# Ligand‐Based Pharmacophore Mapping and Virtual Screening for the Search of Biguanide‐Like Molecules With Antidiabetic Potentials Targeting Liver Kinase B1

**Authors:** Rumman Reza, Md. Nazmus Samdani, Niaz Morshed, Raihana Haque Jebin, Imtiaz Ahmed, Md. Selim Reza

PMC · DOI: 10.1155/bri/8369459 · Biochemistry Research International · 2026-02-19

## TL;DR

This study identifies new plant-based compounds that may act as better alternatives to metformin by targeting liver kinase B1 to improve diabetes treatment.

## Contribution

The study introduces novel phytochemicals with improved insulin-sensitizing potential targeting the LKB1 pathway using computational methods.

## Key findings

- Pharmacophore mapping and virtual screening identified four phytochemicals with good binding affinities and ADMET profiles.
- Molecular dynamics simulations confirmed the stability of LKB1 complexes with saussureamine C and agelastatin D.
- The findings suggest these compounds could serve as better antidiabetic agents than current biguanides.

## Abstract

Type 2 diabetes mellitus (T2DM) is a state where the body’s glucose metabolism is compromised. AMP‐activated protein kinase, or AMPK, has an important part to play in glucose metabolism, and the liver kinase B1 (LKB1) protein functions as a major upstream kinase for AMPK activation, thereby making it appealing therapeutic targets for treating and preventing T2DM. Drug resistance cases for biguanides like metformin is a serious concern and pose great threat to treatment success for diabetic patients. Thus, the hunt for biguanide‐like small molecules with enhanced insulin sensitizing potentials is necessary. In the present study, interaction between LKB1 and biguanides such as phenformin, metformin, and buformin has been thoroughly assessed using computational tools. Ligand‐based pharmacophore mapping of 29,000 phytochemicals collected from NPASS database was carried out. The screening was conducted to hunt novel antidiabetic compounds targeting LKB1 pathway to improve insulin sensitivity in T2DM. Molecular docking of 31 phytochemicals with good pharmacophore fit scores was then carried out to identify hit compounds. ADMET analysis was also utilized to screen down compounds. dragmacidin D, dioncopeltine A, saussureamine C, and agelastatin D have good binding affinities and acceptable ADMET parameters. Molecular dynamics simulation was carried out to confer the stability of ligand–protein complex under simulated human body conditions. After 100 nanoseconds molecular dynamics simulation, the LKB1 protein complexed with compounds (saussureamine C and agelastatin D) was found to be stable. The results of the current study can be useful in developing antidiabetic medications with enhanced insulin sensitization activates superior to those available in market.

## Linked entities

- **Proteins:** STK11 (serine/threonine kinase 11), PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1)
- **Chemicals:** metformin (PubChem CID 4091), phenformin (PubChem CID 8249), buformin (PubChem CID 2468), dragmacidin D (PubChem CID 15000037), dioncopeltine A (PubChem CID 185971), saussureamine C (PubChem CID 9998735), agelastatin D (PubChem CID 177418)
- **Diseases:** Type 2 diabetes mellitus (MONDO:0005148), T2DM (MONDO:0005148)

## Full-text entities

- **Genes:** PRKAB2 (protein kinase AMP-activated non-catalytic subunit beta 2) [NCBI Gene 5565], MS4A1 (membrane spanning 4-domains A1) [NCBI Gene 931] {aka B1, Bp35, CD20, CVID5, FMC7, LEU-16}, MARK3 (microtubule affinity regulating kinase 3) [NCBI Gene 4140] {aka CTAK1, KP78, PAR1A, Par-1a, VIPB}, PRKAA2 (protein kinase AMP-activated catalytic subunit alpha 2) [NCBI Gene 5563] {aka AMPK, AMPK2, AMPKa2, PRKAA}, NUAK2 (NUAK family kinase 2) [NCBI Gene 81788] {aka ANPH2, SNARK}, CAB39 (calcium binding protein 39) [NCBI Gene 51719] {aka CGI-66, MO25}, MARK4 (microtubule affinity regulating kinase 4) [NCBI Gene 57787] {aka MARK4L, MARK4S, MARKL1, MARKL1L, PAR-1D}, CAB39L (calcium binding protein 39 like) [NCBI Gene 81617] {aka MLAA-34, MO25-BETA, MO2L, bA103J18.3}, BRSK2 (BR serine/threonine kinase 2) [NCBI Gene 9024] {aka C11orf7, PEN11B, SAD-A, SAD1, SADA, STK29}, STRADA (STE20 related adaptor alpha) [NCBI Gene 92335] {aka LYK5, NY-BR-96, PMSE, STLK5, STRAD, STRAD alpha}, SIK3 (SIK family kinase 3) [NCBI Gene 23387] {aka L19, QSK, SEMDK, SIK-3}, Brp1 (brain protein 1) [NCBI Gene 109667] {aka A1, Brp-1}, STRADB (STE20 related adaptor beta) [NCBI Gene 55437] {aka ALS2CR2, CALS-21, ILPIP, ILPIPA, PAPK, PRO1038}, IL17A (interleukin 17A) [NCBI Gene 3605] {aka CTLA-8, CTLA8, IL-17, IL-17A, IL17, ILA17}, CAMKK2 (calcium/calmodulin dependent protein kinase kinase 2) [NCBI Gene 10645] {aka CAMKK, CAMKKB}, Stk11 (serine/threonine kinase 11) [NCBI Gene 20869] {aka Lkb1, Par-4}, AXIN1 (axin 1) [NCBI Gene 8312] {aka AXIN, CMDOH, PPP1R49}, MARK2 (microtubule affinity regulating kinase 2) [NCBI Gene 2011] {aka EMK-1, EMK1, MRD76, PAR-1, Par-1b, Par1b}, PRKAA1 (protein kinase AMP-activated catalytic subunit alpha 1) [NCBI Gene 5562] {aka AMPK, AMPK alpha 1, AMPKa1}, Stk11 (serine/threonine kinase 11) [NCBI Gene 314621] {aka Lkb1}, Prkaa2 (protein kinase, AMP-activated, alpha 2 catalytic subunit) [NCBI Gene 108079] {aka 2310008I11Rik, A830082D05, AMPKalpha2}, TGFB1 (transforming growth factor beta 1) [NCBI Gene 7040] {aka CAEND1, CED, DPD1, IBDIMDE, LAP, TGF-beta1}, SIK1 (salt inducible kinase 1) [NCBI Gene 150094] {aka DEE30, MSK, SIK, SIK-1, SIK1B, SNF1LK}, Nos1 (nitric oxide synthase 1, neuronal) [NCBI Gene 18125] {aka 2310005C01Rik, N-NOS, NC-NOS, NO, NOS, NOS-I}, SLC2A4 (solute carrier family 2 member 4) [NCBI Gene 6517] {aka GLUT4}, NUAK1 (NUAK family kinase 1) [NCBI Gene 9891] {aka ARK5}, PRKAB1 (protein kinase AMP-activated non-catalytic subunit beta 1) [NCBI Gene 5564] {aka AMPK, HAMPKb}, BRSK1 (BR serine/threonine kinase 1) [NCBI Gene 84446] {aka SAD-B, hSAD1}, St3gal5 (ST3 beta-galactoside alpha-2,3-sialyltransferase 5) [NCBI Gene 20454] {aka 3S-T, Siat9, [a]2}, MARK1 (microtubule affinity regulating kinase 1) [NCBI Gene 4139] {aka MARK, Par-1c, Par1c}, TP53 (tumor protein p53) [NCBI Gene 7157] {aka BCC7, BMFS5, LFS1, P53, TRP53}, PTEN (phosphatase and tensin homolog) [NCBI Gene 5728] {aka 10q23del, BZS, CWS1, DEC, GLM2, MHAM}, Stk24 (serine/threonine kinase 24) [NCBI Gene 223255] {aka 1810013H02Rik, MST-3, Mst3, STE20}, MAP3K7 (mitogen-activated protein kinase kinase kinase 7) [NCBI Gene 6885] {aka CSCF, FMD2, MEKK7, TAK1, TGF1a}, MELK (maternal embryonic leucine zipper kinase) [NCBI Gene 9833] {aka HPK38}, STK11 (serine/threonine kinase 11) [NCBI Gene 6794] {aka LKB1, PJS, hLKB1}, PPIG (peptidylprolyl isomerase G) [NCBI Gene 9360] {aka CARS-Cyp, CYP, SCAF10, SRCyp}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, SNRK (SNF related kinase) [NCBI Gene 54861] {aka HSNFRK}, SIK2 (salt inducible kinase 2) [NCBI Gene 23235] {aka LOH11CR1I, QIK, SIK-2, SNF1LK2}
- **Diseases:** T2DM (MESH:D003924), colorectal and breast cancer (MESH:D001943), congestive heart failure (MESH:D006333), hepatitis (MESH:D056486), PJS (MESH:D010580), coronary artery disease (MESH:D003324), diabetic nephropathy (MESH:D003928), arthritis (MESH:D001168), deaths (MESH:D003643), hypertension (MESH:D006973), leukemia (MESH:D007938), cytotoxic (MESH:D064420), Tumor suppressor serine/threonine protein kinase (OMIM:601308), insulin resistance (MESH:D007333), lung adenocarcinoma (MESH:D000077192), Stroke (MESH:D020521), metabolic dysfunction (MESH:D008659), hypoxia (MESH:D000860), inflammation (MESH:D007249), hyperglycemia (MESH:D006943), peripheral vascular disease (MESH:D016491), ear edema (MESH:D004427), cancer (MESH:D009369), Diabetes Mellitus (MESH:D003920)
- **Chemicals:** ATP (MESH:D000255), AMP (MESH:D000249), CYS (MESH:D003545), lipids (MESH:D008055), sesquiterpenes (MESH:D012717), hydrogen (MESH:D006859), Glucose (MESH:D005947), guanidine (MESH:D019791), 5-aminoimidazole-4-carboxamide ribose (-), saussureamine C (MESH:C000595384), Dragmacidin D (MESH:C470335), Phenformin (MESH:D010629), Na+ (MESH:D012964), Buformin (MESH:D002026), amino acid (MESH:D000596), Cl- (MESH:D002713), salicylate (MESH:D012459), carbohydrates (MESH:D002241), fatty acid (MESH:D005227), water (MESH:D014867), Metformin (MESH:D008687), glycogen (MESH:D006003), Biguanide (MESH:D001645), HCl (MESH:D006851), cholesterol (MESH:D002784), ethanol (MESH:D000431), blood glucose (MESH:D001786), resiniferatoxin (MESH:C024353), methanol (MESH:D000432), nitrogen (MESH:D009584), ADP (MESH:D000244), A-769662 (MESH:C512408), carbon (MESH:D002244)
- **Species:** Antrodiella albocinnamomea [taxon 594002], Feline leukemia virus (no rank) [taxon 11768], Rattus norvegicus (brown rat, species) [taxon 10116], Homo sapiens (human, species) [taxon 9606], Saussurea pulchella (species) [taxon 243817], Cryptococcus neoformans (Cryptococcus neoformans serotype A, species) [taxon 5207], Candida albicans (species) [taxon 5476], Bacillus subtilis (species) [taxon 1423], Escherichia coli (E. coli, species) [taxon 562], Pseudomonas aeruginosa (species) [taxon 287], Mus musculus (house mouse, species) [taxon 10090]
- **Cell lines:** P388 — Mus musculus (Mouse), Mouse lymphoma, Cancer cell line (CVCL_7222), A549 — Homo sapiens (Human), Lung adenocarcinoma, Cancer cell line (CVCL_0023)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12917864/full.md

## References

54 references — full list in the complete paper: https://tomesphere.com/paper/PMC12917864/full.md

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Source: https://tomesphere.com/paper/PMC12917864