# Cheminformatics-driven discovery of natural isoquinoline alkaloid inhibitors of Beta-secretase I for Alzheimer’s management

**Authors:** Iqra Ahmad, Sara Waheed, Bader S. Alotaibi, Sumra Wajid Abbasi, Muhammad Umer Khan, Faiz Ur Rahman, Hanna Dib, Khaled Fahmi Fawy, Umar Nishan, Abid Ali, Aqal Zaman, Mohibullah Shah

PMC · DOI: 10.1371/journal.pone.0343717 · PLOS One · 2026-03-02

## TL;DR

This study identifies natural compounds that may inhibit a key enzyme involved in Alzheimer's disease, offering potential new drug candidates.

## Contribution

The study introduces natural isoquinoline alkaloids as novel BACE1 inhibitors with drug-like properties and blood-brain barrier permeability.

## Key findings

- Palmatine and Berberine showed optimal drug-likeness and blood-brain barrier permeability.
- Molecular dynamics simulations confirmed the stability of Palmatine-BACE1 and Berberine-BACE1 complexes.
- Pharmacophore analysis revealed structural similarities between Palmatine, Berberine, and standard inhibitors.

## Abstract

Alzheimer’s disease (AD) is characterized by the gradual deterioration of cognitive functions, speech impairment, and memory loss. It can potentially be treated by targeting the beta-site amyloid precursor protein cleavage enzyme 1 (BACE1), which plays a key role in amyloid plaque formation, neurofibrillary tangles, and hyperphosphorylated tau protein. Current drugs have limitations in terms of safety, efficacy, and blood-brain barrier permeability. In view of this, this study was designed to determine the potential inhibitors of the BACE1 enzyme by virtual screening using a curated library of 415 natural products including terpenoids, phenolic compounds, and alkaloids from different medicinal plants. Based on the docking score and interaction analysis, 50 compounds were selected for the downstream analysis, such as ligand binding interactions, pharmacokinetics, druglikness and physicochemical parameters. Among the lead compounds, Palmatine (compound 45) and Berberine (compound 49), demonstrated optimal drug-likeness and blood-brain barrier permeability among the top compounds. 2-[(9Z,12Z)-heptadeca-9,12-dienyl]-6-hydroxybenzoic acid (compound 4) was inactive in most toxicity parameters. Pharmacophore analysis revealed that Palmatine and Berberine share similar features with the standard, highlighting their potential as effective compounds. Furthermore, structural chemistry analysis provided insights on their shared isoquinoline alkaloid framework, illustrating their structural similarities. Molecular dynamics simulations confirmed the stability of the Palmatine-BACE1 and Berberine-BACE1 complexes during a 50 ns production run. Overall, these findings highlighted the potential of Palmatine and Berberine as promising candidates for the experimental validation and the development of the drugs for the treatment of AD.

## Linked entities

- **Proteins:** BACE1 (beta-secretase 1)
- **Chemicals:** Palmatine (PubChem CID 19009), Berberine (PubChem CID 2353)
- **Diseases:** Alzheimer’s disease (MONDO:0004975)

## Full-text entities

- **Genes:** CYP2D6 (cytochrome P450 family 2 subfamily D member 6 (gene/pseudogene)) [NCBI Gene 1565] {aka CPD6, CYP2D, CYP2D7AP, CYP2D7BP, CYP2D7P2, CYP2D8P2}, APP (amyloid beta precursor protein) [NCBI Gene 351] {aka AAA, ABETA, ABPP, AD1, APPI, CTFgamma}, BACE1 (beta-secretase 1) [NCBI Gene 23621] {aka ASP2, BACE, HSPC104}, PGP (phosphoglycolate phosphatase) [NCBI Gene 283871] {aka AUM, G3PP, PGPase}, MAPT (microtubule associated protein tau) [NCBI Gene 4137] {aka DDPAC, FTD1, FTDP-17, MAPTL, MSTD, MTBT1}, DYNLL1 (dynein light chain LC8-type 1) [NCBI Gene 8655] {aka DLC1, DLC8, DNCL1, DNCLC1, LC8, LC8a}, CYP19A1 (cytochrome P450 family 19 subfamily A member 1) [NCBI Gene 1588] {aka ARO, ARO1, CPV1, CYAR, CYP19, CYPXIX}, App (amyloid beta precursor protein) [NCBI Gene 11820] {aka Abeta, Abpp, Adap, Ag, Cvap, E030013M08Rik}, CAT (catalase) [NCBI Gene 847], UBR5 (ubiquitin protein ligase E3 component n-recognin 5) [NCBI Gene 51366] {aka DD5, EDD, EDD1, HYD, NEDSBH}, ABCB1 (ATP binding cassette subfamily B member 1) [NCBI Gene 5243] {aka ABC20, CD243, CLCS, ENPAT, GP170, MDR1}, ACACA (acetyl-CoA carboxylase alpha) [NCBI Gene 31] {aka ACAC, ACACAD, ACACalpha, ACC, ACC1, ACCA}, Bace1 (beta-site APP cleaving enzyme 1) [NCBI Gene 23821] {aka ASP2, Bace}, CYP3A4 (cytochrome P450 family 3 subfamily A member 4) [NCBI Gene 1576] {aka CP33, CP34, CYP3A, CYP3A3, CYPIIIA3, CYPIIIA4}
- **Diseases:** diabetes (MESH:D003920), cancer (MESH:D009369), AD (MESH:D000544), disease (MESH:D004194), neurodegeneration (MESH:D019636), inflammatory (MESH:D007249), neurological disorders (MESH:D009461), NFTs (MESH:D055956), synaptic degeneration (MESH:D012183), obesity (MESH:D009765), age- (MESH:D019588), Toxicity (MESH:D064420), carcinogenicity (MESH:D011230), memory loss (MESH:D008569), neuropathy (MESH:D009422), impaired cognitive memory (MESH:D003072), amyloid plaques (MESH:D058225), neuronal loss (MESH:D009410), speech impairment (MESH:D013064), dementia (MESH:D003704), amyloid (MESH:C000718787)
- **Chemicals:** carbon (MESH:D002244), Palmatine (MESH:C005413), chalcones (MESH:D047188), protoberberine (MESH:C009090), O (MESH:D010100), Pi (MESH:D010716), Alkaloids (MESH:D000470), water (MESH:D014867), Razadyne (MESH:D005702), Terpenoids (MESH:D013729), flavanones (MESH:D044950), amino acid (MESH:D000596), Dieckol (MESH:C503840), lignans (MESH:D017705), Tellimagradin I (MESH:C087926), phenols (MESH:D010636), tannins (MESH:D013634), Aricept (MESH:D000077265), 1, 2, 3, 6-Tetra-O-galloyl-beta-D-glucose (-), Neferine (MESH:C057222), Exelon (MESH:D000068836), Na + (MESH:D012964), Sargachromenol (MESH:C503204), H (MESH:D006859), Cognex (MESH:D013619), MK-8931 (MESH:C000613570), flavones (MESH:D047309), Berberine (MESH:D001599), CA (MESH:D002118), glycoside (MESH:D006027), flavonoid (MESH:D005419), isoquinoline (MESH:C039109), Geraniin (MESH:C024603)
- **Species:** Mus musculus (house mouse, species) [taxon 10090], Cornus (genus) [taxon 4281], Homalomena occulta (species) [taxon 714477], Geranium thunbergii (species) [taxon 345239], Nelumbo nucifera (Indian lotus, species) [taxon 4432], Homo sapiens (human, species) [taxon 9606], Aloe vera (acibar, species) [taxon 34199], Ecklonia (genus) [taxon 105406], Sargassum serratifolium (species) [taxon 127450], Senna obtusifolia (species) [taxon 346985], PX clade (clade) [taxon 569578]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12952630/full.md

## Figures

10 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12952630/full.md

## References

44 references — full list in the complete paper: https://tomesphere.com/paper/PMC12952630/full.md

---
Source: https://tomesphere.com/paper/PMC12952630