Measuring functional similarity of lncRNAs based on variable K-mer profiles of nucleotide sequences.

Long non-coding RNAs are a class of essential non-coding RNAs with a length of more than 200 nts. Recent studies have indicated that lncRNAs have various complex regulatory functions, which play great impacts on many fundamental biological processes. However, measuring the functional similarity between lncRNAs by traditional wet-experiments is time-consuming and labor intensive, computational-based approaches have been an effective choice to tackle this problem. Meanwhile, most sequences-based computation methods measure the functional similarity of lncRNAs with their fixed length vector representations, which could not capture the features on larger k-mers. Therefore, it is urgent to improve the predict performance of the potential regulatory functions of lncRNAs. In this study, we propose a novel approach called MFSLNC to comprehensively measure functional similarity of lncRNAs based on variable k-mer profiles of nucleotide sequences. MFSLNC employs the dictionary tree storage, which could comprehensively represent lncRNAs with long k-mers. The functional similarity between lncRNAs is evaluated by the Jaccard similarity. MFSLNC verified the similarity between two lncRNAs with the same mechanism, detecting homologous sequence pairs between human and mouse. Besides, MFSLNC is also applied to lncRNA-disease associations, combined with the association prediction model WKNKN. Moreover, we also proved that our method can more effectively calculate the similarity of lncRNAs by comparing with the classical methods based on the lncRNA-mRNA association data. The detected AUC value of prediction is 0.867, which achieves good performance in the comparison of similar models.

Expression, purification and characterization of a recombinant antimicrobial peptide Hispidalin in Pichia pastoris.

Hispidalin is a novel antimicrobial peptide isolated from the seeds of Benincasa hispida and is reported to have broad antimicrobial activity against various bacterial and fungal pathogens. To produce significant amounts of Hispidalin, a recombinant Hispidalin with an N-terminal 6 × His tag and an enterokinase sequence, for the first time, was successfully expressed in Escherichia coli or Pichia pastoris cell factory. Results showed that the E. coli-derived recombinant Hispidalin did not show any antimicrobial activity against all the tested strains, whereas the P. pastoris-derived recombinant Hispidalin (rHispidalin) showed a broad antibacterial spectrum against five pathogenic bacteria of both Gram-negative and Gram-positive. rHispidalin also has bactericidal activity and completely killed all of the Staphylococcus aureus within 40 min. Additionally, rHispidalin showed a broad range of thermostability and pH stability, and a hemolytic activity of less than 2% even at a concentration of 300 µg/ml; it was resistant to trypsin and proteinase K, but was moderately sensitive to pepsin and papain. Moreover, rHispidalin effectively permeabilized the cytoplasmic membrane and disrupted the morphology of targeted bacterial cells. After an initial optimization was performed, the amount of rHispidalin accumulation could reach as high as 98.6 µg/ml. These results indicate that Hispidalin could be produced on a large scale by P. pastoris and has a great potential to be utilized as a new antibacterial agent for further development.

Efficient production of a recombinant Venerupis philippinarum defensin (VpDef) in Pichia pastoris and characterization of its antibacterial activity and stability.

VpDef is a novel defensin isolated from the clam Venerupis philippinarum. Previously it was expressed in Escherichia coli; however, the E. coli-derived recombinant VpDef did not show effective antimicrobial activity against Staphyloccocus aureus or the Gram-negative bacteria tested. As such, the goal of this study was to design, express, and purify a recombinant VpDef (rVpDef) in Pichia pastoris and to determine its antibacterial potency and stability. A 6.9 KDa rVpDef was successfully expressed as a secreted peptide in P. pastoris, and the amount of rVpDef accumulation was shown to reach as high as approximate 60 µg per 1 ml of culture medium only after an initial optimization was performed. The purified rVpDef demonstrated a broad antibacterial spectrum and was active against six typical common bacteria, both Gram-positive and Gram-negative. A minimal inhibition concentration of as low as 50 µg/ml was observed for rVpDef against the growth of E. coli O157 (ATCC 35150). Moreover, rVpDef was tolerant to temperature shock and proteinase digestion and maintained a high stability over a relatively broad pH range. In addition, rVpDef had a low hemolytic activity against rabbit erythrocytes. Taken together, this study demonstrated that rVpDef could be produced in a large-scale manner in P. pastoris and has a good antibacterial activity and suitable stability. This is the first report on heterologous expression of a biologically active VpDef in P. pastoris, supporting its use for both research and application purposes.