Update README.md

README.md

@@ -11,11 +11,11 @@ UBC is a dataset comprising entities (Proteins/Drugs) from Uniprot (U), BindingD
 
 ## Dataset details
 #### Uniprot 
-Uniprot comprises of 573,227 proteins from SwissProt, which is the subset of manually curated entries within UniProt, including attributes with different modalities like the sequence (567,483 of them), full name, organism, protein family, description of its function, catalytics activity, pathways and its length. The number of edges are 38,665 of type \emph{target\_of} from Uniprot ids to both ChEMBL and Drugbank ids, and 196,133 interactants between Uniprot protein ids.
+Uniprot comprises of 573,227 proteins from SwissProt, which is the subset of manually curated entries within UniProt, including attributes with different modalities like the sequence (567,483 of them), full name, organism, protein family, description of its function, catalytics activity, pathways and its length. The number of edges are 38,665 of type target_of from Uniprot ids to both ChEMBL and Drugbank ids, and 196,133 interactants between Uniprot protein ids.
 #### BindingDB 
 BindingDB consists of 2,656,221 data points, involving 1.2 million compounds and 9,000 targets. Instead of utilizing the affinity score, we generate a triple for each combination of drugs and proteins. In order to prevent any data leakage, we eliminate overlapping triples with the TDC DTI dataset. As a result, the dataset concludes with a total of 2,232,392 triples.
 #### ChEMBL 
-ChemBL comprises of drug-like bioactive molecules, 10,261 ChEMBL ids with their corresponding SMILES were downloaded from OpenTargets \cite{opentargets}, from which 7,610 have a \textit{sameAs} link to drugbank id molecules. 
+ChemBL comprises of drug-like bioactive molecules, 10,261 ChEMBL ids with their corresponding SMILES were downloaded from OpenTargets, from which 7,610 have a *sameAs* link to drugbank id molecules. 
 
 <div align="center">
   <img src="https://raw.githubusercontent.com/IBM/otter-knowledge/main/assets/ubckg_example.jpg" alt="Example of UBC"/>