Quantitative Metagenomics Benchmarking Experiment Data Set
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To assess the variability of low-abundance oligonucleotide detection across sample matrices, we spiked DNA reference standards (meta sequins) into replicate wastewater DNA extracts at logarithmically decreasing mass-to-mass percentages (m/m%) and deeply sequenced them on the Illumina platform. This dataset summarizes the experimental conditions and results of the detection frequencies of those oligonucleotides as well as detailed descriptions of the DNA reference standards used. This dataset is associated with the following publication: Davis, B., P. Vikesland, and A. Pruden. Evaluating Quantitative Metagenomics for Environmental Monitoring of Antibiotic Resistance and Establishing Detection Limits. ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 59(12): 6192-6202, (2025).
Differential expressed mRNA and microRNA from expression profiling by RNA and small RNA sequencing
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data was from HepG2 cells treated with nano-silver particles using silver nitrate as negative controls. Differentially expressed messenger RNA and microRNA were obtained by RNA sequencing and data analysis. Differentially expressed RNA and microRNA lists were than uploaded to Ingenuity Pathway Analysis to find the pathways altered by the differentially expressed genes. This dataset is associated with the following publication: Thai, S., C. Jones, B. Robinette, H. Ren, B. Vallanat, A. Fisher, and K. Kitchin. Effects of Silver Nanoparticles and Silver Nitrate on mRNA and microRNA Expression in Human Hepatocellular Carcinoma Cells (HepG2). Journal of Nanoscience and Nanotechnology. American Scientific Publishers, VALENCIA, CA, USA, 21(11): 5414-5428, (2021).
Measuring microRNAs in LCM-isolated nephron segments to determine region-specific expression
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To determine nephron specificity of microRNA expression that may be associated as toxicity biomarker seen in the urine, laser-capture microdissection (LCM) was performed on the 4 major segment of the nephron in control rat samples. These samples were sent to Bayer for candidate digital drop PCR measurements, NIEHS for smallRNA-seq measurements, and Abcam for FirePlex measurements. smallRNA-seq measurements were used as global assessment of miRNA expression in these segments. FirePlex and ddPCR were used as medium to low number candidate assessments, respectively, of miRNA candidates, based on seq and urine data. "Data associated with Fig 4" summarizes the ddPCR findings. "Data Associated with Figure 5" and "Data Associated with Figure 6" summarize the smallRNA-seq findings. "Data Associated with Figure 7" summarize the FirePlex findings. "Data associated with Figure 8_9" summarize the correlations of these measurements. The cumlmination of these data determine nephron-specific and enriched expression of miRNAs, that are potential candidates of toxicity markers that could leak into the urine upon chemical exposure. This dataset is associated with the following publication: Chorley, B., H. Ellinger-Ziegelbauer, M. Tackett, F. Simutis, A. Harrill, J. McDuffie, E. Atabakhsh, R. Nassirpour, L. Whiteley, J. Léonard, G. Carswell, E. Harpur, C. Chen, and J. Gautier. Urinary miRNA Biomarkers of Drug-Induced Kidney Injury and Their Site Specificity Within the Nephron. TOXICOLOGICAL SCIENCES. Society of Toxicology, RESTON, VA, 180(1): 1-16, (2021).
Dataset for Figure 1 - Leveling trend of published microRNA biomarker studies in common biofluids.
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PubMed was searched for the terms microRNA and biomarker in addition to blood (blue), urine (orange), saliva (grey), or cerebrospinal fluid (yellow). The graph in the paper displays the number of total annual publications over the past 16 years and the actual numbers used generate this graph are in incuded in the attached spreadsheet. A near annual doubling of publications occurred from the years 2009 until 2015, whereas only a mere 4% increase in annual publications from 2015 until 2018 was noted. While a number of factors can contribute to these publication trends, this indicates an overall cooling of research interest in biofluid-based microRNA biomarker development. This dataset is associated with the following publication: Chorley, B., E. Atabakhsh, G. Doran, J. Gautier, H. Ellinger-Ziegelbauer, D. Jackson, T. Sharapova, P. Yuen, R. Church, P. Couttet, R. Froetschl, J. McDuffie, V. Martine, P. Pande, L. Peel, C. Rafferty, F. Simutis, and A. Harrill. Methodological considerations for measuring biofluid-based microRNA biomarkers. CRITICAL REVIEWS IN TOXICOLOGY. Taylor & Francis Group, London, UK, 51(3): 264-282, (2021).
Diatom DNA sequence data
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The raw data consisted of demultiplexed fastq files pairs (R1.fastq and R2.fastq) per sample accessible on the NCBI Sequences Read Archive (SRA) under the BioProject accession numbers PRJNA1187555 for experiments E1 and E3 and PRJNA1187576 for E2 and E4. This dataset is associated with the following publication: Valentin, V., S. Rivera, E. Acs, S. Almeida, K. Andree, L. Apothéloz-Perret-Gentil, B. Bailet, A. Baričević, K. Beentjes, J. Bettig, A. Bouchez, C. Camilla, C. Chardon, M. Duleba, T. Elersek, C. Genthon, M. Jablonska, L. Jacas, M. Kahlert, M. Kelly, J. Macher, F. Mauri, M. Moletta-Denat, A. Mortágua, J. Pawlowski, J. Pérez-Burillo, M. Pfannkuchen, E. Pilgrim, P. Panayiota, F. Rimet, K. Stanic, K. Tapolczai, S. Theroux, R. Trobajo, B. Van der Hoorn, M. Vasquez, M. Vidal, D. Wanless, J. Warren, J. Zimmermann, and B. Paix. Proficiency testing and cross-laboratory method comparison to support standardisation of diatom DNA metabarcoding for freshwater biomonitoring. Metabarcoding and Metagenomics. Pensoft Publishers, Sofia, BULGARIA, e133264, (2025).
Use of qPCR and RT-qPCR for Monitoring Variations of Microcystin Producers and Early Warning Their Toxin Production in an Ohio Inland Lake
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qPCR and RT-qPCR. This dataset is associated with the following publication: Lu, J., I. Struewing, L. Wymer, D. Tettenhorst, J. Shoemaker, and J. Allen. Use of qPCR and RT-qPCR for monitoring variations of microcystin producers and as an early warning system to predict toxin production in an Ohio inland lake. WATER RESEARCH. Elsevier Science Ltd, New York, NY, USA, 170: 115262, (2020).