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Web portal for human
APA outlier associated
rare variants atlas
A step-by-step guide
Data and methods
• We collected RNA-seq data and WGS data from the v8 release of the
GTEx project. The RNA-seq data contains 17,832 samples of 54
biological tissues from 838 donors. In the current study, we used 49 of
the tissues that with at least 70 samples. Original RNA-seq reads were
aligned with the human genome (hg38/GRCh38) using STAR v.2.5.2b.
The resulting sorted BAM files were converted into bedGraph formats
using BEDTools version 2.17.0 40.
• We called APA outlier (aOutlier) in a single tissue (single-tissue
aOutliers) and in multiple tissues (multitissue aOutliers). In brief, for
multitissue aOutliers, we calculated the median Z score on covariates
corrected APA usage for each APA event across all tissues for which
data were available, restricting to individuals with APA measurements in
at least five tissues. For each APA event, the multitissue aOutliers were
defined as individuals with an absolute median value of Z score greater
than 3. To account for situations where widespread aberrant APA might
occur in an individual due to non-genetic influences, we removed 11
individuals where the proportion of tested genes that were multitissue
outliers exceeded 1.5 times the interquartile range of the distribution of
proportion outlier genes across all individuals. The 11 individuals were
marked as global outliers. For single-tissue aOutlier calling, we
calculated a Z score for each APA event and defined single-tissue
aOutliers for each event in a single tissue as the individuals with the
absolute value of Z score greater than 3. The 11 individuals marked as
global outliers were also excluded in single-tissue aOutliers.
Part 1: Querying aOutliers/ipaOutliers of interest
Part 2: Genome browser
Part 3: Downloading data of aOutliers and the
related data of the watershed model
Part 1 Querying aOutliers/ipaOutliers of interest
Step 1:
Search a Gene ( e.g. SUGP1)
Step 2:
Select class of interest (e.g. 3’UTR)
Step 3:
Relevant results will
automatically show
A search function is also
available here.
Step 4:
Click “Scatter plot ”
Step 5:
Scatter plot for visualizing
Part 2 Genome browser
IGV.js was used to construct the frame of genome browser
Download SVG
Based on the hg38 genome
This process might consume some time to
load the frame. Thank you for waiting.
The information of the column
Search by gene symbol (e.g. DDX18), or genome position (e.g.
chr1:32,774,256-32,776,257)
When the frame was fully loaded, the figure is shown as follow:
Single tissue aQutliers
Mouse click to see
detailed information
Mouse click to
config tracks
The coordinate axis of the column
Part 3 Downloading data of aOutliers
and the related data of the watershed
model Step 1: Click
“DOWNLOAD”
Step 2:
Click any filename for Visualizing
and Downloading

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rareAPA_website.pptx

  • 1. Web portal for human APA outlier associated rare variants atlas A step-by-step guide
  • 2. Data and methods • We collected RNA-seq data and WGS data from the v8 release of the GTEx project. The RNA-seq data contains 17,832 samples of 54 biological tissues from 838 donors. In the current study, we used 49 of the tissues that with at least 70 samples. Original RNA-seq reads were aligned with the human genome (hg38/GRCh38) using STAR v.2.5.2b. The resulting sorted BAM files were converted into bedGraph formats using BEDTools version 2.17.0 40. • We called APA outlier (aOutlier) in a single tissue (single-tissue aOutliers) and in multiple tissues (multitissue aOutliers). In brief, for multitissue aOutliers, we calculated the median Z score on covariates corrected APA usage for each APA event across all tissues for which data were available, restricting to individuals with APA measurements in at least five tissues. For each APA event, the multitissue aOutliers were defined as individuals with an absolute median value of Z score greater than 3. To account for situations where widespread aberrant APA might occur in an individual due to non-genetic influences, we removed 11 individuals where the proportion of tested genes that were multitissue outliers exceeded 1.5 times the interquartile range of the distribution of proportion outlier genes across all individuals. The 11 individuals were marked as global outliers. For single-tissue aOutlier calling, we calculated a Z score for each APA event and defined single-tissue aOutliers for each event in a single tissue as the individuals with the absolute value of Z score greater than 3. The 11 individuals marked as global outliers were also excluded in single-tissue aOutliers.
  • 3. Part 1: Querying aOutliers/ipaOutliers of interest Part 2: Genome browser Part 3: Downloading data of aOutliers and the related data of the watershed model
  • 4. Part 1 Querying aOutliers/ipaOutliers of interest Step 1: Search a Gene ( e.g. SUGP1)
  • 5. Step 2: Select class of interest (e.g. 3’UTR)
  • 6. Step 3: Relevant results will automatically show A search function is also available here.
  • 8. Step 5: Scatter plot for visualizing
  • 9. Part 2 Genome browser IGV.js was used to construct the frame of genome browser Download SVG Based on the hg38 genome This process might consume some time to load the frame. Thank you for waiting.
  • 10. The information of the column Search by gene symbol (e.g. DDX18), or genome position (e.g. chr1:32,774,256-32,776,257) When the frame was fully loaded, the figure is shown as follow:
  • 12. Mouse click to see detailed information Mouse click to config tracks The coordinate axis of the column
  • 13. Part 3 Downloading data of aOutliers and the related data of the watershed model Step 1: Click “DOWNLOAD”
  • 14. Step 2: Click any filename for Visualizing and Downloading