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 Determining cellular heterogeneity in the human prostate with single-cell RNA sequencing
 ========================================================================================
-Contact: Gervaise H. Henry
-Department: Urology
+* Contact: Gervaise H. Henry
+* Email: gervaise.henry@gutsouthwestern.edu
+* Institution: UT Southwestern Medical Center
+* Department: Urology
 
-#Data Analysis
+# Data Analysis
 * Requirements:
 	* 10x CellRanger analyzed data:
 		* "filtered\_gene\_bc\_matrice_mex" folder
@@ -31,7 +33,7 @@ Department: Urology
 	* sc_Table (produce tables of population differences between samples)
 
 * Genesets
-	* "regev\_lab\_cell\_cycle\_genes.txt" G2M and S phase genes from **Triosh et al, 2015**
+	* "regev\_lab\_cell\_cycle\_genes.txt" G2M and S phase genes from [*Genome Res. 2015 Dec; 25(12): 1860–1872*](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4665007/)
 	* "DEG\_C2.CGP.M10970.txt" MSigDB C2 Chemical and Genetic Perturbations M10970 **CHUANG\_OXIDATIVE\_STRESS\_RESPONSE\_UP**
 	* "DEG\_Epi_2FC.txt" DWS generated DEGs of Epithelia from FACS population (bulk) RNA-sequencing
 	* "DEG\_FMSt_2FC.txt" DWS generated DEGs of Fibromuscular Stroma from FACS population (bulk) RNA-sequencing
@@ -41,7 +43,7 @@ Department: Urology
 	* "DEG\_C5.BP.M11704.txt" MSigDB C5 GO Biological Processes M11704 **GO\_CELL\_DIFFERENTIATION**
 	* "DEG\_C5.BP.M10794.txt" MSigDB C5 GO Biological Processes M10794 **GO\_SMOOTH\_MUSCLE\_CELL\_DIFFERENTIATION**
 	* "DEG\_C5.BP.M13024.txt" MSigDB C5 GO Biological Processes M13024 **GO\_REGULATION\_OF\_FIBROBLAST\_PROLIFERATION**
-	* "EurUrol.2005.NE.txt" Neuroendocrine markers from Table 1 of *"Neuroendocrine differentiation in prostate cancer: implecations for new  treatment modalities" European Urology 47.2 (2005): 147:155*
+	* "EurUrol.2005.NE.txt" Neuroendocrine markers from Table 1 of [*Eur Urol. 2005 Feb;47(2):147-55*](https://www.ncbi.nlm.nih.gov/pubmed/15661408)
 	* "Basal cells-signature-genes.csv" scRNA-Sequencing Lung Map generated top 20 DEGs for human lung Basal Cells
 	* "Normal AT2 cells-signature-genes.csv" scRNA-Sequecing Lung Map generated top 20 DEGs for human lung Alveolar Type 2 Cells
 	* "Club\_Goblet cells-signature-genes.csv" scRNA-Sequencing Lung Map generated top 20 DEGs for human lung Club/Goblet Cells