Seqanswers Leaderboard Ad

Collapse

Announcement

Collapse
No announcement yet.
X
 
  • Filter
  • Time
  • Show
Clear All
new posts

  • building a cladogram with 100,000 sequences...

    Are there any tools capable of performing multi sequence alignment and tree construction that can handle up to 100,000 sequences?

  • #2
    Originally posted by brachysclereid View Post
    Are there any tools capable of performing multi sequence alignment and tree construction that can handle up to 100,000 sequences?
    That many sequences is still pretty much in the intractable range, to my knowledge. There are tools that reportedly do alright with up to 10,000 sequences (although most of the ones I know of - SATCHMO, MUMMALS, etc) are designed for protein sequences, although MAFFT will handle protein or DNA.

    In order to do what you are asking, you really should cluster the sequences first, then align from smaller sets.

    MUSCLE's manual recommends using the UCLUST tool in USEARCH (http://www.drive5.com/usearch/) to reduce the number of alignments needed. And if you contact MUSCLE's author (http://www.drive5.com/muscle/about.htm) he mentions that he is working on something to leverage MUSCLE and USEARCH to deal with huge numbers of sequence alignments (without overly sacrificing accuracy).
    Michael Black, Ph.D.
    ScitoVation LLC. RTP, N.C.

    Comment


    • #3
      Are your sequences all from the same locus, e.g. amplicon sequenced? If so, the usual approach to build a phylogeny involves first taking a representative subset, say 500 sequences, and building a profile HMM using HMMer3 or building a SCFG using Infernal if the sequences are RNA with known secondary structure. With your HMM or SCFG in hand you can then quickly construct a multiple alignment of all 100k of them. see hmmalign. You can then feed the alignment to Morgan Price's FastTree or one of the other programs that can construct a phylogeny in subquadratic time.

      That approach works well if you care only about substitutions in the evolutionary history (this is what most people want since they usually hold the richest evolutionary signal). If you care about indel histories you will have to do a full multiple sequence alignment with something like MUSCLE, MAFFT or another tool. I am not aware of any indel history inference tools that can operate on such large datasets. Maybe someone else knows of such methods?

      Comment


      • #4
        Can you take a subset by looking at clusters ? Some good software for this purpose is RAMMCAP.

        Comment


        • #5
          RAxML should be able to handle that many tips, but it cannot align... GARLI is also efficient at making large trees from alignments, but I don't know what its upper limit is.

          Comment


          • #6
            building a cladogram with 100,000 sequences

            Thanks for all the advice. It will take a while to sort through all the possibilities. Perhaps clustering first will be a good approach.

            I'll make a post if I can get something to work. In the mean time other suggestions would be greatly appreciated!

            Comment

            Latest Articles

            Collapse

            • seqadmin
              Advancing Precision Medicine for Rare Diseases in Children
              by seqadmin




              Many organizations study rare diseases, but few have a mission as impactful as Rady Children’s Institute for Genomic Medicine (RCIGM). “We are all about changing outcomes for children,” explained Dr. Stephen Kingsmore, President and CEO of the group. The institute’s initial goal was to provide rapid diagnoses for critically ill children and shorten their diagnostic odyssey, a term used to describe the long and arduous process it takes patients to obtain an accurate...
              12-16-2024, 07:57 AM
            • seqadmin
              Recent Advances in Sequencing Technologies
              by seqadmin



              Innovations in next-generation sequencing technologies and techniques are driving more precise and comprehensive exploration of complex biological systems. Current advancements include improved accessibility for long-read sequencing and significant progress in single-cell and 3D genomics. This article explores some of the most impactful developments in the field over the past year.

              Long-Read Sequencing
              Long-read sequencing has seen remarkable advancements,...
              12-02-2024, 01:49 PM

            ad_right_rmr

            Collapse

            News

            Collapse

            Topics Statistics Last Post
            Started by seqadmin, 12-17-2024, 10:28 AM
            0 responses
            33 views
            0 likes
            Last Post seqadmin  
            Started by seqadmin, 12-13-2024, 08:24 AM
            0 responses
            49 views
            0 likes
            Last Post seqadmin  
            Started by seqadmin, 12-12-2024, 07:41 AM
            0 responses
            34 views
            0 likes
            Last Post seqadmin  
            Started by seqadmin, 12-11-2024, 07:45 AM
            0 responses
            46 views
            0 likes
            Last Post seqadmin  
            Working...
            X