demux_doublet_sim

Repository for Nextflow pipeline used in demuxSNP demultipelxing paper

Overall workflow

1. Simulate doublets

2. Benchmark methods

• Experiments 1: Vary doublet rate
• Experiment 2: Vary SNP subsetting

Inputs

Most inputs are specified in nextflow.config: container__souporcell: path to souporcell apptainer image, ideally at top level of project. bam_path: Path to demultiplexed bam files. barcodes_path: Path to demultiplexed barcodes. tenx: Path to barcodes.tsv, features.tsv ...

Stratum corneum nanotexture feature detection using deep learning and spatial analysis: a non-invasive tool for skin barrier assessment

This repository presents an objective, quantifiable method for assessing atopic dermatitis (AD) severity. The program integrates deep learning object detection with spatial analysis algorithms to accurately calculate the density of circular nano-size objects (CNOs), termed the Effective Corneocyte Topographical Index (ECTI). The ECTI demonstrates remarkable ...

EuCanImage FHIR ETL Implementation

This repository contains the ETL implementation for EuCanImage, encouraging semantic interoperability of the clinical data obtained in the studies by transforming it into a machine-readable format following FHIR standards. This parser uses FHIR Resources in order to create the dictionaries following a FHIR compliant structure.

• Code Language is written in Python 3.11. ...

EuCanImage FHIR ETL Implementation

This repository contains the ETL implementation for EuCanImage, encouraging semantic interoperability of the clinical data obtained in the studies by transforming it into a machine-readable format following FHIR standards. This parser uses FHIR Resources in order to create the dictionaries following a FHIR compliant structure.

• Code Language is written in Python 3.11. ...

EuCanImage FHIR ETL Implementation

This repository contains the ETL implementation for EuCanImage, encouraging semantic interoperability of the clinical data obtained in the studies by transforming it into a machine-readable format following FHIR standards. This parser uses FHIR Resources in order to create the dictionaries following a FHIR compliant structure.

• Code Language is written in Python 3.11. ...

EuCanImage FHIR ETL Implementation

This repository contains the ETL implementation for EuCanImage, encouraging semantic interoperability of the clinical data obtained in the studies by transforming it into a machine-readable format following FHIR standards. This parser uses FHIR Resources in order to create the dictionaries following a FHIR compliant structure.

• Code Language is written in Python 3.11. ...

EuCanImage FHIR ETL Implementation

This repository contains the ETL implementation for EuCanImage, encouraging semantic interoperability of the clinical data obtained in the studies by transforming it into a machine-readable format following FHIR standards. This parser uses FHIR Resources in order to create the dictionaries following a FHIR compliant structure.

• Code Language is written in Python 3.11. ...

With this galaxy pipeline you can use Salmonella sp. next generation sequencing results to predict bacterial AMR phenotypes and compare the results against gold standard Salmonella sp. phenotypes obtained from food.

This pipeline is based on the work of the National Food Agency of Canada. Doi: 10.3389/fmicb.2020.00549

Correlation between Phenotypic and In Silico Detection of Antimicrobial Resistance in Salmonella enterica in Canada Using Staramr.

Doi: 10.3390/microorganisms10020292