-interacting GPCR domains (helix-bundle/C-terminus) on {beta}-arrestin conformations and functions using refined biosensors and advanced cellular knockout systems. By focusing on prototypical class A (b2AR) and B (V2R) receptors and their chimeras (b2V2/V2b2), we can now characterize differential {beta}-arrestin conformational changes as primarily mediated by the receptor C-terminus or helix-bundle. Moreover, we demonstrate that some {beta}-arrestin-supported processes are governed by distinct receptor domains, such as ERK1/2 activation (helix-bundle) and arrestin co-internalization (C-terminus), while others depend on the overall GPCR configuration, such as receptor internalization. Our findings elucidate how individual GPCR domains dictate downstream signaling events, shedding light on the structural basis of receptor-specific signaling and regulation.

pharmacology and toxicology↗

Driving forces for condensation of synapsin are governed by sequence-encoded molecular grammars

Multiple biomolecular condensates coexist at the pre- and post-synapse to enable vesicle dynamics and controlled neurotransmitter release in the brain. In pre-synapses, intrinsically disordered regions (IDRs) of synaptic proteins are drivers of condensation that enable clustering of synaptic vesicles (SVs). Using computational analysis, we show that the IDRs of SV proteins feature evolutionarily conserved non-random compositional biases and sequence patterns. Synapsin-1 is essential for condensation of SVs, and its C-terminal IDR has been shown to be a key driver of condensation. Focusing on this IDR, we dissected the contributions of two conserved features namely the segregation of polar and proline residues along the linear sequence, and the compositional preference for arginine over lysine. Scrambling the blocks of polar and proline residues weakens the driving forces for forming micron-scale condensates. However, the extent of clustering in subsaturated solutions remains equivalent to that of the wild-type synapsin-1. In contrast, substituting arginine with lysine significantly weakens both the driving forces for condensation and the extent of clustering in subsaturated solutions. Co-expression of the scrambled variant of synapsin-1 with synaptophysin results in a gain-of-function phenotype in cells, whereas arginine to lysine substitutions eliminate condensation. We report an emergent consequence of synapsin-1 condensation, which is the generation of interphase pH gradients realized via differential partitioning of protons between coexisting phases. This pH gradient is likely to be directly relevant for vesicular ATPase functions and the loading of neurotransmitters. Our study highlights how conserved IDR grammars serve as drivers of synapsin-1 condensation. Research HighlightsO_LIDistinct biomolecular condensates formed by pre-synaptic proteins contain a unique bias of sequence grammars within their IDRs. C_LIO_LIThe IDR of synapsin-1, the essential protein for the clustering of synaptic vesicles, has a conserved compositional bias for Arg and blockiness of proline/polar residues. C_LIO_LIUsing sequence designs, we uncovered how conserved sequence features of the driver IDR of synapsin-1 affect condensation in vitro and in cells. C_LIO_LISynapsin-1 condensates are defined by a measurable interphase pH gradient. C_LI

biochemistry↗

Direct quantification of condensate material properties in live cells reveals the regulation of synapsin condensates viscoelasticity by alpha-synuclein

Synapsin and -synuclein represent a growing list of condensate-forming proteins where the material states of condensates are directly linked to cellular functions (e.g., neurotransmission) and pathology (e.g., neurodegeneration). However, quantifying condensate material properties in living systems has been a significant challenge. To address this, we develop MAPAC (micropipette aspiration and whole-cell patch clamp), a platform that allows direct material quantification of condensates in live cells. We find 10,000-fold variations in the viscoelasticity of synapsin condensates, regulated by the partitioning of -synuclein, a marker for synucleinopathies. Through in vitro reconstitutions, we identify 4 molecular factors that distinctly regulate the viscosity and interfacial tension of synapsin condensates, verifying the cellular effects of -synuclein. Overall, our study provides unprecedented quantitative insights into the material properties of neuronal condensates and reveals a crucial role of -synuclein in regulating condensate viscoelasticity. Furthermore, we envision MAPAC applicable to study a broad range of condensates in vivo.

cell biology↗

CONDENSATES OF SYNAPTIC VESICLES AND SYNAPSIN ARE MOLECULAR BEACONS FOR ACTIN SEQUESTERING AND POLYMERIZATION

Neuronal communication relies on precisely maintained synaptic vesicle (SV) clusters, which assemble via liquid-liquid phase separation (LLPS). This process requires synapsins, the major synaptic phosphoproteins, which are known to bind actin. The reorganization of SVs, synapsins and actin is a hallmark of synaptic activity, but their interplay is still unclear. Here, we combined the reconstitution approaches, expansion microscopy, super-resolution imaging and cryo-electron tomography to dissect the roles of synapsin-SV condensates in the organization of the presynaptic actin cytoskeleton. Our data indicate that LLPS of synapsin initiates actin polymerization, allowing for SV:synapsin:actin assemblies to facilitate the mesoscale organization of SV clusters along axons mimicking the native presynaptic organization in both lamprey and mammalian synapses. Understanding the relationship between the actin network and synapsin-SVs condensates is an essential building block on a roadmap to unravel how coordinated neurotransmission along the axon enables circuit function and behavior.

cell biology↗

Multi-faceted roles of β-arrestins in G protein-coupled receptors endocytosis

Internalization plays a crucial role in regulating the density of cell surface receptors and has been demonstrated to regulate intracellular signaling. Dysregulation of this process has been implicated in various diseases. The vast majority of GPCRs were considered to adopt one way for internalization. We challenged this conventional view by showing that multiple pathways converge to regulate the internalization of a specific receptor, based on an unparalleled characterization of 60 GPCR internalization profiles, both in the absence and presence of individual {beta}-arrestins ({beta}arrs). Furthermore, we revealed the internalization mechanism of the glucagon-like peptide-1 receptor (GLP-1R), a class B GPCR pivotal in promoting insulin secretion from pancreatic beta cells to maintain glucose homeostasis. GLP-1R can undergo agonist-induced internalization without {beta}arrs, but can recruit and form stable complexes with {beta}arrs. We found that GLP-1R recruits clathrin adaptor protein-2 for agonist-induced internalization in both {beta}arr-dependent and -independent manners. These results provide a valuable resource for GPCR signaling and reveal the plasticity of different GPCRs to employ or not {beta}arrs in the clathrin-mediated internalization.

cell biology↗

Key phosphorylation sites for robust β-arrestin2 binding at the mu-opioid receptor revisited

O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=40 SRC="FIGDIR/small/570073v1_ufig1.gif" ALT="Figure 1"> View larger version (13K): org.highwire.dtl.DTLVardef@198d7f5org.highwire.dtl.DTLVardef@18a3d9forg.highwire.dtl.DTLVardef@d3c9e8org.highwire.dtl.DTLVardef@6ca5f2_HPS_FORMAT_FIGEXP M_FIG C_FIG Desensitisation of the mu-opioid receptor (MOR) is proposed to underlie the initiation of opioid analgesic tolerance and previous work has shown that agonist-induced phosphorylation of the MOR C-tail contributes to this desensitisation. Moreover, we and others have shown that phosphorylation is important for {beta}-arrestin recruitment to the receptor, and that ligands of different efficacies induce distinct patterns, or barcodes, of receptor phosphorylation. Within the MOR C-tail, the 370TREHPSTANT379 motif harbours Ser/Thr residues important for these regulatory functions. 375Ser acts as a primary phosphorylation site of a ligand-dependent, hierarchical, and sequential process, whereby flanking 370Thr, 376Thr and 379Thr residues can get subsequently phosphorylated. Here we used HEK293 GRK KO cells, in combination with phosphosite specific antibodies and site-directed mutagenesis of the MOR, to evaluate the contribution of the different GRK subfamilies to ligand-induced phosphorylation barcodes and {beta}-arrestin2 recruitment. We show that both GRK subfamilies (GRK2/3 and GRK5/6) promote phosphorylation of Thr370 and Ser375. However, only GRK2/3 induce phosphorylation of Thr376 and Thr379, which is required to promote robust {beta}-arrestin recruitment to the receptor. Moreover, while DAMGO and fentanyl can engage all kinases to promote Thr370 and Ser375 phosphorylation, under endogenous GRK expression conditions, morphine-induced phosphorylation of these residues is specifically mediated by GRK5/6. These data provide insight into the mechanisms of MOR regulation and suggest that the cellular complement of the different GRK subfamilies plays an important role in determining the tissue responses of distinct opioid agonists.

pharmacology and toxicology↗

Protein thiol alterations drive aberrant phase separation in aging

Cellular homeostasis relies on precise regulation through chemical processes, such as protein posttranslational modifications (PTM) and physical processes, such as biomolecular condensation. Aging disrupts this balance, increasing susceptibility to diseases and death. However, the mechanisms behind age-related pathogenesis remain elusive. In this study, we dissected various cysteine PTMs and their impact on protein-mediated biomolecular condensation in aging brain. Our findings reveal that aging is associated with significant remodeling of cysteine PTMs, which impacts protein ability to participate in liquid-liquid phase separation (LLPS). Specifically, aging leads to an increase in protein sulfenylation and sulfonylation, which promotes LLPS and through conformational change increases the propensity of proteins to aggregate. Protein persulfidation, a protective thiol modification, prevents this by causing condensate dissolution. We demonstrate that age-induced alterations in cysteine PTMs influence the LLPS properties of synapsin-1 and G3BP2, resulting in disruptions in neurotransmitter release and stress granule formation, respectively. Additionally, our study uncovers that GAPDH is susceptible to LLPS and cysteine sulfonylation exacerbates its transition from condensates to aggregates. Mice deficient in cystathionine gamma-lyase, a pro-longevity gene that regulates intracellular persulfide levels, exhibit a shorter lifespan and spontaneous development of neurofibrillary tangles.

biochemistry↗

Microbially-conjugated Bile Salts Found in Human Bile Activate the Bile Salt Receptors TGR5 and FXR.

Background & AimsBile salts of hepatic and microbial origin mediate inter-organ crosstalk in the gut-liver axis. Here, we assessed whether the newly discovered class of microbial bile salt conjugates (MBSCs), activate the main host bile salt receptors (TGR5 and FXR) and enter the human systemic and enterohepatic circulation. Approach & ResultsN-amidates of (chenodeoxy)cholic acid and leucine, tyrosine and phenylalanine were synthesized. Receptor activation was studied in cell-free and cell-based assays. MBSCs were quantified in mesenteric and portal blood and bile of patients undergoing pancreatic surgery. MBSCs were activating ligands of TGR5 as evidenced by recruitment of Gs protein, activation of a cAMP-driven reporter, and diminution of LPS-induced cytokine release from macrophages. Intestine- and liver-enriched FXR isoforms were both activated by MBSCs, provided that a bile salt importer was present. Affinity of MBSCs for TGR5 and FXR was not superior to host-derived bile salt conjugates. Individual MBSCs were generally not detected (i.e. <2.5 nmol/L) in human mesenteric or portal blood, but Leu- and Phe-variants were readily measurable in bile, where MBSCs comprised up to 213 ppm of biliary bile salts. ConclusionsMBSCs activate the cell surface receptor TGR5 and the transcription factor FXR, and are substrates for intestinal (ASBT) and hepatic (NTCP) transporters. Their entry into the human circulation is, however, non-substantial. Given low systemic levels and surplus of other equipotent bile salt species, the studied MBSCs are unlikely to have an impact on enterohepatic TGR5/FXR signaling in humans. Origin and function of biliary MBSCs remain to be determined. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=106 SRC="FIGDIR/small/556292v1_ufig1.gif" ALT="Figure 1"> View larger version (25K): org.highwire.dtl.DTLVardef@72f57borg.highwire.dtl.DTLVardef@1526fe8org.highwire.dtl.DTLVardef@130fd89org.highwire.dtl.DTLVardef@155603f_HPS_FORMAT_FIGEXP M_FIG C_FIG Created with BioRender.com

molecular biology↗

Intersectin and Endophilin condensates prime synaptic vesicles for release site replenishment

Neurotransmitter is released from dedicated sites of synaptic vesicle fusion within a synapse. Following fusion, the vacated sites are replenished immediately by new vesicles for subsequent neurotransmission. These replacement vesicles are assumed to be located near release sites and used by chance. Here, we find that replacement vesicles are clustered around this region by Intersectin-1. Specifically, Intersectin-1 forms dynamic molecular condensates with Endophilin A1 near release sites and sequesters vesicles around this region. In the absence of Intersectin-1, vesicles within 20 nm of the plasma membrane are reduced, and consequently, vacated sites cannot be replenished rapidly, leading to depression of synaptic transmission. Similarly, mutations in Intersectin-1 that disrupt Endophilin A1 binding result in similar phenotypes. However, in the absence of Endophilin, this replacement pool of vesicles is available but cannot be accessed, suggesting that Endophilin A1 is needed to mobilize these vesicles. Thus, our work describes a distinct physical region within a synapse where replacement vesicles are harbored for release site replenishment.

neuroscience↗

GRK specificity and beta gamma dependency determines a GPCR`s potential in biased agonism

G protein-coupled receptors (GPCRs) are mainly regulated by GPCR kinase (GRK) phosphorylation and subsequent {beta}-arrestin recruitment. Recently, it was shown that GPCRs differentially depend on GRK2/3, GRK2/3/5/6 or GRK5/6 for their regulation. The four ubiquitously expressed GRKs are classified into the cytosolic GRK2/3 and the membrane-tethered GRK5/6 subfamily. In vitro studies revealed that GRK2/3 interact with the membrane-localized G protein {beta}{gamma}-subunits. Yet, the role of this interaction as crosslink between G protein activation and {beta}-arrestin binding to GPCRs remained strongly underappreciated. Here we systematically show that the G{beta}{gamma}-GRK2/3 interaction is key for these GRKs to mediate {beta}-arrestin2 binding to Gs-, Gi- and Gq-coupled GPCRs. In our GRK2/3/5/6 knockout cells, without endogenous GRK background, the utilized GRK2/3 mutants devoid of the G{beta}{gamma} interaction site significantly diminished {beta}-arrestin2 recruitment to the beta-2 adrenergic receptor (b2AR), muscarinic M2 and M5 acetylcholine receptors (M2R, M5R). This effect was overwritten by artificially tethering GRK2/3 via a CAAX motif to the plasma membrane independently of free G{beta}{gamma}. Hence, the membrane recruitment is crucial for GRK2/3-mediated {beta}-arrestin2 binding to GPCRs, which is naturally induced via the G{beta}{gamma} interaction. This connects the {beta}-arrestin interaction for GRK2/3-regulated receptors inseparably with the associated G protein activation. We outline a theoretical framework of how GRK dependence on free G{beta}{gamma} can determine a GPCRs potential in biased agonism. Due to this inherent cellular mechanism for GRK2/3 recruitment and receptor phosphorylation, we propose that it will likely be mechanistically unattainable to create {beta}-arrestin-biased ligands for the subgroup of GRK2/3-regulated GPCRs, while GRK5/6-mediated receptor regulation is independent from G{beta}{gamma} availability. Accordingly, one should first determine the GRK specificity of a GPCR to ultimately assess the receptors potential for the development of biased ligands.

pharmacology and toxicology↗

Pharmacological characterization and radiolabeling ofVUF15485, a high-affinity small-molecule agonist for theatypical chemokine receptor ACKR3

Atypical chemokine receptor 3 (ACKR3), formerly referred to as CXCR7, is considered to be an interesting drug target. In this study we report on the synthesis, pharmacological characterization and radiolabeling of VUF15485, a new ACKR3 small-molecule agonist, that will serve as an important new tool to study this {beta}-arrestin-biased chemokine receptor. VUF15485 binds with nanomolar affinity (pIC50 = 8.3) to human ACKR3, as measured in [125I]CXCL12 competition binding experiments. Moreover, in a BRET-based {beta}-arrestin2 recruitment assay VUF15485 acts as an ACKR3 agonist with high potency (pEC50 = 7.6) and shows a similar extent of receptor activation compared to CXCL12 when using a newly developed, FRET-based ACKR3 conformational sensor. Moreover, the ACKR3 agonist VUF15485 was tested against a (atypical) chemokine receptor panel (agonist and antagonist mode) and proves to be selective for ACKR3. VUF15485 was subsequently labeled with tritium at one of its methoxy groups affording [3H]VUF15485. The small-molecule agonist radioligand binds saturably and with high affinity to human ACKR3 (Kd = 8.2 nM). [3H]VUF15485 shows rapid binding kinetics and consequently a short residence time (RT < 2 min) for its binding to ACKR3. Displacement of [3H]VUF15485 binding to membranes of HEK293T cells, transiently expressing ACKR3, with a number of CXCR3, CXCR4 or ACKR3 small-molecule ligands confirmed the ACKR3 profile of the [3H]VUF15485 binding site. Interestingly, the chemokine ligands CXCL11 and CXCL12 are not able to displace the binding of [3H]VUF15485 to ACKR3. The radiolabeled VUF15485 was subsequently used to evaluate its binding pocket. Site-directed mutagenesis and docking studies using a recently solved cryo-EM structure propose VUF15485 to bind in the major and the minor binding pocket of ACKR3.

pharmacology and toxicology↗

Absence of microbiome in chronic infections impairs viral control without affecting CD8 T cell function

Prolonged antigen exposure in chronic viral infections reduces the effector capacity of cytotoxic T cells - a phenomenon known as T cell exhaustion. Development of T cell exhaustion is driven by high viral titers, strong TCR stimulation, and high antigen concentrations associated with strong inflammatory signals. A largely unexplored factor has been the influence of the microbiome in these processes. Here, we report that T cell exhaustion progresses independently of the presence or absence of a microbiome in chronic lymphocytic choriomeningitis virus (LCMV) infections. Virus-specific CD8 T cells in germ-free mice showed high expression of the inhibitory receptor PD-1 and decreased cytokine production. Moreover, their global gene expression patterns, as determined by single-cell sequencing, were similar to those of cells in specific pathogen-free mice. In line with this, we observed similar pathogen loads with and without a microbiome. Thus, our study demonstrates that the microbiome is dispensable for the induction of T cell exhaustion and for the limited virus control seen in chronic LCMV infections.

immunology↗

A bead-based GPCR phosphorylation immunoassay for high-throughput ligand profiling and GRK inhibitor screening

Analysis of agonist-driven phosphorylation of G protein-coupled receptors (GPCRs) can provide valuable insights into the receptor activation state and ligand pharmacology. However, to date, assessment of GPCR phosphorylation using high-throughput applications has been challenging. We have developed and validated a bead-based immunoassay for the quantitative assessment of agonist-induced GPCR phosphorylation that can be performed entirely in multiwell cell culture plates. The assay involves immunoprecipitation of affinity-tagged receptors using magnetic beads followed by protein detection using phosphorylation-state-specific and phosphorylation state-independent anti-GPCR antibodies. As proof of concept, five prototypical GPCRs (MOP, C5a1, D1, SST2, CB2) were treated with different agonists and antagonists, and concentration-response curves were generated. We then extended our approach to establish selective cellular GPCR kinase (GRK) inhibitor assays, which led to the rapid identification of a selective GRK5/6 inhibitor (LDC8988) and a highly potent pan-GRK inhibitor (LDC9728). In conclusion, this versatile GPCR phosphorylation assay can be used extensively for ligand profiling and inhibitor screening.

pharmacology and toxicology↗

Prediction of Stroke Outcome in Mice Based on Non-Invasive MRI and Behavioral Testing

BackgroundPrediction of post-stroke outcome using the degree of subacute deficit or magnetic resonance imaging is well studied in humans. While mice are frequently used animals in preclinical stroke research, systematic analysis of outcome predictors is lacking. MethodsWe introduced heterogeneity into our study to broaden the applicability of our prediction tools. We analyzed the effect of 30, 45 and 60 minutes of arterial occlusion on the variance of stroke volumes. Next, we built a heterogeneous cohort of 215 mice using data from 15 studies that included 45 minutes of middle cerebral artery occlusion and various genotypes. Motor function was measured using the staircase test of skilled reaching. Phases of subacute and residual deficit were defined. Magnetic resonance images of stroke lesions were co-registered on the Allen Mouse Brain Atlas to characterize stroke topology. Different random forest prediction models that either used motor-functional deficit or imaging parameters were generated for the subacute and residual deficits. ResultsVariance of stroke volumes was increased by 45 minutes of arterial occlusion compared to 60 minutes and including various genotypes. We detected both a subacute and residual motor-functional deficit after stroke and different recovery trajectories. In mice with small cortical lesions, lesion volume was the best predictor of the subacute deficit. The residual deficit was most accurately predicted by the degree of the subacute deficit. When using imaging parameters for the prediction of the residual deficit, including information about the lesion topology increased prediction accuracy. A subset of anatomical regions within the ischemic lesion had particular impact on the prediction of long-term outcome. ConclusionsWe developed and validated a robust tool for the prediction of functional outcome after stroke in mice using a large heterogeneous cohort. Study design and imaging limitations are discussed. In the future, using outcome prediction can improve the design of preclinical studies and guide intervention decisions.

neuroscience↗