MHtyper is an end-to-end pipeline for recognized the Forensic microhaplotypes in Nanopore sequencing data.

Overview

Overview

    MHtyper is an end-to-end pipeline for recognized the Forensic microhaplotypes in Nanopore sequencing data. It is implemented using Python.

MHtyper workflow

Step1:

 Sequencing data was filtered by NanoFilt and aligment with minimap2

Step2:

 Files with both BED and pileup format are generated

Step3:

 Phasing with margin ; Correction with isONcorrect; Haplotype analysis by MHtyper ; Integrate the analysis results to get the final micro haplotype results

Python environment construction and required software installation

   conda create -n MHtyper 
   conda activate MHtyper
   conda config --add channels bioconda 
   conda config --add channels
   conda-forge conda install -y NanoFilt minimap2 samtools bedtools

isONcorrect & Margin installation

  isONcorrect: https://github.com/ksahlin/isONcorrect [1] Margin: https://github.com/UCSC-nanopore-cgl/margin

# isONcorrect installation

   git clone https://github.com/ksahlin/isONcorrect.git
   cd isONcorrect 
   ./isONcorrect

# Marin installation
# step1:
   sudo apt-get install git make gcc g++ autoconf zlib1g-dev libcurl4-openssl-dev libbz2-dev libhdf5-dev
   wget https://github.com/Kitware/CMake/releases/download/v3.14.4/cmake-3.14.4-Linux-x86_64.sh && sudo mkdir /opt/cmake &&
   sudo sh cmake-3.14.4-Linux-x86_64.sh --prefix=/opt/cmake --skip-license && sudo ln -s /opt/cmake/bin/cmake
   /usr/local/bin/cmake cmake --version

# step2: Check out the repository and submodules:

   git clone https://github.com/UCSC-nanopore-cgl/margin.git
   cd margin git submodule update --init

# step3: Make build directory:

   mkdir build cd build

# step4: Generate Makefile and run:

   cmake .. 
   make ./margin

MHtyper installation

   git clone https://github.com/willow2333/MHtyper.git
   cd MHtyper 
   python run.py --h
   
   usage: run.py [-h] [--fastqfiles FASTQFILES] [--reference REFERENCE] [--prefix PREFIX] [--truthvcf TRUTHVCF] [--marginpath MARGINPATH]

    optional arguments:
      -h, --help            show this help message and exit
      --fastqfiles FASTQFILES
                            The input *.fq.gz files.
      --reference REFERENCE
                            The path of your ref.
      --prefix PREFIX       The name of your Sample, default is "Test".
      --truthvcf TRUTHVCF   The truth variant files in your research.
      --marginpath MARGINPATH
                            The setup path of "Margin".

Illustration

1.Test

   cd ./Test
   python ../run.py --fastqfiles test.fq.gz --reference path/hg19.fa --prefix Test --truthvcf truthvcf.txt  --marginpath path/margin

2. The sites vcf files needed

 The snp-sites.txt that contained the information of samples must needed

3. Output

 The analysis results of microhaplotypes is in finalphase.txt

Citation

  1.Sahlin, K., Medvedev, P. Error correction enables use of Oxford Nanopore technology for reference-free transcriptome analysis. Nat Commun 12, 2 (2021). https://doi.org/10.1038/s41467-020-20340-8 Link.

Email: Yiping Hou ([email protected]), Zheng Wang ([email protected]), Liu Qin ([email protected])

Owner
willow
willow
This is a GUI program that will generate a word search puzzle image

Word Search Puzzle Generator Table of Contents About The Project Built With Getting Started Prerequisites Installation Usage Roadmap Contributing Cont

11 Feb 22, 2022
Test finetuning of XLSR (multilingual wav2vec 2.0) for other speech classification tasks

wav2vec_finetune Test finetuning of XLSR (multilingual wav2vec 2.0) for other speech classification tasks Initial test: gender recognition on this dat

8 Aug 11, 2022
Multilingual Emotion classification using BERT (fine-tuning). Published at the WASSA workshop (ACL2022).

XLM-EMO: Multilingual Emotion Prediction in Social Media Text Abstract Detecting emotion in text allows social and computational scientists to study h

MilaNLP 35 Sep 17, 2022
TalkNet: Audio-visual active speaker detection Model

Is someone talking? TalkNet: Audio-visual active speaker detection Model This repository contains the code for our ACM MM 2021 paper, TalkNet, an acti

142 Dec 14, 2022
A repo for materials relating to the tutorial of CS-332 NLP

CS-332-NLP A repo for materials relating to the tutorial of CS-332 NLP Contents Tutorial 1: Introduction Corpus Regular expression Tokenization Tutori

Alok singh 9 Feb 15, 2022
A Persian Image Captioning model based on Vision Encoder Decoder Models of the transformers🤗.

Persian-Image-Captioning We fine-tuning the Vision Encoder Decoder Model for the task of image captioning on the coco-flickr-farsi dataset. The implem

Hamtech-ai 15 Aug 25, 2022
This repository describes our reproducible framework for assessing self-supervised representation learning from speech

LeBenchmark: a reproducible framework for assessing SSL from speech Self-Supervised Learning (SSL) using huge unlabeled data has been successfully exp

49 Aug 24, 2022
本插件是pcrjjc插件的重置版,可以独立于后端api运行

pcrjjc2 本插件是pcrjjc重置版,不需要使用其他后端api,但是需要自行配置客户端 本项目基于AGPL v3协议开源,由于项目特殊性,禁止基于本项目的任何商业行为 配置方法 环境需求:.net framework 4.5及以上 jre8 别忘了装jre8 别忘了装jre8 别忘了装jre8

132 Dec 26, 2022
Quick insights from Zoom meeting transcripts using Graph + NLP

Transcript Analysis - Graph + NLP This program extracts insights from Zoom Meeting Transcripts (.vtt) using TigerGraph and NLTK. In order to run this

Advit Deepak 7 Sep 17, 2022
EMNLP'2021: Can Language Models be Biomedical Knowledge Bases?

BioLAMA BioLAMA is biomedical factual knowledge triples for probing biomedical LMs. The triples are collected and pre-processed from three sources: CT

DMIS Laboratory - Korea University 41 Nov 18, 2022
The model is designed to train a single and large neural network in order to predict correct translation by reading the given sentence.

Neural Machine Translation communication system The model is basically direct to convert one source language to another targeted language using encode

Nishant Banjade 7 Sep 22, 2022
端到端的长本文摘要模型(法研杯2020司法摘要赛道)

端到端的长文本摘要模型(法研杯2020司法摘要赛道)

苏剑林(Jianlin Su) 334 Jan 08, 2023
pysentimiento: A Python toolkit for Sentiment Analysis and Social NLP tasks

A Python multilingual toolkit for Sentiment Analysis and Social NLP tasks

297 Dec 29, 2022
ChessCoach is a neural network-based chess engine capable of natural-language commentary.

ChessCoach is a neural network-based chess engine capable of natural-language commentary.

Chris Butner 380 Dec 03, 2022
Neural Lexicon Reader: Reduce Pronunciation Errors in End-to-end TTS by Leveraging External Textual Knowledge

Neural Lexicon Reader: Reduce Pronunciation Errors in End-to-end TTS by Leveraging External Textual Knowledge This is an implementation of the paper,

Mutian He 19 Oct 14, 2022
Translates basic English sentences into the Huna language (hoo-NAH)

huna-translator The Huna Language Translates basic English sentences into the Huna language (hoo-NAH). The Huna constructed language was developed in

Miles Smith 0 Jan 20, 2022
This repository collects together basic linguistic processing data for using dataset dumps from the Common Voice project

Common Voice Utils This repository collects together basic linguistic processing data for using dataset dumps from the Common Voice project. It aims t

Francis Tyers 40 Dec 20, 2022
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis (SV2TTS)

This repository is an implementation of Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis (SV2TTS) with a vocoder that works in real-time. Feel free to check my the

Corentin Jemine 38.5k Jan 03, 2023
An ActivityWatch watcher to pose questions to the user and record her answers.

aw-watcher-ask An ActivityWatch watcher to pose questions to the user and record her answers. This watcher uses Zenity to present dialog boxes to the

Bernardo Chrispim Baron 33 Dec 03, 2022
Chinese Pre-Trained Language Models (CPM-LM) Version-I

CPM-Generate 为了促进中文自然语言处理研究的发展,本项目提供了 CPM-LM (2.6B) 模型的文本生成代码,可用于文本生成的本地测试,并以此为基础进一步研究零次学习/少次学习等场景。[项目首页] [模型下载] [技术报告] 若您想使用CPM-1进行推理,我们建议使用高效推理工具BMI

Tsinghua AI 1.4k Jan 03, 2023