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As detailed in the above protocol, we describe the simultaneous processing of up to 16 individual small extracellular vesicle (sEV) RNA samples (i.e., for analysis of small non-coding RNAs and miRNAs), which are analyzed together within a single library, after undergoing 3' barcoding. The sEVs that were selected for our analyses were isolated by ultracentrifugation, as previously described37,40, from 45 mL of plasma collected from women diagnosed with triple negative breast cancer at the Jersey Shore University Medical Center (IRB#Pro2018-0425). Upon isolation, the ultracentrifuged sEVs were validated following MISEV2023 guidelines42, using Transmission Electron Microscopy, Nanoparticle Tracking Analysis and fluorescent super-resolution Nanoimaging, prior to dilution, aliquoting, RNA extraction, and cDNA library preparation. Our TEM analyses revealed that we obtained highly enriched populations of sEVs (Figure 2), the size of which was confirmed using a Nanoparticle Analyzer (Figure 3). Additionally, using ONi super resolution nanoimaging, we confirmed the presence of the human tetraspanins CD9, CD81, and CD63 on the surface of the ultracentrifuged sEVs (Figure 4). Prior to initiating the cDNA library preparation, sEV RNA extractions were conducted using the serum/plasma kit and RNA was evaluated on a fragment analyzer, which estimated that 3.8 × 1010 sEVs contained 4.84 ng of total small non-coding RNAs between 1 and 200 nt or 2.07 ng of miRNAs (Figure 3, lower panel).
Importantly, during RNA extraction, our RNA extraction carrier oligonucleotide (Supplemental File 1) was added after initial processing to the aqueous phase to improve sEV-RNA recovery yield. This RNA extraction carrier is efficiently removed by PAGE purification because of its size being smaller than the 3' barcoded RNA constructs. Following overnight 3' barcoding, the T4 RNA ligase was heat-inactivated, and the 16 RNA samples (i.e., initial test set of samples) were combined and precipitated within a single tube, since the small non-coding RNAs and miRNAs of interest from each of the individual samples harbored our sample-specific 3' barcodes. The RNA pellet generated from the combined RNA samples was resuspended and the ligated small non-coding RNA and miRNA molecules of interest (19-24 nt) were separated on a 15% PAGE, whereby using size marker DNA oligonucleotides migrating in adjacent wells, we selectively guided gel-excision based on the size of the expected 3' barcoded RNA constructs (Figure 5).
The cut-out small PAGE-gel piece was crushed and incubated in a sodium chloride solution overnight to elute the ligated small non-coding RNA and miRNA molecules. The next day, the gel-eluted size-selected small non-coding RNAs and miRNAs were precipitated by centrifugation to establish an RNA pellet, which was resuspended and underwent ligation with the 5' adapter. Upon ligation of the 5' adapter, the 5' and 3'-ligated small non-coding RNA and miRNA molecules were size-selected on a 15% PAGE using DNA size marker oligonucleotides run in adjacent wells as size guides. The gel piece containing the 5' and 3'-ligated small non-coding RNAs and miRNAs was excised, crushed, and incubated overnight for elution from the fragmented gel. Subsequently, the small non-coding RNAs and miRNAs were precipitated, resuspended in nuclease-free water, and underwent reverse transcription to generate cDNA molecules representative of all cloned small non-coding RNAs and miRNA molecules from the different RNA samples.
To generate the DNA library, the cDNA molecules underwent a pilot/test PCR reaction (see Figure 8A) to identify the optimal PCR amplification cycle, whereby the ratio of DNA library versus DNA primer dimers was evaluated on a 2.5% agarose gel, which visually validated the production of the properly sized 95 nt amplicons (see Figure 8B). Then, four PCR reactions were set up, using the determined PCR amplification cycle, to generate sufficient DNA material for gel isolation. The PCR amplified DNA was combined, precipitated, subjected to a 2 h PmeI digest to remove any trace of the RNA extraction carriers, RNA post-3' ligation primers that may have undergone any of the ligations, or any of the 19 nt-3' adapter and/or 24 nt-3' adapter that may have ligated the 5' adapter, all of which contain a PmeI site (Supplemental File 1). Following PmeI digestion, the PCR products were separated on a 2.5% agarose gel. The top PCR band (i.e., DNA library), which ran at 95 nt, was excised and purified (see Figure 8C).
The PCR amplified DNA library of 95 nt underwent a second PCR amplification (i.e., 0.75-ng of PCR product for nine new PCR cycles; see Figure 9A) for the addition of the i5 and i7 adapters in 5' and 3' of our DNA constructs for compatibility with the sequencer (see Figure 9B). Following the second round of amplification, the PCR reactions were combined, precipitated, and the DNA library running at 164 nucleotides was isolated from a 2.5% agarose gel, showing a clear separation from the primer dimers (see Figure 9C). The isolated DNA library was quantified and diluted following Next Generation Sequencing instrument instructions before undergoing sequencing. Using the RNAworld pipeline, the FASTq files underwent adapter trimming and demultiplexing (i.e., using the Script from Supplemental File3) to separately create individual files for each individual sample. Biostatistical analyses41 were then conducted to evaluate miRNA representation for each of the different sEV RNA samples (see Figure 10 and Supplemental Figure S1).
As we sought to confirm the robustness of our cDNA library preparation protocol when using sEV-RNA, the first library preparation was conducted using the 16 barcodes in 16 individual ligations using the same amount of sEV-RNA extracted from the same number of sEVs (i.e., 8.4 × 109 sEVs). The sEVs we utilized were isolated from combined human plasma samples using a previously described ultracentrifugation method37,40. Our TEM and Nanoparticle tracking analyses performed after our plasma ultracentrifugation protocol allowed us to estimate our sEV concentration to be at 3.8 × 1012 sEVs/mL or 3.8 × 109 sEVs/µL. Since RNA fragment analysis estimated that the total small non-coding RNA concentration from 3.8 × 1010 sEVs (i.e., 10 µL of the 3.8 × 109 sEVs), extracted using the serum/plasma extraction kit contained 4.84 ng of total small non-coding RNAs or 2.07 ng of miRNAs, we thus estimated that 8.4 × 109 sEVs contains 1.07 ng of small non-coding RNAs or 457 pg of total miRNAs.
For the first experiment, we set up 16 separate ligations each containing 1.07 ng of total small non-coding RNAs or 457 pg of miRNAs (i.e., equivalent to 8.4 × 109 sEVs) and used the 16 different barcodes. The 16 replicates underwent cDNA library preparation, as described in the first paragraph above, followed by sequencing, adapter trimming, demultiplexing (i.e., using the script described in Supplemental File 3), and miRNA analysis using the pipeline developed by the laboratory of Dr. Thomas Tuschl41. To quantitatively assess reproducibility across the 16 replicate samples, we performed a comprehensive combinatorial analysis testing 6,435 different sample subsets (i.e., all 8 versus 8 samples combinations) across 292 miRNAs (i.e., features) in our dataset (Supplemental Figure S1). This rigorous approach revealed remarkable consistency in miRNA profiles, with the majority of combinations (80.3%) showing no significant differences between sample groups. The mean fraction of significant features was just 0.2% (median 0.0%), with a standard deviation of 0.5%, demonstrating remarkable homogeneity across sample subsets. Of the 207 unique miRNAs that showed any variation, only five miRNAs (i.e., hsa-miR-126-5p, hsa-miR-1277-3p, hsa-miR-16-2*, hsa-miR-30b, and hsa-miR-30c) appeared as significantly different in more than 1% of combinations, with even the most variable miRNA (i.e., hsa-miR-30b) showing differences in only 2.25% of sample combinations. The distribution analysis confirmed this uniformity, with quantiles of significantly different features ranging from 0.0% at the 75th percentile to a maximum of 8.2% (Supplemental Figure S1), providing strong statistical evidence for the robust reproducibility of the sEV-miRNA cDNA library preparation protocol. The heatmap, included in Figure 10, displays the top-most detectable 292 miRNAs and highlights the reproducibility of this cDNA library preparation protocol.
In a second experiment, we sought to evaluate the sensitivity of this cDNA library preparation procedure by analyzing the miRNA content of decreasing amounts of sEVs and thus sEV-RNA, by using RNA extracted from 1010 sEVs (i.e., 1,270 pg of total small non-coding RNAs or 544 pg of miRNAs), 5 × 109 sEVs (i.e., 636 pg of total small non-coding RNAs or 272 pg miRNAs), 109 sEVs (i.e., 127 pg of total small non-coding RNAs or 54 pg of miRNAs), 5 × 108 sEVs (i.e.,63 pg of total small non-coding RNAs or 27 pg of miRNAs), 108 sEVs (i.e., 12.7 pg of total small non-coding RNAs or 5.4 pg of miRNAs), and 2.5 × 107 sEVs (i.e., 3.15 pg of total small non-coding RNAs or 1.35 pg of miRNAs) in duplicates, using our RNA extraction in presence of our RNA extraction carrier oligonucleotide (Figure 11). This titration experiment revealed a clear relationship between EV input quantity and miRNA detection sensitivity (Supplemental Figure S2A), as the number of detected miRNAs decreased proportionally with sEV input, with a notable inflection point between 1 × 107 and 1 × 108 sEVs. Indeed, at a detection threshold of 10 reads per miRNA, approximately 550 unique miRNAs were identified from 1010 sEVs, compared to ~250 miRNAs from 2.5 × 107 sEVs. However, technical reproducibility remained excellent across most input levels, with Pearson correlations between replicates exceeding 0.95 for inputs ≥107 sEVs (Supplemental Figure S2B). Hierarchical clustering of the expression profiles of 215 miRNAs detectable across dilutions and repeats, as depicted in Figure 11, further highlights the reproducibility of this cDNA librarypreparation protocol and demonstrates that samples clustered primarily by sEV RNA input amount. These data confirm that this protocol can reliably detect miRNAs from as few as 2.5 × 107 sEVs or as low as 1.35 pg miRNAs (i.e., 3.15 pg small non-coding RNAs) and that it represents a significant improvement over many commercial small-RNA sequencing kits.

Figure 1: 3' Adapters, RT and PCR primers. (A) The 16 3' adenylated barcoded adapters are displayed, and their unique barcodes are highlighted in grey. (B) The 5' RNA adapter oligonucleotide is displayed. (C) The first PCR DNA primers include the 3'RT/PCR primer that is used as a carrier during elution of 5' ligated RNA samples in 300 mM NaCl overnight, a PCR primer during the first PCR amplification, and the 5' PCR primer used during the first PCR amplification. (D) The second PCR DNA primers include the 3' PCR DNA primer i7 and the 5' PCR DNA i5 primer. Please click here to view a larger version of this figure.

Figure 2: Transmission Electron Microscopy validation of sEV morphology. Small extracellular vesicles ultracentrifuged from 45 mL of human plasma from women diagnosed with triple negative breast cancer were resuspended in 100 µL and evaluated by Transmission Electron Microscopy images at a concentration of 1.9 × 1010 sEVs/µL, which revealed large numbers of sEVs per grid, with large 150-250 nm sEVs detectable. Abbreviation: sEV = small extracellular vesicle. Please click here to view a larger version of this figure.

Figure 3: Size distribution and small non-coding RNA concentration analysis of ultracentrifuged sEVs. Using the Nanoparticle Analyzer (top), the size distribution and number of the sEVs isolated by ultracentrifugation were determined, revealing a quantity of 3.8 × 1010 sEVs/mL after a 100-fold dilution (i.e., blue curve) and an estimated 5.2 × 109 sEVs/mL after a 1,000-fold dilution (i.e., green curve). The tracing indicates that sEVs within 60-250-nm were detectable in human triple negative breast cancer plasma after ultracentrifugation performed using a previously described procedure37,40. The total small non-coding RNA concentration (bottom) was estimated at 0.44 ng/µL of which 42.9% represented miRNAs or a concentration of 0.188 ng/µL from 3.8 × 1010 sEVs (i.e., serum/plasma RNA extraction using 10 µL of 3.8 × 1012 sEVs/mL). Given that the total final volume of RNA solution was 11 µL, we estimated having 4.84 ng of total small non-coding RNAs of which 2.07 ng of miRNAs from a total of 3. 8 × 1010 sEVs. Please click here to view a larger version of this figure.

Figure 4: sEV characterization using super-resolution Nanoimaging. Super-resolution Nanoimaging of immobilized sEVs (i.e., duplicate test labeled at test 1 and test 2 from 7.6 × 109 sEVs each) evaluated for the presence of the three tetraspanins CD9, CD63, and CD81. The left grids display detection of fluorescently labeled anti-CD9 (i.e., yellow AF388), anti-CD63 (i.e., blue AF568), and anti-CD81 (i.e., purple AF647) sEVs on three individual grids on top left and three individual grids on bottom left, along with a merge grid for all three fluorescent signals, for undiluted 7.6 × 109 sEVs (i.e., 2 µL of 3.8 × 109 sEV stock solution). On the right, single sEVs are visualized for the combined presence of CD9, CD63, and CD81, using the three different fluorescently labeled antibodies. Please click here to view a larger version of this figure.

Figure 5: Separation of the 3' barcoded RNA samples on a 15% PAGE. The 16 barcoded sEV-RNA samples were combined, precipitated, centrifuged, and the RNA pellet was resuspended and migrated on a 15% PAGE (see well 6). The red rectangle shows where the 3' barcoded small non-coding RNAs and miRNAs were excised from the gel using the size markers loaded in the adjacent wells (see wells 3, 4, and 8, 9). The gel piece was crushed and set into a nuclease-free tube to undergo diffusion overnight at 1,100 rpm at 4 °C in 400 mM NaCl. Using the 20 nt DNA ladder, the size of the constructs and size markers was visually validated (see well 1). A test ligation using the RNA ligation test oligonucleotide (Supplemental File 1) with the additional barcode#17 (Figure 1A), was set up along with the 3' adapter ligations of day 1 (see well 2), using the same buffer and enzyme mix as the other 16 ligations. The blue rectangle displays the excised band of the RNA test ligation oligonucleotide for overnight diffusion at 1,100 rpm at 4 °C in 400 mM NaCl. The two (19 nt guide (see wells 3 and 8) and 24 nt guide (see wells 4 and 9)) 3' ligation size marker short DNA oligonucleotides are loaded on each side of the 3' ligated 16 RNA samples, with a gap of one well to prevent contamination, and used as a size guide for excision of the gel piece. Abbreviations: nt = nucleotide; sEV = small extracellular vesicle; PAGE = polyacrylamide gel electrophoresis. Please click here to view a larger version of this figure.

Figure 6: Graphical representation of the ligated small non-coding RNAs and miRNAs, the first, and the second PCR amplification constructs. From the top to the bottom of the figure, the 3'-ligated RNA construct, the 5' and 3'-ligated RNA construct, the reverse-transcribed single-stranded DNA constructs, the first PCR-amplified double-stranded DNA construct, and the second PCR-amplified dsDNA constructs are depicted. The 5' adapter (left), the 22-nt RNA sequence (i.e., synthetic miRNA sequence from IDT), and the adenylated 3' barcoded adapter are represented at the top of the figure. The RT and first PCR constructs are color-coded with the different regions representing the different adapters and their size contribution to the constructs. The first PCR construct produced using the 5' PCR primer and the 3' RT/PCR primer (Figure 1B) generates a 95 nt dsDNA product. At the bottom of the schematic is a representation of the sequence generated during the second PCR reaction, whereby using the i5 PCR primer in 5' (see region of primer sequence that anneals onto the first PCR transcript), and the i7 PCR primer in 3' (see region of primer sequence that anneals onto the first PCR transcript) a final construct of 164 nucleotides is produced within nine PCR cycles. This PCR-amplified dsDNA product is purified prior to undergoing NGS analysis. Abbreviations: ss = single-stranded; ds = double-stranded; nt = nucleotide. Please click here to view a larger version of this figure.

Figure 7: Separation of the small non-coding RNA library after ligation of the 5' adapter. The 3' ligated small non-coding RNA/miRNA library (Figure 5 and Figure 6) is ligated with the 5' adapter, and the reaction is migrated on a 15% PAGE (see well 7). The 20 nt DNA ladder is migrated on both ends of the gel (see wells 1 and 11). The 3' ligated RNA ligation test oligonucleotide isolated from the previous gel (Figure 6, well 2) underwent the ligation of the 5' adapter prior to gel migration. The yellow rectangle displays the shift of the 3' ligated RNA ligation test oligonucleotide that confirms successful ligation of the 5' adapter (compare size with the previous gel in Figure 5, well 2). The two (19 nt guide (see wells 4 and 9) and 24 nt guide (see wells 5 and 10)) 3' ligation size marker long DNA oligonucleotides on each side of the 5' ligated 16 combined small non-coding RNA/miRNA samples, are separated by one well to prevent contamination to the RNA library. The red rectangle displays the anticipated 5' and 3'-ligated small non-coding RNA/miRNA library size and location in the well upon migration. The gel piece (i.e., red rectangle) is excised, crushed, and set in a new tube for diffusion at 1,100 rpm overnight at 4 °C in 300 mM NaCl spiked with the 3' RT/PCR primer (Figure 1B), which acts as a carrier, and used as a primer for the reverse transcription the following day. Abbreviations: nt = nucleotide. Please click here to view a larger version of this figure.

Figure 8: Pilot PCR prior to amplification of the cDNA library. The proper size and ratio of the PCR amplified products and primer dimers are observed on a 2.5% agarose gel. (A) Following reverse transcription of the 5' and 3'-ligated small non-coding RNA and miRNA library, that includes 16 samples, 12 µL of PCR amplified products, obtained after 12 cycles (well 2) and successively every two cycles at 14 (well 3), 16 (well 4), 18 (well 5), 20 (well 6) and 22 cycles (well 7), are analyzed on a 2.5% agarose gel. The cDNA library (upper band at 95 nt) and adapter dimers (lower band) are visualized and exponentially represented between wells 4 and 7. For this library, due to the excess of primer dimers formed at cycle 22 (well 7), a PCR amplification of 20 cycles (see well 6) is selected to minimize the representation of primer dimers. (B) This schematic shows the size and position of the different RNA and DNA oligonucleotides as well as the size of the resulting RNA and DNA constructs, which are produced and observed on the different 2.5% agarose gels during the preparation of the cDNA library. Upon PCR amplification, the PCR amplified cDNA library is expected to be 95 nt long. (C) Aliquots of the four individual 100 µL large-scale PCR reactions (i.e., PCR using 12-µl of cDNA for 20 cycles), which are individually migrated on a 2.5% agarose gel confirm positivity of the PCR reactions (see wells 3 to 6), compared to a non-DNA template reaction (well 2). Both the library (upper band) and the primers dimers (lower band) can be observed on this gel (see green rectangles). All migration patterns are compared to the 20 nt size ladder (see well 1). (D) A 2.5% agarose gel image of the pooled PCR reactions (i.e., four PCR reactions pooled, precipitated, and separated in wells 3, 4, and 5) ran in three adjacent wells (i.e., to prevent excess of primer dimer from improperly migrating and separating from the library band). This gel observation confirms that the upper band noted in wells 3, 4, and 5 runs at ~95 nt, separately from the primer dimer band migrated below separately. The upper PCR bands (i.e., orange rectangle) are excised, purified with a DNA gel extraction kit, and quantified. Abbreviations: miRNA = microRNA; nt = nucleotide. Please click here to view a larger version of this figure.

Figure 9: Second PCR to add the i5 and i7 adapters to the previous PCR construct. (A) A total of 0.75 ng from the gel-isolated 95 nt band of the first PCR product (see Figure 5D) is used to prepare three 100 µL PCR reactions that include pairs of the i5 and i7 PCR primers (see Figure 1B) for a total of nine PCR cycles (i.e., different PCR cycles than those set up for the first PCR). As observed in wells 3, 4, and 5, the PCR generates the upper library band (i.e., expected at 164 nt) and the lower primer dimer band (see green rectangles). As observed in well 2, the negative PCR reaction (i.e., no DNA) does not amplify a visible product. The DNA ladder (20 nt) is used to visually verify the size of the PCR products. (B) The anticipated amplicon size is schematically displayed. (C) Upon amplification of two large-scale PCR reactions, combination of their content, precipitation by centrifugation, PmeI digest, and electrophoretic separation on a 2.5% agarose gel within three wells (wells 3, 4, and 5) the final DNA library can be separated and observed (i.e., the large orange rectangle). The gel migration of the PCR products allows separation of the 164 nt DNA library from the primer dimers, prior to excision of the gel band (i.e., the large orange rectangle) and isolation using a gel extraction kit. The final PCR product is quantified on a fluorometer prior to undergoing the dilutions required for sequencing. The 20 nt ladder in well 1 confirms the size of the expected DNA library size at 164 nt. Abbreviations: nt = nucleotide. Please click here to view a larger version of this figure.

Figure 10: Validation of reproducibility of the cDNA library preparation protocol for sEV analysis. Sixteen aliquots of 1.07 ng of total small non-coding RNAs (i.e., size 1-200 nt) or 457 pg miRNAs,equivalent to 8.4 x 109 sEVs, underwent ligation of 16 individual 3' barcoded adapters to produce a cDNA library following this described protocol. The Biostatistical analysis of the miRNA content from 8.4 x 109 sEVs was conducted using R with multiple specialized packages. Raw count data was preprocessed by removing questionable viral miRNAs and filtering low-expression miRNAs using edgeR's filterByExpr function. For normalization, the Trimmed Mean of M-values method was applied, followed by log2 transformation of expression values. Differential expression analysis was performed with DESeq2, implementing a design formula that accounted for batch effects. To assess reproducibility across the different replicate samples, we calculated detection rates at multiple thresholds (1-10,000 counts) and visualized expression patterns through hierarchical clustered heatmaps (ward linkage) using the NMF package. The top 292 detectable miRNAs are displayed in the heatmap, which highlights the high reproducibility of the cDNA library preparation. Please click here to view a larger version of this figure.

Figure 11: Validation of the sensitivity of the cDNA library preparation protocol across decreasing sEV RNA input amounts. Following the same Biostatistical approach, we analyzed the 215 most detectable miRNAs across samples established using 1010 sEVs in duplicate (barcodes 1 and 10, using each 1,270 pg of total small non-coding RNA with an estimated 544 pg of miRNAs), 5 × 109 sEVs in duplicate (barcodes 2 and 11, using 636 pg of each total small non-coding RNA with and an estimated 272 pg of miRNAs), 109 sEVs in duplicate (barcodes 3 and 12, using each 127 pg of total small non-coding RNA with an estimated 54.4 pg of miRNAs), 5 × 108 sEVs (barcodes 4 and 13, using each 63.6 pg of total small non-coding RNA with an estimated 27 pg of miRNAs), 108 sEVs (barcodes 5 and 14, using each 12.7 pg of total small non-coding RNA with an estimated 5.4 pg of miRNAs), and 2.5 x 107 sEVs (barcodes 6 and 15, using 3.15 pg of each total small non-coding RNA with an estimated 1.35 pg of miRNAs), which all underwent individual RNA extractions and that are displayed in the heatmap. The replicates are depicted in turquoise and salmon colors. The total small non-coding RNA concentration is displayed as a gradient from dark purple (high) to light purple (low). The total miRNA concentration is displayed as a gradient from dark blue (high) to light blue (low). The total number of sEVs is displayed as a gradient from dark green high) to light green (low). Abbreviations: sEVs = small Extracellular Vesicles; pg = picogram; miRNA = microRNA. Please click here to view a larger version of this figure.
Supplemental File 1: Synthetic RNA and DNA primers. Primer sequences and their chemical modifications (top right corner with abbreviations), and concentrations utilized for this procedure are detailed in this figure. (A) List of the 10 individual RNA oligonucleotides used as our calibrator cocktail displays (i.e., with a final concentration of 0.0052 nM). (B) The calibrator oligonucleotides are resuspended in a solution containing the RNA carrier oligonucleotide (0.5 µM). (C) The RNA extraction carrier oligonucleotide (4 ng) is spiked into the RNA lysis buffer with the sEV-RNA before RNA extraction. It contains a PmeI restriction site for its removal by a PmeI digestion, in case it erroneously binds 3' and 5' adapters. (D) The RNA post 3' ligation carrier oligonucleotide is spiked into the 400 mM NaCl solution overnight and utilized as a carrier post 3' ligation of the Adenylated barcodes. It contains a PmeI restriction site for its removal by a PmeI digestion, in case it erroneously binds 3' and 5' adapters. (E) The RNA ligation test oligonucleotide is used along with the experimental reactions to test enzymes and evaluate the size of the products on a 15% acrylamide gel. It contains a PmeI restriction site for their removal by a PmeI digestion, in case they leak from the wells adjacent to the library or its gel piece during SYBR-gold staining. (F) The two (i.e., 19 nt 3' adapter and 24 nt 3' adapter) 3' ligation-size marker short DNA oligonucleotides are loaded on each side of the 3' ligated RNA samples to be used as a size guide on the 15% PAGE. They each contain a PmeI restriction site for their removal by a PmeI digestion, in case they leak from the adjacent wells to the library during SYBR-gold staining and end up listing the 5' adapter. (G) The two (i.e., 5' adapter-19 nt-3' adapter and 5' adapter-24 nt 3' adapter) 5' ligation-size marker long DNA oligonucleotides are loaded on each side of the 5' ligated RNA samples to be used as a size guide on the 15% PAGE. Both primers contain a PmeI restriction site for their removal by a PmeI digestion, in case they leak from the wells adjacent to the library or its gel piece during SYBR-gold staining. Please click here to download this File.
Supplemental File 2: Synthetic RNA and DNA primers. Please click here to download this File.
Supplemental File 3: Demultiplexing script. This script is used to demultiplex the FASTq file produced by the sequencing instrument. Please click here to download this File.
Supplemental Figure S1: Differential expression of miRNAs detected between replicates. Combinatorial reproducibility analysis examined between 6,435 different sample combinations (i.e., all 8 vs 8 sample combinations) across 292 miRNAs (features) in our dataset. Remarkable consistency in miRNA profiles is observed as the majority of combinations (80.3%) show no significant differences between sample groups. As shown in the distribution analysis, even in the most variable cases, the maximum fraction of differentially expressed miRNAs was only 8.2%. Please click here to download this File.
Supplemental Figure S2: Evaluating technical replicates at different sEV input levels. (A) Relationship between sEV input quantity and miRNA detection sensitivity at different read count thresholds. (B) Total RNA was extracted from a dilution series of plasma-derived sEVs (i.e., ranging from 1010 to 2.5 × 107 sEVs) with technical replicates at each dilution point. We evaluated miRNA detection sensitivity by quantifying the number of unique miRNAs detected at different count thresholds (1-500 reads) across the sEV input range. Reproducibility was assessed by calculating and plotting Pearson correlation coefficients between technical replicates at each dilution level. Please click here to download this File.