NIH, National Cancer Institute, Division of Cancer Treatment and Diagnosis (DCTD) NIH - National Institutes of Health National Cancer Institute DCTD - Division of Cancer Treatment and Diagnosis

Haemolysis Detection in MicroRNA-Seq from Clinical Plasma Samples.

Author(s): Smith MD, Leemaqz SY, Jankovic-Karasoulos T, McAninch D, McCullough D, Breen J, Roberts CT, Pillman KA

Publication: Genes (Basel), 2022, Vol. 13, Page

PubMed ID: 35886071 PubMed Review Paper? No

Purpose of Paper

The purpose of this paper was to identify a microRNA (miRNA, miR) hemolysis signature of plasma with known levels of hemolysis by high throughput sequencing and verify the signature in pregnant and non-pregnant women, in males with prostate cancer and patients (male and female) with radiographic knee osteoarthritis. The signature was compared to hemolysis detection by spectrophotometry (absorbance at 414 nm) and using the ratio of miR-23a-3p to miR-451a.

Conclusion of Paper

A total of 12 specimens were hemolyzed (ratio of miR-23a-3p to miR-451a ≥7). There were significantly fewer mature miRNAs detected at a given read depth in hemolyzed specimens than non-hemolyzed specimens, but hemolyzed plasma had higher levels of 60 miRNAs (Log2 fold change > 0.9). From these, 10 miRNAs that were determined to not be affected by pregnancy (with high confidence) were selected as components of a miRNA signature.  A ≥ 1.9 difference in the geometric mean of the 10 miRNA signature relative to all other miRNA was classified as “Caution” (hemolysis detected). In addition to the original 12 specimens with ratio of miR-23a-3p to miR-451a ≥ 7, the new metric identified 13 more specimens as hemolyzed. The geometric mean of the 10 miRNA signature was strongly correlated with the ratio of miR-23a-3p to miR-451a (R=0.90) and absorbance at 414 nm (R =0.87).  The new metric, after exclusion of miRNAs with evidence of changes in prostate cancer (2 miRNAs) or osteoarthritis (1 miRNA), was found to be correlated with the ratio of miR-23a-3p to miR-451a in the prostate cancer and osteoarthritis datasets, respectively. Further, there was no difference in the relationship between the new metric and the ratio of miR-23a-3p to miR-451a between specimens from males and females.

Studies

  1. Study Purpose

    The purpose of this study was to identify a miRNA hemolysis signature of plasma with known levels of hemolysis by high throughput sequencing and verify the signature in pregnant and non-pregnant women, in males with prostate cancer and patients (male and female) with radiographic knee osteoarthritis. The signature was compared to hemolysis detection by spectrophotometry (absorbance at 414 nm) and the ratio of miR-23a-3p to miR-451a. Blood was collected from 111 pregnant and 10 non-pregnant women into EDTA tubes and stored on ice until plasma separation. Plasma was separated by dual-centrifugation at 800 g for 15 min at 4°C (second centrifugation speed not specified) or 1015 g for 10 min at 4°C (second centrifugation speed not specified).  Plasma aliquots were stored at -80°C.  RNA was extracted from plasma with the Qiagen miRNA Serum/Plasma Kit and stored at -80°C. Sequencing libraries were prepared with the QIAseq miRNA Library and QIAseq miRNA 48 Index IL Kits and assessed by Illumina NovaSeq 75 bp single-end read sequencing. Hemolysis was quantified by real-time PCR using the ratio of miR-23a-3p to miR-451a, a threshold difference of >7 cycles was indicative of hemolysis.  The hemolysis metric was further validated using publicly available datasets from patients with prostate cancer and those with early radiographic knee osteoarthritic.

    Summary of Findings:

    A total of 12 specimens were hemolyzed based on a ratio of miR-23a-3p to miR-451a that was ≥7. No difference in the percentage of specimens excluded due to library size (numbers not included) was observed between hemolyzed and non-hemolyzed plasma. There were significantly fewer mature miRNAs detected at a given read-depth in hemolyzed specimens than non-hemolyzed specimens (P=1.68 x 10-9).  However, hemolyzed plasma had higher levels of 100 (Log2 fold change > 0) and 60 (Log2 fold change > 0.9) miRNAs than non-hemolyzed specimens (false discovery rate <0.05); from the affected miRNA,20 miRNAs with high confidence were selected for the hemolysis miRNA signature. A total of 127 miRNAs were differentially expressed in plasma from pregnant and non-pregnant women. Interestingly, miR-451a, a common marker of hemolysis, was strongly correlated with pregnancy status, as were nine other miRNAs in the 20 miRNA hemolysis signature. Exclusion of the 10 hemolysis markers that were significantly affected by pregnancy resulted in a hemolysis signature of the 10 remaining miRNAs.  A ≥ 1.9 difference in the geometric mean of the 10 miRNA signature relative to all other miRNA was indicative of hemolysis (classified as “Caution”). Twelve specimens were identified as hemolyzed based on a ratio of miR-23a-3p to miR-451a ≥ 7, and 13 additional specimens were identified using the 10 miRNA signature. The geometric mean of the 10 miRNA signature was strongly correlated with the ratio of miR-23a-3p to miR-451a (R=0.90).  Importantly, a slightly higher correlation with absorbance at 414 nm was observed for the new metric than the ratio of miR-23a-3p to miR-451a (R =0.87 versus R=0.82).  After exclusion of miRNAs with evidence of changes in prostate cancer (2 miRNAs) or osteoarthritis (1 miRNA), the new metric was found to be correlated with the ratio of miR-23a-3p to miR-451a in prostate cancer and osteoarthritis datasets, respectively. Further there was no difference in the relationship between the new metric and the ratio of miR-23a-3p to miR-451a between specimens from males and females.

    Biospecimens
    Preservative Types
    • Frozen
    Diagnoses:
    • Neoplastic - Carcinoma
    • Pregnant
    • Osteoarthritis
    • Normal
    Platform:
    AnalyteTechnology Platform
    Protein Spectrophotometry
    RNA Real-time qRT-PCR
    RNA Next generation sequencing
    Pre-analytical Factors:
    ClassificationPre-analytical FactorValue(s)
    Preaquisition Patient gender Female
    Male
    Real-time qRT-PCR Specific Targeted nucleic acid miR-23a-3p
    miR-451
    Real-time qRT-PCR Specific Technology platform Spectrophotometer
    NGS of 10 miRNA signature
    Ratio of miR-23a-3p to miR-451
    Preaquisition Diagnosis/ patient condition Pregnant
    Not pregnant
    Biospecimen Aliquots and Components Hemolysis Absent
    Present

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