Cheminformatics bioprospection and experimental validation of corn silk for interventive type 2 diabetes therapeutics
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Abstract
Diabetes mellitus (DM) is one of the oldest known human diseases, with type 2 diabetes
mellitus (T2DM) being the most prevalent form. Type 2 diabetes mellitus (T2DM) is
characterized by elevated blood glucose levels due to defective insulin production and/or
resistance to insulin. If left untreated, it can lead to severe complications affecting various
body systems. While synthetic medications are commonly used to treat T2DM, their
associated drawbacks, such as high cost, inaccessibility and side effects, mitigate their
application in managing T2DM. Consequently, there has been a growing interest in natural
products with antidiabetic potential. Natural products, including medicinal plants and plantderived products, have been used for centuries, and their active compounds continue to be
explored for therapeutic applications. For example, corn silk (CS), a waste material of corn
cultivation, possesses several therapeutic properties, including antidiabetic potential.
Although, studies reporting the promising hypoglycaemic potentials of CS exist, its exact
mechanism of action remains incompletely elucidated, a research gap that was fulfilled in
this study through metabolomics, cheminformatics bioprospection and in vitro
experimental validation.
To identify the constituents in CS, ultra-performance liquid chromatography-mass
spectrometry analysis and principal component analysis was performed on its three extracts
(aqueous, hydro-ethanolic and ethanolic) at two developmental growth stages (premature
and mature). A library consisting of 128 metabolites was generated from all the samples of
CS with qualitative and quantitative variations observed between the two growth stages of
CS and the type of solvent used for extraction. Specifically, the mature CS had a higher
abundance of most metabolites, with the hydro-ethanolic extract of CS being the most
metabolites-rich compared to the aqueous and ethanolic extracts of CS. These metabolites
were thereafter subjected to bioprospection against the therapeutic targets, such as enzymes
and genes implicated in the pathogenesis of T2DM using computational techniques.
The modulatory role of CS metabolites on six enzymes implicated in the pathogenesis of
T2DM and its secondary complication, particularly alpha-amylase (AA), alpha-glucosidase
(AG), aldose reductase (AR), dipeptidyl peptidase-4 (DPP-4), protein tyrosine phosphatase
1B (PTP1B) and sorbitol dehydrogenase (SDH), was analysed using molecular docking
complemented with molecular dynamics (MD) simulation. Molecular docking analysis
identified aesculin (-8.1 kcal/mol), austricin (-7.8 kcal/mol), (6E)-1-(4-hydroxyphenyl)-7-
phenylhepta-4,6-dien-3-one (-9.9 kcal/mol), (-)-11-hydroxy-9,10-dihydrojasmonic acid
11-beta-D-glucoside (-8.6 kcal/mol), phaseic acid (-6.0 kcal/mol), and erythronolide B (-
9.2 kcal/mol) as compounds with the most negative scores against AA, AG, AR, DPP-4,
PTP1B and SDH, respectively. However, a further insight into the binding free energy
(ΔGbind) calculations of the putative leads against each enzyme over a 150-ns simulation
period revealed that R-7-butyl-6,8-dihydroxy-3-[(3e)-pent-3-en-1-yl]-3,4-
dihydroisochromen-1-one (BHP), 1-O-vanilloyl-beta-D-glucose (VBJ), (-)-11-hydroxy9,10-dihydrojasmonic acid 11-beta-D-glucoside (HDJ), p-coumaroyl malic acid (CMA), 2-
hydroxydecanedioic acid (HDA), and (-)-11-hydroxy-9,10-dihydrojasmonic acid 11-beta-D-glucoside (HDJ) hold remarkable therapeutic promise as modulators of AA, AG, AR,
DPP-4, PTP1B, and SDH, respectively. The post-MD dynamic simulation analysis and
interaction plots in each case revealed the formation of thermodynamically stable
complexes suggestive of the putative leads as potential modulators of the respective
investigated enzymes and their possible applications in the management of T2DM and its
secondary complications. Density functional theory (DFT) analysis was used to determine
the molecular characteristics of the top ranked CS metabolites identified to modulate the
investigated enzyme targets. Although the lower energy gaps, higher softness and lower
chemical hardness of the metabolites did not correlate with their high negative binding free
energy (potentially due to the observed relative residue fluctuations and increased surface
area of the targets upon ligand binding), their electrophilicity indices which were above 1.5
electron volt (eV) alluded to their strong electrophilic potential. This highlights their ability
to interact with amino acids with nucleophilic side chains of the target enzymes that is
indicative of enhanced specificity and binding to the enzymes.
Subsequently, a network pharmacology study was conducted to elucidate the relationship
between CS constituents and signaling pathways implicated in T2DM. The analysis
identified the cAMP pathway as the central signaling pathway, with adenosine receptor A1
(ADORA1), hydroxycarboxylic acid receptor 2 (HCAR2) and gamma-aminobutyric acid
type B subunit 1 (GABBR1) as key therapeutic targets. Gallicynoic acid (-48.74 kcal/mol),
dodecanedioc acid (-34.53 kcal/mol), and tetradecanedioc acid (-36.80 kcal/mol) interacted
effectively with ADORA1, HCAR2, and GABBR1, respectively, relative to the reference
standards (metformin and resveratrol) and formed thermodynamically stable complexes, as
indicated by post-MD analysis results. These findings suggest the compounds as potential
drug candidates for T2DM through modulation of cAMP pathway genes. The cAMP
pathway is implicated in the pathogenesis of T2DM through various levels including
glucagon and epinephrine-stimulated cAMP production, increased glucose release from the
liver, modulation of insulin signaling, insulin resistance and the regulation of gut hormone
secretion, including glucagon-like peptide-1.
To complement and validate the results obtained through network pharmacology as a
further way of elucidating the mechanism of antidiabetic action of CS, experimental
validation employing the use of HepG2 cells was performed. The effect of different CS
formulations on HepG2 cells was firstly assessed using the 3-(4,5-dimethylthiazol-2-yl)-
2,5-diphenyltetrazolium bromide (MTT) viability and glucose consumption assays,
followed by real-time polymerase chain reaction (RT-qPCR) to understand the effect of CS
on the expression of ADORA1 and GABBR1, the top two target genes modulated by the CS
metabolites as identified by the network pharmacology study. For the MTT assay, CS
extracts at concentrations 75 – 100 µg/mL promoted viability of HepG2 cells, with the
ethanolic extract of the mature CS being the most viable relative to the controls (insulinand metformin-treated) and the untreated cells. Generally, higher HepG2 cell viability and
glucose uptake were observed following treatment with mature CS extracts compared to
premature CS. Specifically, the most significant and enhanced glucose uptake level was
observed with both normal and insulin-resistant HepG2 cells following treatment with the
aqueous extracts of mature CS extract compared to the controls. Furthermore, compared to the untreated cells, as well as insulin- and metformin-administered cells, treatment with CS
extracts remarkably inhibited the expression of ADORA1 and GABBR1 in insulin-resistant
HepG2 cells with the most prominent effect observed with the aqueous extract of premature
CS. These observation with the CS aqueous extracts may be attributed to their relatively
higher abundance of the profiled metabolites such as gallicynoic acid B and tetradecanedioc
acid, which were more than 40% each by composition in both the mature and premature
extracts. These findings regarding the high concentrations of gallicynoic acid B and
tetradecanedioc acid in CS aqueous extracts are not only significant in modulating the
expression of ADORA1 and GABBR1, resulting in increased glucose uptake in the treated
cells but consistent with the results of MD simulation that profiled the two compounds as
putative leads against the two most significant therapeutic targets in the cAMP signalling
pathway associated with T2DM. Overall, the findings from this study have contributed to
the elucidation of the mechanisms of antidiabetic action of CS metabolites which would be
vital in the development of CS as a therapeutic agent for the management of T2DM and its
associated secondary complications.
Description
Submitted in fulfilment for the Degree of Master of Applied Science in Biotechnology, Durban University of Technology, Durban, South Africa, 2024.
Citation
DOI
https://doi.org/10.51415/10321/6106
