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. 2021 Jun 28;9(1):40. doi: 10.1007/s40203-021-00098-7

Table 2.

In-silico characterization of OAPEs of SARS- Cov-2 proteins as pro-inflammatory

Peptide epitope Random forest method score (Threshold 0.11) of peptide being IL-6 inducer/non-inducer4 SVM method score (Threshold 0.0) of peptide being IFN-γ inducer/non-inducer5 Probability of peptide being PIP/Non-PIP6
(Threshold 0.45)
YVYSRVKNL (Envelope protein) IL-6 inducer 0.86 IFN-γ non-inducer − 0.39 0.632 PIP
FVVFLLVTL (Envelope protein) IL-6 inducer 0.8 IFN-γ inducer 0.29 0.523 PIP
FLAFVVFLL (Envelope protein) IL-6 inducer 0.89 IFN-γ inducer 1.24 0.512 PIP
VLLFLAFVV (Envelope protein) IL-6 inducer 0.89 IFN-γ inducer 0.88 0.480 PIP
FLLVTLAIL (Envelope protein) IL-6 inducer 0.76 IFN-γ inducer 0.24 0.522 PIP
FAYANRNRF (Membrane Protein) IL-6 inducer 0.69 IFN-γ inducer 0.06 0.5828 PIP
FLFLTWICL (Membrane Protein) IL-6 inducer 0.66 IFN-γ inducer 0.16 0.543 PIP
FLWLLWPVT (Membrane Protein) IL-6 inducer 0.76 IFN-γ inducer 0.05 0.586 PIP
FVLAAVYRI (Membrane Protein) IL-6 inducer 0.81 IFN-γ inducer 0.30 0.632 PIP
WTAGAAAYY (Spike protein) IL-6 inducer 0.78 IFN-γ inducer 0.08 0.425 Non-PIP
VVFLHVTYV (Spike protein) IL-6 inducer 0.85 IFN-γ non-inducer − 0.30 0.540 PIP
FTISVTTEI (Spike protein) IL-6 inducer 0.82 IFN-γ non-inducer −0.29 0.5788 PIP
WTFGAGAAL (Spike protein) IL-6 inducer 0.71 IFN-γ inducer 0.04 0.424 Non-PIP
LTYTGAIKL Nucleocapsid phosphoprotein IL-6 inducer 0.88 IFN-γ non-inducer − 0.190 0.550 PIP
NCP1 (ARSVASQSI) (Spike protein) IL-6 non-inducer  < 0.11 IFN-γ non-inducer − 0.089 0.624 PIP
NCP2 (KEELDKYFK) (Spike protein) IL-6 non-inducer  < 0.11 IFN-γ non-inducer − 0.200 0.542 PIP
NCP3 (VSEETGTLI) (Envelope protein) IL-6 non-inducer  < 0.11 IFN-γ non-inducer − 0.732 0.561 PIP

All the shortlisted 14 OAPEs and the 3 NCPs were subjected to three different bio-informatics tools for characterizing them to be pro-inflammatory. Prediction of peptide for being Interleukin 6 (IL-6) inducer or non- inducer using IL-6-pred; Prediction of peptide being IFN-γ inducer or non- inducer using IFNepitope; Prediction of pro-inflammatory peptides (PIP) using PIP-EL server. We found all selected OAPEs were also predicted of inducing IL-6 in IL-6-Pred; IL-6 is a key biomarker for COVID-19 disease. Out of 14 OAPEs, 12 were predicted to be inducers of pro-inflammatory cytokines in PIP-EL server while 10 OAPEs were positive for inducing IFN-γ in IFNepitope server. All the 3 NCPs were predicted IL-6 non-inducer, IFN-γ non-inducer and pro-inflammatory cytokine inducer