Post-mortem tissues samples are a key resource for investigating patterns of gene expression. However, the processes triggered by death and the post-mortem interval (PMI) can significantly alter physiologically normal RNA levels. We investigate the impact of PMI on gene expression using data from multiple tissues of post-mortem donors obtained from the GTEx project. We find that many genes change expression over relatively short PMIs in a tissue-specific manner, but this potentially confounding effect in a biological analysis can be minimized by taking into account appropriate covariates. By comparing ante- and post-mortem blood samples, we identify the cascade of transcriptional events triggered by death of the organism. These events do not appear to simply reflect stochastic variation resulting from mRNA degradation, but active and ongoing regulation of transcription. Finally, we develop a model to predict the time since death from the analysis of the transcriptome of a few readily accessible tissues.
Cumulative data suggest that neuroinflammation plays a prominent role in Alzheimer's disease (AD) pathogenesis. The purpose of this work was to assess if patients with AD present a specific cerebrospinal fluid (CSF) cytokine profile and if it correlates to disease progression. We determined the levels of 27 cytokines in CSF of patients with AD and compared them with patients with frontotemporal dementia and nondemented controls. In addition, we correlated the cytokine levels with cognitive status and disease progression after 12 months. Patients with AD had higher levels of proinflammatory and anti-inflammatory cytokines (eotaxin, interleukin [IL]-1ra, IL-4, IL-7, IL-8, IL-9, IL-10, IL-15, granulocyte colony-stimulating factor, monocyte chemotactic protein 1, platelet-derived growth factor, tumor necrosis factor alfa) compared to nondemented controls. There was a negative correlation between the disease progression and the levels of several cytokines (IL-1b, IL-4, IL-6, IL-9, IL-17A, basic fibroblast growth factor, granulocyte colony-stimulating factor, granulocyte-macrophage colony-stimulating factor, interferon gamma, macrophage inflammatory proteins-1b). To the best of our knowledge, this is the first study reporting a "protective" role of the upregulation of specific intrathecal cytokine levels in AD. This finding supports that a fine "rebalancing" of the immune system represents a new target in AD therapeutic approach.
Multi-omics datasets can provide molecular insights beyond the sum of individual omics. Various tools have been recently developed to integrate such datasets, but there are limited strategies to systematically extract mechanistic hypotheses from them. Here, we present COSMOS (Causal Oriented Search of Multi-Omics Space), a method that integrates phosphoproteomics, transcriptomics, and metabolomics datasets. COSMOS combines extensive prior knowledge of signaling, metabolic, and gene regulatory networks with computational methods to estimate activities of transcription factors and kinases as well as network-level causal reasoning. COSMOS provides mechanistic hypotheses for experimental observations across multi-omics datasets. We applied COSMOS to a dataset comprising transcriptomics, phosphoproteomics, and metabolomics data from healthy and cancerous tissue from eleven clear cell renal cell carcinoma (ccRCC) patients. COSMOS was able to capture relevant crosstalks within and between multiple omics layers, such as known ccRCC drug targets. We expect that our freely available method will be broadly useful to extract mechanistic insights from multi-omics studies.
Background and Purpose— The hypothesis that venous recanalization prevents progression of venous infarction is not established in patients with cerebral venous thrombosis (CVT). Evidence is also scarce on the association between residual symptoms, particularly headache, and the recanalization grade. We aimed to assess, in patients with CVT treated with standard anticoagulation, (1) the rate of early venous recanalization, (2) whether lack of early recanalization was predictor of parenchymal brain lesion progression, and (3) the prevalence and features of persistent headache according to the recanalization grade achieved. Methods— PRIORITy-CVT (Pathophysiology of Venous Infarction – Prediction of Infarction and Recanalization in CVT) was a multicenter, prospective, cohort study including patients with newly diagnosed CVT. Standardized magnetic resonance imaging was performed at inclusion (≤24 hours of therapeutic anticoagulation), days 8 and 90. Potential imaging predictors of recanalization were predefined and analyzed at each anatomical segment. Primary outcomes were rate of early recanalization and brain lesion progression at day 8. Secondary outcomes were headache (days 8 and 90) and functional outcome (modified Rankin Scale at days 8 and 90). Results— Sixty eight patients with CVT were included, of whom 30 (44%) had parenchymal lesions. At the early follow-up (n=63; 8±2 days), 68% (n=43) of patients had partial recanalization and 6% (n=4) full recanalization. Early recanalization was associated both with early regression ( P =0.03) and lower risk of enlargement of nonhemorrhagic lesions ( P =0.02). Lesions showing diffusion restriction (n=12) were fully reversible in 66% of cases, particularly in patients showing early venous recanalization. Evidence of new or enlarged hemorrhagic lesions, headache at days 8 and 90, and unfavorable functional outcome at days 8 and 90 were not significantly different in patients achieving recanalization. Conclusions— Venous recanalization started within the first 8 days of therapeutic anticoagulation in most patients with CVT and was associated with early regression of nonhemorrhagic lesions, including venous infarction. There was an association between persistent venous occlusion at day 8 and enlargement of nonhemorrhagic lesions.
Background and purpose: Experimental studies suggest inflammation can contribute to blood barrier disruption and brain injury in cerebral venous thrombosis (CVT). We aimed to determine whether blood biomarkers of inflammation were associated with the evolution of brain lesions, persistent venous occlusion or functional outcome in patients with CVT. Methods: Pathophysiology of Venous Infarction-Prediction of Infarction and Recanalization in CVT (PRIORITy-CVT) was a multicenter prospective cohort study of patients with newly diagnosed CVT. Evaluation of neutrophilto-lymphocyte ratio (NLR) and C-reactive protein (CRP) concentrations in peripheral blood samples was performed at admission in 62 patients. Additional quantification of interleukin (IL)-6 was performed at day 1, 3 and 8 in 35 patients and 22 healthy controls. Standardized magnetic resonance imaging was performed at day 1, 8 and 90. Primary outcomes were early evolution of brain lesion, early recanalization and functional outcome at 90 days. Results: Interleukin-6 levels were increased in patients with CVT with a peak at baseline. IL-6, NLR and CRP levels were not related with brain lesion outcomes or early recanalization but had a significant association with unfavourable functional outcome at 90 days
Sequential testing with brief cognitive tools has been recommended to improve cognitive screening and monitoring, however the few available tools still depend on an external evaluator and periodic visits. We developed a self-administered computerized test intended for longitudinal cognitive testing (Brain on Track). The test can be performed from a home computer and is composed of several subtests, expected to evaluate different cognitive domains, all including random elements to minimize learning effects. An initial (A) and a refined version of the test (B) were applied to patients with mild cognitive impairment or early dementia (n = 88) and age and education-matched controls. A subsample of a population-based cohort (n = 113) performed the test at home every three months to evaluate test-retest reliability. The test’s final version Cronbach’s alpha was 0.90, test scores were significantly different between patients and controls (p = 0.001), the area under the receiver operating characteristic curve was 0.75 and the smallest real difference (43.04) was lower than the clinical relevant difference (56.82). In the test-retest reliability analysis 9/10 subtests showed two-way mixed single intraclass consistency correlation coefficient >0.70. These results imply good internal consistency, discriminative ability and reliability when performed at home, encouraging further longitudinal clinical and population-based studies.
The degree and mechanisms by which gene copy-number changes are buffered at the protein level are not understood. We have identified up to 40% of genes with protein-level buffering of gene dosage changes in cancer. Using structural data, we show that interaction-dependent control of abundance is correlated with interface size. These findings in cancer were reflected in variation in protein levels in normal tissues with buffering of natural genetic variation for highly attenuated proteins.
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