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8 protocols using human brain reference rna

1

MAQC Brain Sequencing Protocol

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The MAQC project was initiated to address concerns about the reliability of microarray technology [30 ]. This project provided gene expression levels measured from two RNA samples, including a Universal Human Reference RNA from Stratagene and a Human Brain Reference RNA from Ambion, in four titration pools on seven microarray platforms with three expression methodologies. In this study, we used the sequence data from the MAQC brain experiment 2 (Sequence Read Archive [SRA]010153), including 14 samples on two flowcells (SRX016366 and SRX016368) run on the Illumina 1G Genome Analyzer with each sample containing ~12 million reads.
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2

Benchmarking RNA Sequencing Techniques

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For the BLM experiment, Human Brain Reference RNA, Human Liver Total RNA, and Human Skeletal Muscle Total RNA were purchased from Ambion. Human RNA tissues were purchased from Ambion. Ambion certifies that all human derived materials have been prepared from tissue obtained with consent from a fully informed donor or a member of the donor’s family.
This purified RNA was quantified by absorbance on a NanoDrop 1000, mixed in the specified proportions, then spiked with ERCC RNA transcribed from NIST SRM 2374. For Illumina sequencing, the Illumina TruSeq protocol was followed. HiSeq runs generated 100 + 100 bp paired-end reads. Solid 5500 sequencing followed the Life Technologies Whole Transcriptome protocol, yielding 75 + 35 bp paired-end reads. Spike-in composition and amounts are included in the data submission to ENA.
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3

Transcriptomic Profiles of Astrocytoma Grades

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RNA sequencing data used in this study was obtained from previously published studies as detailed in Table1. Normal samples included RNA sequencing data from 3 different studies that included, 2 epileptic patients, 5 Ambion Human Brain Reference RNA (HBRR), and 61 single cell (astrocytes) transcriptomes from epileptic patients. Astrocytoma grades II Diffuse astrocytoma, grade III anaplastic astrocytoma, and grade IV glioblastoma and corresponding normal brain samples were considered in this study (see supplementary Table 1 (S1)). No ethical approval was sought for this study as all the data used in this study was obtained from published studies that have obtained ethical approval.
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4

Preparation of ERCC-spiked Human RNA Samples

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Human reference RNA samples were prepared in the same format used by the SEQC/MAQC-III Consortium and ABRF Initiative using ERCC spike-ins (Jiang et al. 2011 (link); Li et al. 2014 (link); SEQC/MAQC-III Consortium 2014 (link)). Briefly, Sample A was prepared by doping 50 µL of Universal Human Reference RNA at 1 µg/µL (Agilent) with 1 µL of ERCC ExFold Mix 1 (Thermo Fisher Scientific), and Sample B was prepared by doping 50 µL of Human Brain Reference RNA at 1 µg/µL (Life Technologies) with 1 µL ERCC ExFold Mix 2. Samples A and B were then mixed in 3:1 or 1:3 ratios to constitute Samples C and D, respectively. Each sample was evaluated for integrity by using an Agilent 2100 Bioanalyzer (RNA 6000 Nano Chip Total Eukaryote RNA Assay, RIN ≥8.2) and then aliquoted and stored at −80°C.
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5

Comparison of Gene Expression Platforms

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We purchased Universal Human Reference RNA from Agilent Technologies, Inc., and Human Brain Reference RNA from Life Technologies, Inc. For the nCounter experiments, we used the same RNA sample types as the SEQC consortium. We assessed RNA purity and integrity with Bioanalyzer (Agilent Technologies, Inc.) prior to use in the nCounter assays. Sample preparation and analysis were done using a nCounter Prep Station 5 s and a nCounter Digital Analyzer 5s. Expression of 770 genes (~730 genes with ~40 housekeeping genes and positive and negative controls) was assessed using the nCounter Human PanCancer Pathways Panel. A second PanCancer Pathways Panel was run using the same samples submitted to the first panel to assess the effect of batches on nCounter results. We used the NanoStringNorm function45 (link) in the R NanoStringNorm package (https://cran.r-project.org/web/packages/NanoStringNorm/index.html) to normalize the dataset. Boxplots and MDS plots were used to confirm the samples were properly normalized and to check for the presence of batch effects. The two-sided Wilcoxon rank sum test was used to compare the distribution of the fold-change between long and short genes across the three different platforms—RNA-seq, Microarray and NanoString.
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6

Comparative analysis of human RNA sources

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The three total human RNA sources distributed were obtained from Ambion (Thermo Fisher Scientific): Human Brain Reference RNA (Cat. No. AM6050), Human Liver Total RNA (Cat. No. AM7960) and Human Placenta Total RNA (Cat. No. AM7950) Two concentrations of the total RNA were used in each library preparation. RNA was quantified in triplicate using Quant-iT Ribogreen RNA Assay kit, Low-Range protocol (R11490; ThermoFisher). We used 1 μg, which is the staring input recommended by each sequencing kit, and 10 ng. A large pool of plasma (30 mL) was used for comparison of kits and input volumes. Whole blood was collected from normal healthy volunteers in EDTA tubes, spun at 2500 rpm to separate plasma. Plasma was pooled, and 1 mL aliquots placed in tubes and stored at − 80 °C. The appropriate number of tubes were combined and isolated for each comparison. For example, for the 5 mL input volume, 5 aliquots were selected and the RNA isolated (using miRVana Paris, ThermoFisher AM1556, with modifications [25 ] and sample preparation for sequencing performed. The samples were collected in accordance with established Institutional Review Board protocols (WIRB #20142635).
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7

RNA Quantification and Dilution Protocol

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ERCC standards and Human Brain Reference RNA were purchased from Thermo Fisher Scientific (4456739 and AM6050, respectively). Universal Human Reference RNA was purchased from Agilent Technologies (740000) and resuspended in RNA Storage Solution (Thermo Fisher Scientific AM7001), which was also used for all RNA dilutions. HBRR and UHRR stocks were measured with a Quant-iT RNA Assay Kit (Thermo Fisher Scientific Q10213) on a Qubit fluorometer, and these concentrations were used to calculate dilutions. All RNA stocks were stored at −80°C.
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8

RNA-seq of MAQC reference samples

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For this benchmark we used the well-characterized MAQC-I RNA-samples MAQCA (Universal Human Reference RNA, Agilent Technologies,) and MAQCB (Human Brain Reference RNA, Thermo Fisher Scientific)14. For both samples, RNA-sequencing was performed.
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