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-rwxr-xr-xscripts/maintenance/datastructure.py177
-rwxr-xr-xscripts/maintenance/load_phenotypes.py43
-rw-r--r--scripts/maintenance/utilities.py89
-rw-r--r--wqflask/wqflask/correlation/correlation_gn3_api.py127
-rw-r--r--wqflask/wqflask/templates/test_correlation_page.html8
-rw-r--r--wqflask/wqflask/templates/tutorials.html1
-rw-r--r--wqflask/wqflask/views.py4
7 files changed, 386 insertions, 63 deletions
diff --git a/scripts/maintenance/datastructure.py b/scripts/maintenance/datastructure.py
new file mode 100755
index 00000000..9f3e8b1e
--- /dev/null
+++ b/scripts/maintenance/datastructure.py
@@ -0,0 +1,177 @@
+import utilities
+
+def get_probesetfreezes(inbredsetid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT ProbeSetFreeze.`Id`, ProbeSetFreeze.`Name`, ProbeSetFreeze.`FullName`
+ FROM ProbeSetFreeze, ProbeFreeze
+ WHERE ProbeSetFreeze.`ProbeFreezeId`=ProbeFreeze.`Id`
+ AND ProbeFreeze.`InbredSetId`=%s
+ """
+ cursor.execute(sql, (inbredsetid))
+ return cursor.fetchall()
+
+def get_probesetfreeze(probesetfreezeid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT ProbeSetFreeze.`Id`, ProbeSetFreeze.`Name`, ProbeSetFreeze.`FullName`
+ FROM ProbeSetFreeze
+ WHERE ProbeSetFreeze.`Id`=%s
+ """
+ cursor.execute(sql, (probesetfreezeid))
+ return cursor.fetchone()
+
+def get_strains(inbredsetid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT Strain.`Id`, Strain.`Name`
+ FROM StrainXRef, Strain
+ WHERE StrainXRef.`InbredSetId`=%s
+ AND StrainXRef.`StrainId`=Strain.`Id`
+ ORDER BY StrainXRef.`OrderId`
+ """
+ cursor.execute(sql, (inbredsetid))
+ return cursor.fetchall()
+
+def get_inbredset(probesetfreezeid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT InbredSet.`Id`, InbredSet.`Name`, InbredSet.`FullName`
+ FROM InbredSet, ProbeFreeze, ProbeSetFreeze
+ WHERE InbredSet.`Id`=ProbeFreeze.`InbredSetId`
+ AND ProbeFreeze.`Id`=ProbeSetFreeze.`ProbeFreezeId`
+ AND ProbeSetFreeze.`Id`=%s
+ """
+ cursor.execute(sql, (probesetfreezeid))
+ return cursor.fetchone()
+
+def get_species(inbredsetid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT Species.`Id`, Species.`Name`, Species.`MenuName`, Species.`FullName`
+ FROM InbredSet, Species
+ WHERE InbredSet.`Id`=%s
+ AND InbredSet.`SpeciesId`=Species.`Id`
+ """
+ cursor.execute(sql, (inbredsetid))
+ return cursor.fetchone()
+
+def get_genofreeze_byinbredsetid(inbredsetid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT GenoFreeze.`Id`, GenoFreeze.`Name`, GenoFreeze.`FullName`, GenoFreeze.`InbredSetId`
+ FROM GenoFreeze
+ WHERE GenoFreeze.`InbredSetId`=%s
+ """
+ cursor.execute(sql, (inbredsetid))
+ return cursor.fetchone()
+
+def get_nextdataid_genotype():
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT GenoData.`Id`
+ FROM GenoData
+ ORDER BY GenoData.`Id` DESC
+ LIMIT 1
+ """
+ cursor.execute(sql)
+ re = cursor.fetchone()
+ dataid = re[0]
+ dataid += 1
+ return dataid
+
+def get_nextdataid_phenotype():
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT PublishData.`Id`
+ FROM PublishData
+ ORDER BY PublishData.`Id` DESC
+ LIMIT 1
+ """
+ cursor.execute(sql)
+ re = cursor.fetchone()
+ dataid = re[0]
+ dataid += 1
+ return dataid
+
+def get_nextorderid_strainxref(inbredsetid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT StrainXRef.`OrderId`
+ FROM StrainXRef
+ WHERE StrainXRef.`InbredSetId`=%s
+ ORDER BY StrainXRef.`OrderId` DESC
+ LIMIT 1
+ """
+ cursor.execute(sql, (inbredsetid))
+ re = cursor.fetchone()
+ if re:
+ orderid = re[0] + 1
+ else:
+ orderid = 1
+ return orderid
+
+def insert_strain(inbredsetid, strainname):
+ speciesid = get_species(inbredsetid)[0]
+ cursor, con = utilities.get_cursor()
+ sql = """
+ INSERT INTO Strain
+ SET
+ Strain.`Name`=%s,
+ Strain.`Name2`=%s,
+ Strain.`SpeciesId`=%s
+ """
+ cursor.execute(sql, (strainname, strainname, speciesid))
+
+def insert_strainxref(inbredsetid, strainid):
+ orderid = get_nextorderid_strainxref(inbredsetid)
+ cursor, con = utilities.get_cursor()
+ sql = """
+ INSERT INTO StrainXRef
+ SET
+ StrainXRef.`InbredSetId`=%s,
+ StrainXRef.`StrainId`=%s,
+ StrainXRef.`OrderId`=%s,
+ StrainXRef.`Used_for_mapping`=%s,
+ StrainXRef.`PedigreeStatus`=%s
+ """
+ cursor.execute(sql, (inbredsetid, strainid, orderid, "N", None))
+
+def get_strain(inbredsetid, strainname):
+ speciesid = get_species(inbredsetid)[0]
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT Strain.`Id`, Strain.`Name`
+ FROM Strain
+ WHERE Strain.`SpeciesId`=%s
+ AND Strain.`Name` LIKE %s
+ """
+ cursor.execute(sql, (speciesid, strainname))
+ return cursor.fetchone()
+
+def get_strainxref(inbredsetid, strainid):
+ cursor, con = utilities.get_cursor()
+ sql = """
+ SELECT StrainXRef.`StrainId`
+ FROM StrainXRef
+ WHERE StrainXRef.`InbredSetId`=%s
+ AND StrainXRef.`StrainId`=%s
+ """
+ cursor.execute(sql, (inbredsetid, strainid))
+ return cursor.fetchone()
+
+def get_strain_sure(inbredsetid, strainname, updatestrainxref=None):
+ strain = get_strain(inbredsetid, strainname)
+ if not strain:
+ insert_strain(inbredsetid, strainname)
+ strain = get_strain(inbredsetid, strainname)
+ strainxref = get_strainxref(inbredsetid, strain[0])
+ if not strainxref and updatestrainxref:
+ insert_strainxref(inbredsetid, strain[0])
+ return strain
+
+def get_strains_bynames(inbredsetid, strainnames, updatestrainxref=None):
+ strains = []
+ for strainname in strainnames:
+ strains.append(get_strain_sure(inbredsetid, strainname, updatestrainxref))
+ return strains
diff --git a/scripts/maintenance/load_phenotypes.py b/scripts/maintenance/load_phenotypes.py
index 759d2eec..aa02d0cd 100755
--- a/scripts/maintenance/load_phenotypes.py
+++ b/scripts/maintenance/load_phenotypes.py
@@ -1,3 +1,11 @@
+# Load Python3 environment with GN2 utilities:
+#
+# source /usr/local/guix-profiles/gn-latest-20210512/etc/profile
+#
+# and run
+#
+# python load_phenotypes.py [args...]
+
import sys
import csv
@@ -9,35 +17,34 @@ def main(argv):
config = utilities.get_config(argv[1])
print("config:")
for item in config.items('config'):
- print(("\t%s" % (str(item))))
+ print("\t%s" % (str(item)))
# var
inbredsetid = config.get('config', 'inbredsetid')
- print(("inbredsetid: %s" % inbredsetid))
+ print("inbredsetid: %s" % inbredsetid)
species = datastructure.get_species(inbredsetid)
speciesid = species[0]
- print(("speciesid: %s" % speciesid))
+ print("speciesid: %s" % speciesid)
dataid = datastructure.get_nextdataid_phenotype()
- print(("next data id: %s" % dataid))
+ print("next data id: %s" % dataid)
cursor, con = utilities.get_cursor()
# datafile
datafile = open(config.get('config', 'datafile'), 'r')
phenotypedata = csv.reader(datafile, delimiter='\t', quotechar='"')
- phenotypedata_head = next(phenotypedata)
- print(("phenotypedata head:\n\t%s" % phenotypedata_head))
+ phenotypedata_head = phenotypedata.next()
+ print("phenotypedata head:\n\t%s" % phenotypedata_head)
strainnames = phenotypedata_head[1:]
strains = datastructure.get_strains_bynames(inbredsetid=inbredsetid, strainnames=strainnames, updatestrainxref="yes")
# metafile
metafile = open(config.get('config', 'metafile'), 'r')
phenotypemeta = csv.reader(metafile, delimiter='\t', quotechar='"')
- phenotypemeta_head = next(phenotypemeta)
- print(("phenotypemeta head:\n\t%s" % phenotypemeta_head))
- print()
+ phenotypemeta_head = phenotypemeta.next()
+ print("phenotypemeta head:\n\t%s" % phenotypemeta_head)
# load
for metarow in phenotypemeta:
#
- datarow_value = next(phenotypedata)
- datarow_se = next(phenotypedata)
- datarow_n = next(phenotypedata)
+ datarow_value = phenotypedata.next()
+ datarow_se = phenotypedata.next()
+ datarow_n = phenotypedata.next()
# Phenotype
sql = """
INSERT INTO Phenotype
@@ -67,7 +74,7 @@ def main(argv):
))
rowcount = cursor.rowcount
phenotypeid = con.insert_id()
- print(("INSERT INTO Phenotype: %d record: %d" % (rowcount, phenotypeid)))
+ print("INSERT INTO Phenotype: %d record: %d" % (rowcount, phenotypeid))
# Publication
publicationid = None # reset
pubmed_id = utilities.to_db_string(metarow[0], None)
@@ -81,7 +88,7 @@ def main(argv):
re = cursor.fetchone()
if re:
publicationid = re[0]
- print(("get Publication record: %d" % publicationid))
+ print("get Publication record: %d" % publicationid)
if not publicationid:
sql = """
INSERT INTO Publication
@@ -109,7 +116,7 @@ def main(argv):
))
rowcount = cursor.rowcount
publicationid = con.insert_id()
- print(("INSERT INTO Publication: %d record: %d" % (rowcount, publicationid)))
+ print("INSERT INTO Publication: %d record: %d" % (rowcount, publicationid))
# data
for index, strain in enumerate(strains):
#
@@ -158,14 +165,14 @@ def main(argv):
cursor.execute(sql, (inbredsetid, phenotypeid, publicationid, dataid, ""))
rowcount = cursor.rowcount
publishxrefid = con.insert_id()
- print(("INSERT INTO PublishXRef: %d record: %d" % (rowcount, publishxrefid)))
+ print("INSERT INTO PublishXRef: %d record: %d" % (rowcount, publishxrefid))
# for loop next
dataid += 1
- print()
+ print
# release
con.close()
if __name__ == "__main__":
- print(("command line arguments:\n\t%s" % sys.argv))
+ print("command line arguments:\n\t%s" % sys.argv)
main(sys.argv)
print("exit successfully")
diff --git a/scripts/maintenance/utilities.py b/scripts/maintenance/utilities.py
new file mode 100644
index 00000000..886410c2
--- /dev/null
+++ b/scripts/maintenance/utilities.py
@@ -0,0 +1,89 @@
+import MySQLdb
+import re
+import configparser
+
+def get_cursor():
+ host = 'tux.uthsc.edu'
+ user = 'webqtlout'
+ passwd = 'webqtlout'
+ db = 'db_webqtl'
+ con = MySQLdb.Connect(db=db, host=host, user=user, passwd=passwd)
+ cursor = con.cursor()
+ return cursor, con
+
+def clearspaces(s, default=None):
+ if s:
+ s = re.sub('\s+', ' ', s)
+ s = s.strip()
+ return s
+ else:
+ return default
+
+def to_dic(keys, values):
+ dic = {}
+ for i in range(len(keys)):
+ key = keys[i]
+ value = values[i]
+ dic[key] = value
+ return dic
+
+def overlap(dic1, dic2):
+ keys = []
+ values1 = []
+ values2 = []
+ for key in dic1.keys():
+ if key in dic2:
+ value1 = dic1[key]
+ value2 = dic2[key]
+ if value1 and value2:
+ keys.append(key)
+ values1.append(value1)
+ values2.append(value2)
+ return keys, values1, values2
+
+def to_db_string(s, default):
+ if s:
+ s = s.strip()
+ if len(s) == 0:
+ return default
+ elif s == 'x':
+ return default
+ else:
+ return s
+ else:
+ return default
+
+def to_db_float(s, default):
+ if s:
+ s = s.strip()
+ if len(s) == 0:
+ return default
+ elif s == 'x':
+ return default
+ else:
+ try:
+ return float(s)
+ except:
+ return default
+ else:
+ return default
+
+def to_db_int(s, default):
+ if s:
+ s = s.strip()
+ if len(s) == 0:
+ return default
+ elif s == 'x':
+ return default
+ else:
+ try:
+ return int(s)
+ except:
+ return default
+ else:
+ return default
+
+def get_config(configfile):
+ config = configparser.ConfigParser()
+ config.read(configfile)
+ return config
diff --git a/wqflask/wqflask/correlation/correlation_gn3_api.py b/wqflask/wqflask/correlation/correlation_gn3_api.py
index 98d52591..46202ca3 100644
--- a/wqflask/wqflask/correlation/correlation_gn3_api.py
+++ b/wqflask/wqflask/correlation/correlation_gn3_api.py
@@ -41,27 +41,33 @@ def process_samples(start_vars, sample_names, excluded_samples=None):
return sample_data
+def merge_correlation_results(correlation_results, target_correlation_results):
+
+ corr_dict = {}
+
+ for trait_dict in target_correlation_results:
+ for trait_name, values in trait_dict.items():
+
+ corr_dict[trait_name] = values
+ for trait_dict in correlation_results:
+ for trait_name, values in trait_dict.items():
+
+ if corr_dict.get(trait_name):
+
+ trait_dict[trait_name].update(corr_dict.get(trait_name))
+
+ return correlation_results
+
+
def sample_for_trait_lists(corr_results, target_dataset,
this_trait, this_dataset, start_vars):
"""interface function for correlation on top results"""
- sample_data = process_samples(
- start_vars, this_dataset.group.samplelist)
- target_dataset.get_trait_data(list(sample_data.keys()))
- # should filter target traits from here
- _corr_results = corr_results
-
- this_trait = retrieve_sample_data(this_trait, this_dataset)
-
- this_trait_data = {
- "trait_sample_data": sample_data,
- "trait_id": start_vars["trait_id"]
- }
- results = map_shared_keys_to_values(
- target_dataset.samplelist, target_dataset.trait_data)
+ (this_trait_data, target_dataset) = fetch_sample_data(
+ start_vars, this_trait, this_dataset, target_dataset)
correlation_results = compute_all_sample_correlation(corr_method="pearson",
this_trait=this_trait_data,
- target_dataset=results)
+ target_dataset=target_dataset)
return correlation_results
@@ -105,6 +111,23 @@ def lit_for_trait_list(corr_results, this_dataset, this_trait):
return correlation_results
+def fetch_sample_data(start_vars, this_trait, this_dataset, target_dataset):
+
+ sample_data = process_samples(
+ start_vars, this_dataset.group.samplelist)
+ target_dataset.get_trait_data(list(sample_data.keys()))
+ this_trait = retrieve_sample_data(this_trait, this_dataset)
+ this_trait_data = {
+ "trait_sample_data": sample_data,
+ "trait_id": start_vars["trait_id"]
+ }
+
+ results = map_shared_keys_to_values(
+ target_dataset.samplelist, target_dataset.trait_data)
+
+ return (this_trait_data, results)
+
+
def compute_correlation(start_vars, method="pearson"):
"""compute correlation for to call gn3 api"""
# pylint: disable-msg=too-many-locals
@@ -114,36 +137,19 @@ def compute_correlation(start_vars, method="pearson"):
(this_dataset, this_trait, target_dataset,
sample_data) = create_target_this_trait(start_vars)
+ target_dataset_type = target_dataset.type
+ this_dataset_type = this_dataset.type
+
method = start_vars['corr_sample_method']
corr_return_results = int(start_vars.get("corr_return_results", 100))
corr_input_data = {}
if corr_type == "sample":
-
- sample_data = process_samples(
- start_vars, this_dataset.group.samplelist)
- target_dataset.get_trait_data(list(sample_data.keys()))
- this_trait = retrieve_sample_data(this_trait, this_dataset)
- this_trait_data = {
- "trait_sample_data": sample_data,
- "trait_id": start_vars["trait_id"]
- }
- results = map_shared_keys_to_values(
- target_dataset.samplelist, target_dataset.trait_data)
+ (this_trait_data, target_dataset_data) = fetch_sample_data(
+ start_vars, this_trait, this_dataset, target_dataset)
correlation_results = compute_all_sample_correlation(corr_method=method,
this_trait=this_trait_data,
- target_dataset=results)
-
- # do tissue correaltion
-
- # code to be use later
-
- # tissue_result = tissue_for_trait_lists(
- # correlation_results, this_dataset, this_trait)
- # # lit spoils the party so slow
- # lit_result = lit_for_trait_list(
- # correlation_results, this_dataset, this_trait)
-
+ target_dataset=target_dataset_data)
elif corr_type == "tissue":
trait_symbol_dict = this_dataset.retrieve_genes("Symbol")
@@ -172,7 +178,50 @@ def compute_correlation(start_vars, method="pearson"):
conn=conn, trait_lists=list(geneid_dict.items()),
species=species, gene_id=this_trait_geneid)
- return correlation_results[0:corr_return_results]
+ correlation_results = correlation_results[0:corr_return_results]
+
+ compute_all = True # later to be passed as argument
+
+ if (compute_all):
+
+ correlation_results = compute_corr_for_top_results(correlation_results,
+ this_trait,
+ this_dataset,
+ target_dataset,
+ corr_type)
+
+ correlation_data = {"correlation_results": correlation_results,
+ "this_trait": this_trait.name,
+ "target_dataset": start_vars['corr_dataset'],
+ "return_results": corr_return_results}
+
+ return correlation_data
+
+
+def compute_corr_for_top_results(correlation_results,
+ this_trait,
+ this_dataset,
+ target_dataset,
+ corr_type):
+ if corr_type != "tissue" and this_dataset.type == "ProbeSet" and target_dataset.type == "ProbeSet":
+
+ tissue_result = tissue_for_trait_lists(
+ correlation_results, this_dataset, this_trait)
+
+ correlation_results = merge_correlation_results(
+ correlation_results, tissue_result)
+
+ if corr_type != "lit" and this_dataset.type == "ProbeSet" and target_dataset.type == "ProbeSet":
+ lit_result = lit_for_trait_list(
+ correlation_results, this_dataset, this_trait)
+
+ correlation_results = merge_correlation_results(
+ correlation_results, lit_result)
+
+ if corr_type != "sample":
+ pass
+
+ return correlation_results
def do_lit_correlation(this_trait, this_dataset):
diff --git a/wqflask/wqflask/templates/test_correlation_page.html b/wqflask/wqflask/templates/test_correlation_page.html
index 037e9735..0809b65e 100644
--- a/wqflask/wqflask/templates/test_correlation_page.html
+++ b/wqflask/wqflask/templates/test_correlation_page.html
@@ -42,7 +42,7 @@
{% block content %}
<div class="correlation-title">
- <h3>Correlation Results for <span>Dataset_name</span> against <span><a href="">trait_name</a></span> for the top <span>all</span> Results</h3>
+ <h3>Correlation Results for <span>{{target_dataset}}</span> against <span><a href="">{{this_trait}}</a></span> for the top <span>{{return_results}}</span> Results</h3>
</div>
<div class="header-toggle-vis">
<h4 style="font-weight: bolder;padding: 5px 3px;">Toggle Columns</h4>
@@ -84,7 +84,6 @@
<script language="javascript" type="text/javascript" src="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.1/js/all.min.js"></script>
<script language="javascript" type="text/javascript" src="{{ url_for('js', filename='DataTablesExtensions/scroller/js/dataTables.scroller.min.js') }}"></script>
<script type="text/javascript">
- console.log("running this script")
let correlationResults = {{correlation_results|safe}}
// document.querySelector(".content").innerHTML =correlationResults
// parse the data
@@ -102,7 +101,7 @@
return new_dict;
})
-console.log(correlationResults)
+console.log(correlationResults)
</script>
@@ -138,7 +137,8 @@ console.log(correlationResults)
{
"targets":2,
"render":(data,type,row)=>{
- let urlLink = "/show_trait?trait_id=1453207_at&dataset=HC_M2_0606_P"
+ // should use a dynamic dataset name
+ let urlLink = `/show_trait?trait_id=${data}&dataset=HC_M2_0606_P`
let traitLink = `<a href=${urlLink}>${data}</a>`
return traitLink
},
diff --git a/wqflask/wqflask/templates/tutorials.html b/wqflask/wqflask/templates/tutorials.html
index ce5d0e3d..ed1b6f3a 100644
--- a/wqflask/wqflask/templates/tutorials.html
+++ b/wqflask/wqflask/templates/tutorials.html
@@ -10,6 +10,7 @@
<LI><A HREF="http://www.nervenet.org/tutorials/HS_Rat_Using_GeneNetwork_21Apr2020v7.pptx">Statistical and genetic functions,
and initial mapping results for Rat GWAS P50 as implemented in GeneNetwork.org</A></LI>
<LI><A HREF="https://opar.io/training/osga-webinar-series-2020.html">Webinar Series - Quantitative Genetics Tools for Mapping Trait Variation to Mechanisms, Therapeutics, and Interventions</A></LI>
+ <LI><A HREF="https://opar.io/training/osga-webinar-series-2020.html">TESTING</A></LI>
</UL>
<P></P>
</TD>
diff --git a/wqflask/wqflask/views.py b/wqflask/wqflask/views.py
index 3c875163..4834ee63 100644
--- a/wqflask/wqflask/views.py
+++ b/wqflask/wqflask/views.py
@@ -972,8 +972,8 @@ def corr_compute_page():
@app.route("/test_corr_compute", methods=["POST"])
def test_corr_compute_page():
- correlation_results = compute_correlation(request.form)
- return render_template("test_correlation_page.html", correlation_results=correlation_results)
+ correlation_data = compute_correlation(request.form)
+ return render_template("test_correlation_page.html", **correlation_data)
@app.route("/corr_matrix", methods=('POST',))
def corr_matrix_page():