Evidence map›Paper›PMID 41696315›Full record

ArticleACS omega2026

Theoretical Investigation of the Adsorption Behavior of Caffeine, Nicotine, and Dopamine Molecules Using 2D Monolayers.

Christopher Liu Feng, Xuan Luo

Abstract read
In one paragraph

Article in ACS omega, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Christopher Liu FengNational Graphene Research and Development Center, Springfield, Virginia 22151, United States.ORCID https://orcid.org/0009-0007-5783-6211
Xuan LuoNational Graphene Research and Development Center, Springfield, Virginia 22151, United States.ORCID https://orcid.org/0000-0002-0592-0610

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Previous research on caffeine has shown it to have positive effects while also causing certain diseases; nicotine has been proven to have many adverse effects and is highly addictive; and dopamine is a key neurotransmitter but can also bring complications to human health. The adsorption behavior of caffeine, nicotine, and dopamine molecules on boron nitride, graphene, and silicene monolayers was systematically investigated using first-principles calculations based on density functional theory (DFT). The optimized atomic structures, adsorption energies, charge transfer distributions, and band structures were analyzed to evaluate the adsorption behavior of these molecules and the 2D monolayers. Results show that adsorption on boron nitride and graphene is generally weak with dopamine exhibiting the strongest interaction among the three molecules. In contrast, silicene demonstrates significantly stronger adsorption for the three molecules with notable reductions in adsorption distance and substantial modifications to its electronic structure, including the opening of small band gaps for caffeine and nicotine. The inclusion of van der Waals corrections was found to be critical, consistently enhancing the adsorption energies across all systems. Overall, silicene emerges as the most promising candidate for the adsorption of caffeine, nicotine, and dopamine, which paved the way to explore new functional materials.

Identifiers

PMID41696315
PMCPMC12903138

What OpenQuestion holds

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LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.