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RDM researchers collaborate on Nature paper highlighting a previously unexplored pathway.
The phenotype of MEGF8-related Carpenter syndrome (CRPT2) is refined through the identification of eight new patients.
Carpenter syndrome (CRPTS) is a rare autosomal recessive condition caused by biallelic variants in genes that encode negative regulators of hedgehog signalling (RAB23 [CRPT1] or, more rarely, MEGF8 [CRPT2]), and is characterised by craniosynostosis, polysyndactyly, and other congenital abnormalities. We describe a further six families comprising eight individuals with MEGF8-associated CRPT2, increasing the total number of reported cases to fifteen, and refine the phenotype of CRPT2 compared to CRPT1. The core features of craniosynostosis, polysyndactyly and (in males) cryptorchidism are almost universal in both CRPT1 and CRPT2. However, laterality defects are present in nearly half of those with MEGF8-associated CRPT2, but are rare in RAB23-associated CRPT1. Craniosynostosis in CRPT2 commonly involves a single midline suture in comparison to the multi-suture craniosynostosis characteristic of CRPT1. No patient to date has carried two MEGF8 gene alterations that are both predicted to lead to complete loss-of-function, suggesting that a variable degree of residual MEGF8 activity may be essential for viability and potentially contributing to variable phenotypic severity. These data refine the phenotypic spectrum of CRPT2 in comparison to CRPT1 and more than double the number of likely pathogenic MEGF8 variants in this rare disorder.
Left Atrial Mechanics Following Preeclamptic Pregnancy.
BACKGROUND: Preterm preeclampsia is a pregnancy complication associated with myocardial dysfunction and premature cardiovascular disease morbidity and mortality. Left atrial (LA) strain is a noninvasive index of left ventricular end diastolic pressure and an early marker of heart failure risk. This study aimed to evaluate LA strain during the postpartum period in participants with and without preterm preeclampsia and to assess whether this varied in the presence of hypertension and/or cardiac dysfunction. METHODS: In this longitudinal cohort study, 321 women from 28 hospitals with preterm preeclampsia (cases) underwent cardiovascular assessment 6 months postpartum. This is a secondary analysis of the PHOEBE study (ISRCTN01879376). An uncomplicated pregnancy control group (n=30) was recruited from a single center for comparison. A full cross-sectional transthoracic echocardiogram was performed, and from these images, the myocardial strain of the left atrium, including reservoir, conduit, and contractile strain, as well as LA stiffness, were calculated. RESULTS: At 6 months postpartum, compared with controls, prior preeclampsia was associated with a significantly attenuated LA reservoir, conduit, and contractile strain, as well as increased LA stiffness (all P<0.001). LA strain was further reduced in preeclamptic women who had and had not developed hypertension, systolic, or diastolic dysfunction at 6 months postpartum (all P<0.05). CONCLUSIONS: LA mechanics were significantly attenuated at 6 months postpartum in participants with preterm preeclampsia, whether or not they remained hypertensive or had evidence of ventricular dysfunction. Further studies are needed to determine whether postnatal LA strain may identify women at greater risk for future cardiovascular disease.
A Multiomic Single-Cell Atlas of Human Myelopoiesis Reveals Cellular and Molecular Drivers of Immunomodulatory Drug-Induced Neutropenia
Neutrophils are crucial innate immune cells which protect the host by killing infectious pathogens. Single cell RNA-sequencing analyses have previously described transcriptional heterogeneity of neutrophils and precursors, however the genome regulatory events underlying the transcriptional changes are less well characterised. Understanding this is important as neutropenia can be caused by dysregulation of the genome regulatory events that orchestrate neutrophil maturation. A good example is the use of immunomodulatory drugs (IMiDs, lenalidomide [LEN] & pomalidomide [POM]) for the treatment of multiple myeloma (MM) which are now standard-of-care, but their use is frequently complicated by neutropenia because of neutrophil maturation impairment. This is due to Cereblon (CRBN)-driven substrate ubiquitination and Ikaros degradation, causing PU.1 downregulation. However, restoration of Ikaros levels cannot fully alleviate the IMiD-induced myeloid differentiation block suggesting other mechanisms might also contribute. Our aim was to build a multiomic atlas of human myelopoiesis and use this to interrogate the molecular drivers of IMiD-induced neutropenia. We developed an ex vivo myeloid cell differentiation assay using human mobilized peripheral blood CD34 + cells from healthy donors and optimised methods for single cell multiomic (combined RNA-seq & ATAC-seq) analysis. This platform was validated orthogonally (immunophenotype, morphology & functional) and employed to construct a multi-omic single-cell landscape of normal human neutrophil differentiation and it's perturbation by IMiDs. Single cell transcriptomes from >110,000 cells from untreated and IMiD-treated samples were analyzed, capturing the full spectrum of human myelopoiesis spanning from early myeloid progenitors through to neutrophil populations (band, segmented, mature) (Fig.1A-left). Ex vivo differentiated neutrophils retained transcriptional signatures reflective of effector functions (granule biogenesis, chemotactic activity, respiratory burst) and mapped to previously described human neutrophil populations in vivo. Ex vivo generated neutrophils showed expected functional properties of phagocytosis and neutrophil extracellular trap formation upon stimulation. Exposure to IMiDs caused a maturation arrest with a 40-50% (p<0.001) decrease in abundance of differentiating metamyelocytes, and neutrophil populations. Crucially, this maturation arrest was due to an accumulation of transcriptionally distinct myeloid precursors that differentiated though an aberrant pathway (population 6, Fig 1A). Furthermore, immature erythroid clusters representing 10% of live cells accumulated specifically in IMiD-treated samples (p<0.001) in absence of erythropoiesis-stimulating cytokines. Simultaneous profiling of gene expression and chromatin accessibility in individual cells confirmed the presence of distinct phenotypes for untreated and IMiD-treated myeloid cells (Fig.1A) enabling the characterisation of the genome landscape of myelopoiesis, which has previously proven challenging. As expected, we observed dysregulation of Ikaros targets including PU.1 upon IMiD treatment (Fig. 1B-frame). The ability to study distinct and aberrant cellular populations at transcriptional and genome regulation level in parallel allowed us to identify several novel regulators of normal and perturbed neutrophil development. For example, we observed perturbed activation patterns of the transcription factors (TFs) zinc finger protein (ZNF467) and interferon regulatory factor 5 (IRF5) and the expression of their downstream targets as illustrated in Fig.1B. ZNF467 orchestrates a transcriptional program supporting terminal neutrophil differentiation in untreated cells (Fig.1B-top right), whilst the regulatory repertoire of IRF5, a hallmark of neutrophil activation is confined primarily to treatment-specific immature populations (Fig.1B-bottom right). We present a multiomic atlas of normal myelopoiesis which we believe will provide an important resource for the study or normal and perturbed neutrophil development. We use this platform to study IMiD-induced neutropenia and identify two aberrant cellular progenitor populations (aberrant myeloid precursors & erythroid progenitors) with distinct molecular properties as the likely cause of myelosuppression.
Cooperation between SF3B1 and JAK2V617F Mutations Accelerates Fibrotic Progression in Myeloproliferative Neoplasms By Enhancing STAT1 Signaling
Myeloproliferative neoplasms (MPN) are heterogenous clonal hematologic neoplasms where current therapies show limited disease-modification. We previously reported that the splicing factor, SF3B1, is mutated in 5-10% of MPN correlating with myelofibrotic progression in essential thrombocythemia. This adverse phenotype contrasts with SF3B1 mutationsin myelodysplasia where it is associated with milder disease. Moreover, SF3B1 K666 is the dominant hotspot in MPN in contrast to K700E in MDS (abstract #185043). The mechanism by which SF3B1 mutations accelerate myelofibrotic progression in JAK2V617F-mutated MPN is not understood and will be a key step towards the development of disease-modifying therapies. To address this, we applied two complimentary single-cell multiomic methods to study 15 individuals (healthy donor [HD, n=5], JAK2V617F-single mutated [J+, n=5] and JAK2V617F- SF3B1K666double mutated MPN cases [JS+, n=5]). First, we characterised the cellular landscape of JS+ MPN using CITE-seq/10X genomics platform. Then, we analyzed SF3B1-mutant ( SF3B1mut) disease-driving hematopoietic stem and progenitor cells (HSPCs) and their associated aberrant splicing signatures using TARGET-seq, which permitted single-cell genotyping with allelic resolution and intra-patient comparison of mutant versus wild-type (wt) cells. In an analysis of 109,498 cells, we observed abnormally expanded erythroid (ERP), megakaryocyte (MK) and unexpectedly, eosinophil-basophil-mast cell (EBM) progenitors in JS+ as compared with J+ or HD HSPCs (Fig 1A). Two HSC clusters were present, one of which (HSC_mpp2) principally comprised of JS+ cells and had a distinct molecular program (Fig 1A); upregulation in MK (eg. PF4, VWF) and EBM lineage signature genes (eg. TPSB2), interferon signaling genes but downregulation in apoptosis genes and canonical stemness markers (eg. CD133). These signatures suggest the JS+ driven HSC cluster may be MK/EBM-transcriptionally primed and may therefore, promote expansion of these abnormal progenitors which are implicated in driving fibrosis development. Through genotyping of >5000 HSPCs, we resolved the clonal architecture of JS+ MPN, observing that in most cases double mutant cells were present and clonally dominant, with mutant SF3B1 the initiating event. Mutations arose from the HSC level and genotypes were equally distributed in the HSPC compartment. Highlighting the importance of single-cell analysis, and not apparent at the bulk level, JAK2V617F and SF3B1K666mutationsresided in separate clones for one case with a WHO fibrosis score 0 in contrast to the other 4 cases with double mutant cells and fibrosis scores 1-3. This reinforces the cooperative effect of thesemutationsto drive fibrosis. We performed full-length transcriptomics of select HSPCs to study SF3B1mut-specific aberrant splicing events (ASE). In a global splicing analysis, more events were detected in JAK2V617F- SF3B1K666 double mutant than single mutant HSPCs. Retained intron (RI) events were the most prevalent ASE, followed by skipped exon and alternative 3' splice site events. We identified previously described SF3B1mut-specific ASE ( MAP3K7, ERGIC3 and SEPTIN6) confirming the validity of our dataset to study new ASE. Inter- and intra-patient comparison of SF3B1mut versus SF3B1wt cells uncovered a number of novel biologically relevant ASE, including two RI events in STAT1. These RI events were reduced in SF3B1mut HSPCs with the predicted consequence of increased STAT1 expression and activation, of direct relevance to MPN pathobiology since STAT1 is known to play a key role in enhancing megakaryopoiesis in MPN (Fig 1B). We validated these events using long-read Nanopore sequencing of single-cell cDNA libraries and have developed a cell model system with transient expression of SF3B1K666 mutation versus SF3B1wt in HEK293T to corroborate STAT1 ASE occurring as a direct consequence of mutant SF3B1. In further support of upregulated STAT1 activation, we observed upregulation of STAT1 downstream targets in abnormally expanded JS+ HSPCs. In conclusion, this analysis resolved the clonal architecture and hematopoietic cellular composition of JS+ MPN, identifying abnormally expanded and transcriptionally primed HSPC populations with abnormal splicing of STAT1 enhancing JAK-STAT signaling, uncovering the mechanism by which these mutations promote an accelerated fibrotic phenotype.
A blood atlas of COVID-19 defines hallmarks of disease severity and specificity.
Treatment of severe COVID-19 is currently limited by clinical heterogeneity and incomplete description of specific immune biomarkers. We present here a comprehensive multi-omic blood atlas for patients with varying COVID-19 severity in an integrated comparison with influenza and sepsis patients versus healthy volunteers. We identify immune signatures and correlates of host response. Hallmarks of disease severity involved cells, their inflammatory mediators and networks, including progenitor cells and specific myeloid and lymphocyte subsets, features of the immune repertoire, acute phase response, metabolism, and coagulation. Persisting immune activation involving AP-1/p38MAPK was a specific feature of COVID-19. The plasma proteome enabled sub-phenotyping into patient clusters, predictive of severity and outcome. Systems-based integrative analyses including tensor and matrix decomposition of all modalities revealed feature groupings linked with severity and specificity compared to influenza and sepsis. Our approach and blood atlas will support future drug development, clinical trial design, and personalized medicine approaches for COVID-19.
Selective blood-brain barrier permeabilization of brain metastases by a type 1 receptor-selective tumor necrosis factor mutein.
BACKGROUND: Metastasis to the brain is a major challenge with poor prognosis. The blood-brain barrier (BBB) is a significant impediment to effective treatment, being intact during the early stages of tumor development and heterogeneously permeable at later stages. Intravenous injection of tumor necrosis factor (TNF) selectively induces BBB permeabilization at sites of brain micrometastasis, in a TNF type 1 receptor (TNFR1)-dependent manner. Here, to enable clinical translation, we have developed a TNFR1-selective agonist variant of human TNF that induces BBB permeabilization, while minimizing potential toxicity. METHODS: A library of human TNF muteins (mutTNF) was generated and assessed for binding specificity to mouse and human TNFR1/2, endothelial permeabilizing activity in vitro, potential immunogenicity, and circulatory half-life. The permeabilizing ability of the most promising variant was assessed in vivo in a model of brain metastasis. RESULTS: The primary mutTNF variant showed similar affinity for human TNFR1 than wild-type human TNF, similar affinity for mouse TNFR1 as wild-type mouse TNF, undetectable binding to human/mouse TNFR2, low potential immunogenicity, and permeabilization of an endothelial monolayer. Circulatory half-life was similar to mouse/human TNF and BBB permeabilization was induced selectively at sites of micrometastases in vivo, with a time window of ≥24 hours and enabling delivery of agents within a therapeutically relevant range (0.5-150 kDa), including the clinically approved therapy, trastuzumab. CONCLUSIONS: We have developed a clinically translatable mutTNF that selectively opens the BBB at micrometastatic sites, while leaving the rest of the cerebrovasculature intact. This approach will open a window for brain metastasis treatment that currently does not exist.
Platelet-Restricted Clonal Hematopoiesis
Clonal hematopoiesis (CH) is a common age-related condition in which somatic mutations accumulate in hematopoietic stem cells (HSCs), leading to the clonal expansion of mutated cells. CH has been causatively linked with risk of disease, including atherosclerotic cardiovascular disease (CVD), and reduced overall survival. The current model of hematopoiesis suggests substantial heterogeneity and lineage-priming within the HSC compartment, including the existence of multipotent but platelet (PLT)-biased HSCs. However, all CH studies to date are based on whole blood or granulocyte (GRA) DNA, and therefore they do not assess for PLT-restricted clones, which we reasoned could be particularly important given the association of CH with CVD. We aimed to assess for presence of PLT-biased CH in a cohort of normal individuals, hypothesizing that PLT-biased CH might represent a distinct subgroup of persons with CH. We analysed a cohort of 151 individuals, aged 22.0 to 98.6 years ( x̅ = 74.9; 95% CI, 50.0 to 91.8), with normal blood counts, and no known hematological malignancy. We first established a method for isolation of high-purity cDNA from PLTs alongside isolation of gDNA and cDNA from matched GRAs. Myeloid cell contamination was extremely low in the PLT fraction as assessed by flow cytometry and molecular analysis. We first performed targeted analysis for presence of the JAK2V617F mutation in PLT and GRA fractions due to the known association of JAK2V617F with CVD and myeloid neoplasms, including essential thrombocythemia. We developed a high sensitivity allele specific JAK2V617F droplet digital PCR (ddPCR) assay (variant allele frequency [VAF] limit of detection 0.1%) for parallel assessment of gDNA and cDNA from GRAs and PLTs respectively. When including all cases with a VAF > 0.1%, JAK2V617F CH was detected in 21 (13.9%) individuals, consisting of 2 cases of non-lineage-restricted CH (present in both GRA and PLT fractions), 6 cases of GRA-restricted CH, and 13 cases of PLT-restricted CH. Only 6 cases showed VAF ≥ 2% (consistent with CH of indeterminate potential) and all were PLT restricted. Comparison of median JAK2V617F VAF in PLT cDNA with VAF in GRA gDNA revealed significantly higher VAF in the PLT-derived material (1.00% vs. 0.26%; p = 0.04). We next developed a custom, targeted, hybridisation capture next-generation sequencing (NGS) panel for parallel ultra-deep sequencing of both gDNA and cDNA, covering the major genes and hotspot mutations involved in CH ( DNMT3A, TET2, ASXL1, IDH2, JAK2, CALR, MPL, CBL, KRAS, GNB1, SF3B1, SRSF2, U2AF1, PPM1D and TP53). The panel comprised a total of 250 120-nucleotide-long probes (including 27 cDNA-specific probes) with a combined footprint size 25,083 bp. Performance studies showed acceptable off-target effect and good coverage, alignment rate, uniformity, and complexity. Agreement between the NGS-measured VAF for GRA gDNA and GRA cDNA was high (ρ c = 0.952, alpha = 0.05). In total, we screened GRA gDNA and matched PLT cDNA samples from 42 individuals. At the resolution of VAF ≥ 2%, analysis of PLTs substantially enhanced the number of individuals with detected CH from 12 (28.6%) to 26 (61.9%) (Fig. 1). Amongst the detected variants (n = 44), mutations detected in the GRA fraction (n = 20) accounted for less than half of the detected variants, while the PLT fraction included ~75% of the variants (n = 33), including 55% (n = 24) that were PLT-restricted. Notably, lineage-restriction for the above variants held true when taking into consideration clones with VAF < 2% too. Median VAF for all CH variants was 3.9% (95% CI, 2.2% to 32.3%), with no difference between GRA and PLT CH. The detected variants were distributed across DNMT3A, TET2, ASXL1, JAK2, SF3B1, and PPM1D genes, with evidence of lineage bias towards PLTs for TET2- and JAK2-related CH. PLT-restricted clones included high-VAF (> 5%) variants in DNMT3A (n = 4; x̅VAF = 13.2%), TET2 (n = 2; x̅VAF = 7.7%), JAK2 (n = 2; x̅VAF = 21.6%), and SF3B1 (n = 1), including an individual with DNMT3AQ842R and the SF3B1K666N at VAFs 16.7% and 12.5% respectively. Selected NGS-detected variants were orthogonally validated. We describe PLT-restricted CH as a frequent phenomenon in persons with normal blood parameters. Given the known association between CH and risk of CVD and hematological malignancy, further studies on larger patient cohorts are warranted to determine the importance of PLT vs. GRA CH in relation to clinical endpoints.
Platelets Sequester Extracellular DNA, Capturing Tumour-Derived and Free Fetal DNA
Introduction & Hypothesis Platelets are small, multi-functional cells that lack a nucleus but contain RNA and translational machinery for protein synthesis. Platelet RNA mostly derives from parent megakaryocytes, but they also sense and sequester endogenous and pathogen-derived nucleic acids during circulation (D'Ambrosi, 2021; Koupenova, 2019). Nucleated cells release DNA after cell death or aberrant mitosis, resulting in ‘cell-free’ DNA in plasma (cfDNA). Excess cfDNA is deleterious. cfDNA isolated from platelet-poor plasma is emerging as a major liquid biopsy tool in cancer and antenatal screening, but a major limitation is its low abundance, especially in early-stage disease. Given their role in sensing pathogen-derived nucleic acids, we hypothesized that platelets may clear cfDNA from plasma, and that clinically-relevant insights may be derived from the analysis of DNA fragments contained in platelets. Methods Live/fixed imaging using specific DNA probes and fluorescence in-situ hybridization (FISH), droplet digital PCR (ddPCR), NGS and flow cytometry were applied to platelets isolated from Streck, EDTA tubes or apheresis bags from healthy donors, pregnant women, patients with cancer and murine platelets from cancer models. DNA was extracted from platelet pellets or platelet-depleted plasma (cfDNA) using the Qiagen QIAamp Circulating Nucleic Acid Kit. Results Using live cell imaging and flow cytometry, significant DNA content (Draq5+) was detected in ~8% of platelets from healthy donors, including in platelets with low RNA content (SYTO-13-negative). Overall Draq5+ platelets were larger and primed for agonist activation. FISH and ddPCR of platelets from pregnant women carrying male fetuses detected Y-chromosome fragments (n=10), confirming that platelet DNA is not solely derived from parent megakaryocytes but also sequestered during circulation (Fig. 1a). In contrast, Y-chromosome genes were not detected in DNA isolated from mononuclear cells or red blood cells pellets. Acute platelet depletion in an ITP mouse model (n=20) led to a >2-fold increase in cfDNA extracted from platelet-poor plasma, suggesting a role for platelets in plasma DNA clearance. Platelet uptake in vitro was rapid, visible using live cell microscopy within 2 minutes of co-culture with cancer cells labelled with a probe that irreversibly intercalates to nuclear DNA. ddPCR of platelet DNA following co-culture of healthy donor platelets with cancer cell lines detected a range of canonical cancer driver mutations, including in PI3K, BRAF and JAK2. DNase treatment of co-cultured platelets did not reduce mutant allele content, indicating that platelets encapsulate DNA and protect it from degradation. We explored the mechanism of platelet DNA uptake. Platelets internalized DNA contained in extracellular vesicles (EVs). Platelet uptake of “free” DNA was also confirmed, with uptake of synthetic DNA fragments of varying lengths (120 bp to 650 bp). Importantly, platelet DNA detection was enhanced following exocytosis inhibition, confirming that platelet DNA uptake and release is an active process. Whole genome sequencing revealed that platelets contain a repertoire of DNA fragments that map across the nuclear genome, similar to cfDNA, and that the majority of platelet DNA is of nuclear not mitochondrial origin. We also found tumor-derived DNA showing multiple copy number aberrations in a patient with pancreatic carcinoma. In a transgenic mouse model of colorectal cancer, mutant KRASG12D alleles were readily detectable in platelet DNA and, notably, in higher abundance in platelets than platelet-poor plasma (cfDNA) in 11/16 mice (Fig. 1b). Similarly, KRASG12D was detected in platelets of mice with orthotopic pancreatic adenocarcinoma (n=4). Finally, to explore utility in cancer screening, we analysed patients with high-risk, pre-malignant colonic lesions (serrated polyps). Remarkably, the driver mutation BRAFV600E was detected in platelets in 16% patients despite the small-size lesions (5/30, Fig.1b). Conclusions This study establishes a role for platelets in sequestration of cfDNA, an aspect of platelet biology that has not previously been highlighted and is of substantial clinical relevance. Their abundance, ease of isolation, and continuous tissue perfusion make platelets ideal ‘sentinels’ for genetic perturbations including in early stage/pre-malignant disease.
Human Bone Marrow Organoids for Disease Modeling, Discovery, and Validation of Therapeutic Targets in Hematologic Malignancies.
UNLABELLED: A lack of models that recapitulate the complexity of human bone marrow has hampered mechanistic studies of normal and malignant hematopoiesis and the validation of novel therapies. Here, we describe a step-wise, directed-differentiation protocol in which organoids are generated from induced pluripotent stem cells committed to mesenchymal, endothelial, and hematopoietic lineages. These 3D structures capture key features of human bone marrow-stroma, lumen-forming sinusoids, and myeloid cells including proplatelet-forming megakaryocytes. The organoids supported the engraftment and survival of cells from patients with blood malignancies, including cancer types notoriously difficult to maintain ex vivo. Fibrosis of the organoid occurred following TGFβ stimulation and engraftment with myelofibrosis but not healthy donor-derived cells, validating this platform as a powerful tool for studies of malignant cells and their interactions within a human bone marrow-like milieu. This enabling technology is likely to accelerate the discovery and prioritization of novel targets for bone marrow disorders and blood cancers. SIGNIFICANCE: We present a human bone marrow organoid that supports the growth of primary cells from patients with myeloid and lymphoid blood cancers. This model allows for mechanistic studies of blood cancers in the context of their microenvironment and provides a much-needed ex vivo tool for the prioritization of new therapeutics. See related commentary by Derecka and Crispino, p. 263. This article is highlighted in the In This Issue feature, p. 247.
A blood atlas of COVID-19 defines hallmarks of disease severity and specificity
Summary Treatment of severe COVID-19 is currently limited by clinical heterogeneity and incomplete understanding of potentially druggable immune mediators of disease. To advance this, we present a comprehensive multi-omic blood atlas in patients with varying COVID-19 severity and compare with influenza, sepsis and healthy volunteers. We identify immune signatures and correlates of host response. Hallmarks of disease severity revealed cells, their inflammatory mediators and networks as potential therapeutic targets, including progenitor cells and specific myeloid and lymphocyte subsets, features of the immune repertoire, acute phase response, metabolism and coagulation. Persisting immune activation involving AP-1/p38MAPK was a specific feature of COVID-19. The plasma proteome enabled sub-phenotyping into patient clusters, predictive of severity and outcome. Tensor and matrix decomposition of the overall dataset revealed feature groupings linked with disease severity and specificity. Our systems-based integrative approach and blood atlas will inform future drug development, clinical trial design and personalised medicine approaches for COVID-19.
Constructing custom-made radiotranscriptomic signatures of vascular inflammation from routine CT angiograms: a prospective outcomes validation study in COVID-19.
BACKGROUND: Direct evaluation of vascular inflammation in patients with COVID-19 would facilitate more efficient trials of new treatments and identify patients at risk of long-term complications who might respond to treatment. We aimed to develop a novel artificial intelligence (AI)-assisted image analysis platform that quantifies cytokine-driven vascular inflammation from routine CT angiograms, and sought to validate its prognostic value in COVID-19. METHODS: For this prospective outcomes validation study, we developed a radiotranscriptomic platform that uses RNA sequencing data from human internal mammary artery biopsies to develop novel radiomic signatures of vascular inflammation from CT angiography images. We then used this platform to train a radiotranscriptomic signature (C19-RS), derived from the perivascular space around the aorta and the internal mammary artery, to best describe cytokine-driven vascular inflammation. The prognostic value of C19-RS was validated externally in 435 patients (331 from study arm 3 and 104 from study arm 4) admitted to hospital with or without COVID-19, undergoing clinically indicated pulmonary CT angiography, in three UK National Health Service (NHS) trusts (Oxford, Leicester, and Bath). We evaluated the diagnostic and prognostic value of C19-RS for death in hospital due to COVID-19, did sensitivity analyses based on dexamethasone treatment, and investigated the correlation of C19-RS with systemic transcriptomic changes. FINDINGS: Patients with COVID-19 had higher C19-RS than those without (adjusted odds ratio [OR] 2·97 [95% CI 1·43-6·27], p=0·0038), and those infected with the B.1.1.7 (alpha) SARS-CoV-2 variant had higher C19-RS values than those infected with the wild-type SARS-CoV-2 variant (adjusted OR 1·89 [95% CI 1·17-3·20] per SD, p=0·012). C19-RS had prognostic value for in-hospital mortality in COVID-19 in two testing cohorts (high [≥6·99] vs low [<6·99] C19-RS; hazard ratio [HR] 3·31 [95% CI 1·49-7·33], p=0·0033; and 2·58 [1·10-6·05], p=0·028), adjusted for clinical factors, biochemical biomarkers of inflammation and myocardial injury, and technical parameters. The adjusted HR for in-hospital mortality was 8·24 (95% CI 2·16-31·36, p=0·0019) in patients who received no dexamethasone treatment, but 2·27 (0·69-7·55, p=0·18) in those who received dexamethasone after the scan, suggesting that vascular inflammation might have been a therapeutic target of dexamethasone in COVID-19. Finally, C19-RS was strongly associated (r=0·61, p=0·00031) with a whole blood transcriptional module representing dysregulation of coagulation and platelet aggregation pathways. INTERPRETATION: Radiotranscriptomic analysis of CT angiography scans introduces a potentially powerful new platform for the development of non-invasive imaging biomarkers. Application of this platform in routine CT pulmonary angiography scans done in patients with COVID-19 produced the radiotranscriptomic signature C19-RS, a marker of cytokine-driven inflammation driving systemic activation of coagulation and responsible for adverse clinical outcomes, which predicts in-hospital mortality and might allow targeted therapy. FUNDING: Engineering and Physical Sciences Research Council, British Heart Foundation, Oxford BHF Centre of Research Excellence, Innovate UK, NIHR Oxford Biomedical Research Centre, Wellcome Trust, Onassis Foundation.
In utero origin of myelofibrosis presenting in adult monozygotic twins.
The latency between acquisition of an initiating somatic driver mutation by a single-cell and clinical presentation with cancer is largely unknown. We describe a remarkable case of monozygotic twins presenting with CALR mutation-positive myeloproliferative neoplasms (MPNs) (aged 37 and 38 years), with a clinical phenotype of primary myelofibrosis. The CALR mutation was absent in T cells and dermal fibroblasts, confirming somatic acquisition. Whole-genome sequencing lineage tracing revealed a common clonal origin of the CALR-mutant MPN clone, which occurred in utero followed by twin-to-twin transplacental transmission and subsequent similar disease latency. Index sorting and single-colony genotyping revealed phenotypic hematopoietic stem cells (HSCs) as the likely MPN-propagating cell. Furthermore, neonatal blood spot analysis confirmed in utero origin of the JAK2V617F mutation in a patient presenting with polycythemia vera (aged 34 years). These findings provide a unique window into the prolonged evolutionary dynamics of MPNs and fitness advantage exerted by MPN-associated driver mutations in HSCs.
Modelling the pathology and treatment of cardiac fibrosis in vascularised atrial and ventricular cardiac microtissues.
INTRODUCTION: Recent advances in human cardiac 3D approaches have yielded progressively more complex and physiologically relevant culture systems. However, their application in the study of complex pathological processes, such as inflammation and fibrosis, and their utility as models for drug development have been thus far limited. METHODS: In this work, we report the development of chamber-specific, vascularised human induced pluripotent stem cell-derived cardiac microtissues, which allow for the multi-parametric assessment of cardiac fibrosis. RESULTS: We demonstrate the generation of a robust vascular system in the microtissues composed of endothelial cells, fibroblasts and atrial or ventricular cardiomyocytes that exhibit gene expression signatures, architectural, and electrophysiological resemblance to in vivo-derived anatomical cardiac tissues. Following pro-fibrotic stimulation using TGFβ, cardiac microtissues recapitulated hallmarks of cardiac fibrosis, including myofibroblast activation and collagen deposition. A study of Ca2+ dynamics in fibrotic microtissues using optical mapping revealed prolonged Ca2+ decay, reflecting cardiomyocyte dysfunction, which is linked to the severity of fibrosis. This phenotype could be reversed by TGFβ receptor inhibition or by using the BET bromodomain inhibitor, JQ1. DISCUSSION: In conclusion, we present a novel methodology for the generation of chamber-specific cardiac microtissues that is highly scalable and allows for the multi-parametric assessment of cardiac remodelling and pharmacological screening.