Unconfigured Ad

Collapse
X
 
  • Filter
  • Time
  • Show
Clear All
new posts
  • evt8
    Junior Member
    • Aug 2014
    • 7

    Remove reverse complement redundancy in stranded transcriptome

    Hi All,
    We are working with a de novo transcriptome assembly of Illumina Hi-seq data - 20x 100 bp paired end, stranded libraries. Raw data underwent standard trimming and was assembled using mainly default settings in Trinity with the appropriate RF flag for stranded data.

    However, it appears that our libraries are not as 'stranded' as we would hope, as after searching our assembly for common qPCR reference genes (about 15) I found that in each case, our assembly contains a strong hit in the expected orientation as well as a near identical contig in reverse complement.

    We estimated that our 'stranded' libraries actually have 13-25% reverse mapping reads, by mapping each library to contigs from the combined transcriptome assembly (won't be a perfect estimate because some of the forward and reverse strand transcripts will overlap and we don't have a reference genome).

    We have another transcriptome for a related species (same treatments), where the 'strandedness' appears more efficient (estimated 5-15% reads mapping to reverse strand).

    My questions are:
    Has anyone come across this problem in their own data and what might lead to a low efficiency in the stranded protocol?

    Can anyone suggest an approach for redundancy removal that would also recognize reverse complement contigs? Programs such as CD-HIT don't seem to search in reverse complement.

    Thanks in advance for your thoughts!
  • Brian Bushnell
    Super Moderator
    • Jan 2014
    • 2709

    #2
    The BBTools package's dedupe program will handle this. It can remove duplicate contigs as long as they are identical, or one is fully contained within the other, up to some maximum edit distance or hamming distance that you can specify, and it handles reverse-complements.

    Syntax:
    dedupe.sh in=assembly.fa out=deduplicated.fa

    Comment

    • cmbetts
      Senior Member
      • Jun 2012
      • 120

      #3
      I don't have any solution for your Trinity issues, since I've mainly done human/mouse RNA-Seq, but here are a few possibilities for your strandedness issue (I'm assuming that you're using a dUTP based method):

      ActD Freshness) The protocol is only ~80% strand specific without ActD to prevent spurious 2nd strand synthesis, and that stuff has a really terrible shelf life in solution at -20.
      Nucleotide carryover from 1st strand) if you don't sufficiently remove dTTP from the 1st strand step, it can be incorporated into the 2nd strand cDNA preventing UDG digestion.
      USER/UDG freshness) If the UDG enzyme has gone off, or wasn't incubated long enough, you could retain some of the 2nd strand cDNA.

      It very likely could be a combination of the three. I'm not sure how you're determining correct strand vs. antisense, but I've seen >99% correct strand, based on ERCCs, using all fresh ingredients.

      Comment

      • nucacidhunter
        Jafar Jabbari
        • Jan 2013
        • 1250

        #4
        I would add possibility of biological process (antisense transcript) to cmbetts comments. It is well known that in some regions both strands are transcribed.

        Comment

        • evt8
          Junior Member
          • Aug 2014
          • 7

          #5
          Thanks all for your helpful responses - dedupe sounds like what we are after, and its very helpful to know potential library prep issues. We've discussed the observation with our sequencing service provider and will pass these suggestions on.

          Comment

          Latest Articles

          Collapse

          • SEQadmin2
            Advanced Sequencing Platforms Tackle Neuroscience’s Toughest Genomics Problems
            by SEQadmin2



            Genomics studies in neuroscience face a special challenge due to the brain’s complexity and scarcity of samples. Mapping changes in cell type and state using conventional next-generation sequencing methods remains challenging. Advances in technologies like single-cell sequencing, spatial transcriptomics, and long-read sequencing have opened the door to deeper studies of the brain and diseases like Alzheimer’s, amyotrophic lateral sclerosis (ALS), and schizophrenia.
            ...
            07-09-2026, 11:10 AM
          • SEQadmin2
            Cancer Drug Resistance: The Lingering Barrier to Rising Survival
            by SEQadmin2



            Cancer survival rates have significantly increased in the last few decades in the United States, reaching a combined 70% 5-year survival rate by 2021. Behind this number, there are years of research to find new therapies, drug targets, and early detection methods. But there is one core challenge that keeps slowing down these advances, and it’s about drug resistance.

            There is no single reason why many patients don’t respond to treatment as expected. Cancer is...
            07-08-2026, 05:17 AM
          • GATTACAT
            Reply to Nine Things a Sample Prep Scientist Thinks About Before Sequencing
            by GATTACAT
            Love this - good data definitely starts from good input, and poor input can only give relatively poor data. I particularly like the mention of Nanodrop/absorbance based methods for quantification. It's such a toss up if you'll get an accurate reading or what amounts to a randomly generated number, and a lot of library/sequencing related issues can be traced back to poor quant.
            07-01-2026, 11:43 AM

          ad_right_rmr

          Collapse

          News

          Collapse

          Topics Statistics Last Post
          Started by SEQadmin2, 07-13-2026, 10:26 AM
          0 responses
          28 views
          0 reactions
          Last Post SEQadmin2  
          Started by SEQadmin2, 07-09-2026, 10:04 AM
          0 responses
          37 views
          0 reactions
          Last Post SEQadmin2  
          Started by SEQadmin2, 07-08-2026, 10:08 AM
          0 responses
          25 views
          0 reactions
          Last Post SEQadmin2  
          Started by SEQadmin2, 07-07-2026, 11:05 AM
          0 responses
          35 views
          0 reactions
          Last Post SEQadmin2  
          Working...