Use Cases¶
Explore Gene CNVs¶
One of the main use cases for the Progenetix resource is the exploration of frequency and disease specificity of genes of interest. Traditionally, the relevance of somatic CNVs hitting a gene in the context of cancer are judged by
- the CNV frequency (i.e. in what fraction of samples the a CNV in this gene is being observed)
- the relative specificity, i.e. how CNVs in this gene compare to
- the overall amount of CNVs in the samples
- the local specificity, i.e. the "focality" of the CNVs
The Progenetix Search Page supports the exploration of regional CNVs through
- support for inserting positions of genes or cytobands into standard Beacon query parameter fields
- selection support for hierarchical disease annotations
- providing example queries as templates
The response of the queries for genomic variants provide some basic statistics, e.g. the relative frequencies of these variants for each classification code (e.g. NCIT, ICD-O) encountered in teh matched samples.
Example Procedure¶
- go to the Progenetix Search Page (or the equivalent page at other resources)
- retrive the gene coordinates by clicking the
Gene Spans
button and typing the start f a HUGO gene symbol (e.g.CDK
); select the gene of interest - the panel should now show the coordinates (start + end + reference/chromosome);
select
Apply
to insert the values into the form - the values represent the genome coordinates for the maximum coding region of the
gene; if you want to include the flanking regions, you can change the values
accordingly or convert into a bracket query by changing those to ranges around
start end end
- e.g. change the
start
value from60778331
to60000000-60778330
and theend
value from60794852
to60794853-61500000
; here the start bracket and the end brackets cover regions just outside the CDR, e.g. to match small CNVs that cober the whole region
- e.g. change the
- select the
Variant Type
Query Database
Visualize CNV patterns¶
The Progenetix resource contains pre-computed CNV frequency profiles for all diagnostic and technical (e.g. derived from a publication or technical platform) categories. These profiles provide a rapid overview of CNV events along the genome but also can serve for the exploration of possible genomic subsets hidden behind the overview profiles.
CNV profile clustering¶
Example Procedure¶
TBD
Download or Plot CNV Frequencies¶
Collation plots¶
The Progenetix resource provides pre-computed CNV frequencies for all its "collations" such as
- cancer types by e.g. NCIt, ICD-O morphology and topography codes
- experimental series, e.g. all samples from a given publication
- custom cohorts, e.g. all samples used in a Progenetix meta-analysis or external project such as TCGA
This data can be accessed through the Progenetix API in data and image format.
Interval frequencies are per default stored in a 1Mb binned format. More information about the API use can be found in the IntervalFrequencies API documentation.
Query-based histograms¶
The Progenetix Beacon responses - depending on their type - usually contain a handover
URL to retrieve CNV histogram and/or sample plots of the samples matched by the query.
The bycon
API now offers a direct access to the histograms without the need to deparse
JSON response first. The switch to the histogram is ionitiated by adding &output=histoplot
to the Beacon query URL. Then, the API will first query the samples and then perfor
a handover to the plotting API. Please be aware that this procedure is best suited for limited
queries and may lead to a time-out.
Examples:¶
- progenetix.org/services/sampleplots/?geneId=CDKN2A&variantType=EFO:0030067&variantMaxLength=2000000&filters=NCIT:C3058&output=histoplot
- a search for glioblastoma samples with a focal (here <= 2Mb) deletion in the CDKN2A locus
Example Procedure - Download CNV Frequencies¶
Typical cases for the use of collation-specific frequency data could be e.g. the visualization of CNV tracks with 3rd party tools such as Circos or integration in data analysis workflows, e.g. for comparing target genes to local, disease-specific CNV frequencies.
Getting cancer type CNV frequencies¶
All cancer codes for a given classification system can be retrieved though:
- NCIt cancer codes
NCIT
- ICD-O Morphologies
icdom
- progenetix.org/services/collations?collationTypes=icdom&deliveryKeys=id,label,count
- please be aware that we have to use transformed ICD-O codes; e.g.
"ICD-O 8500/3" is represented as
pgx:icdom-85003
(s/^(\d{4})\/(\d)$/pgx:icdom-$1$2/
)
- ICD-O Topographies
icdot
Download the data file¶
For any of those codes one can create a .pgxseg
file downloader link for the
"IntervalFrequencies" service:
Examples¶
- progenetix.org/services/intervalFrequencies/?output=pgxseg&filters=NCIT:C105555
- progenetix.org/services/intervalFrequencies/?output=pgxseg&filters=icdom-85003
Example Procedure - Download or embed CNV frequency plot¶
For the generation of CNV frequency plots, the same procedure as above for identifying existing frequency maps can be applied. CNV hsitograms in SVG format can be generated for download or embedding through a canonical service URL with added (single) collation code.
Examples¶
- progenetix.org/services/collationplots/?filters=pgx:icdom-85003
- progenetix.org/services/collationplots/?filters=PMID:22824167
Download Sample Data¶
The sample annotations for any type of query - particularly but not limited to
single identifier values - can be downloaded in either Beacon v2 JSON
or in a tab-delimited text format. You can also use &limit=
to limit the number of samples to download, &limit=0
indicates no limitations.
Examples¶
- Download all TCGA cancer samples from Progenetix as tab-delimited table
User-Provided CNV Data¶
The Progenetix resource has a limited option to visualize CNV data provided by the users. Data has to be formatted in a standard tab-delimited columnar format, preferably using the .pgxseg
file format. Additional information can be found on the upload service page:
The data is only temporary stored on the server with a randomiized access path. At this time we do not provide any long term or login protected data storage and do not store access data.
Example Procedure¶
TBD