Hostname: page-component-89b8bd64d-ksp62 Total loading time: 0 Render date: 2026-05-10T05:06:27.624Z Has data issue: false hasContentIssue false

Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and sub-cellular level

Published online by Cambridge University Press:  02 July 2021

Elias Ranjbari
Affiliation:
Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
Mai H. Philipsen
Affiliation:
Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
Zhaoying Wang
Affiliation:
Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
Andrew G. Ewing*
Affiliation:
Department of Chemistry and Molecular Biology, University of Gothenburg, Gothenburg, Sweden
*
*Author for correspondence: Andrew Ewing, E-mail: andrew.ewing@chem.gu.se
Rights & Permissions [Opens in a new window]

Abstract

(A) Microscope view during the intracellular vesicle impact electrochemical cytometry experiment (scale bar = 20 μm). (B) Normalised frequency histogram for the number of molecules stored in vesicles in control (blue) and modafinil-treated cells (red). The distribution fits are shown for control cells with a dashed line and modafinil-treated cells with a solid line. (C) Average of the number of molecules stored per vesicle in PC12 cells treated without (control) or with 10 μM modafinil. Number of analysed cells: control cells (15 cells) and modafinil-treated cells (18 cells). The results were compared by a two-tailed Mann–Whitney rank-sum test, *p < 0.05, **p < 0.01 and ***p < 0.001.

Modafinil is a mild psychostimulant-like drug enhancing wakefulness, improving attention and developing performance in various cognitive tasks, but its mechanism of action is not completely understood. This is the first combination of amperometry, electrochemical cytometry and mass spectrometry to interrogate the mechanism of action of a drug, here modafinil, at cellular and sub-cellular level. We employed single-cell amperometry (SCA) and intracellular vesicle impact electrochemical cytometry (IVIEC) to investigate the alterations in exocytotic release and vesicular catecholamine storage following modafinil treatment. The SCA results reveal that modafinil slows down the exocytosis process so that, the number of catecholamines released per exocytotic event is enhanced in the modafinil-treated cells. Also, IVIEC results offer an upregulation effect of modafinil on the vesicular catecholamine storage. Mass spectrometry imaging by time-of-flight secondary ion mass spectrometry (ToF-SIMS) illustrates that treatment with modafinil reduces the cylindrical-shaped phosphatidylcholine at the cellular membrane, while the high curvature lipids with conical structures such as phosphatidylethanolamine and phosphatidylinositol are elevated after modafinil treatment. Combining the results obtained by SCA, IVIEC and ToF-SIMS suggests that modafinil-treated cells release a larger portion of their vesicular content at least in part by changing the lipid composition of the cell membrane, suggesting regulation of cognition.

Information

Type
Research Article
Creative Commons
Creative Common License - CCCreative Common License - BYCreative Common License - NCCreative Common License - SA
This is an Open Access article, distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike licence (http://creativecommons.org/licenses/by-nc-sa/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the same Creative Commons licence is included and the original work is properly cited. The written permission of Cambridge University Press must be obtained for commercial re-use.
Copyright
© The Author(s), 2021. Published by Cambridge University Press
Figure 0

Fig. 1. (A) Microscope view during the single-cell amperometry (SCA) experiment (scale bar = 20 μm). (B) Normalised frequency histogram for the molecules released from control cells (blue) and modafinil (10 μM)-treated cells (red). The distribution fits are shown for control cells (dashed line) and modafinil-treated cells (solid line). (C–G) SCA results for exocytosis events after incubation of PC12 cells in modafinil at different concentrations [0 (control), 1, 10 and 100 μM]. (C) Number of molecules released per exocytosis events, (D) time of fusion pore opening (trise), (E) the time over which the pore remains open (thalf), (F) time for fusion pore closing (tfall) and (G) maximum current (Imax) caused by oxidation of catecholamines at the surface of the electrode. Number of analysed cells: control (15 cells), modafinil 1 μM (14 cells), modafinil 10 μM (14 cells) and modafinil 100 μM (16 cells). Each treatment result was compared with control by a two-tailed Mann–Whitney rank-sum test, *p < 0.05, **p < 0.01 and ***p < 0.001. (H) Representative average transient amperometric spikes for a control (black), and a 10 μM modafinil-treated cell (red).

Figure 1

Fig. 2. (A) Microscope view during the intracellular vesicle impact electrochemical cytometry experiment (scale bar = 20 μm). (B) Normalised frequency histogram for the number of molecules stored in vesicles in control (blue) and modafinil-treated cells (red). The distribution fits are shown for control cells with a dashed line and modafinil-treated cells with a solid line. (C) Average of the number of molecules stored per vesicle in PC12 cells treated without (control) or with 10 μM modafinil. Number of analysed cells: control cells (15 cells) and modafinil-treated cells (18 cells). The results were compared by a two-tailed Mann–Whitney rank-sum test, *p < 0.05, **p < 0.01 and ***p < 0.001.

Figure 2

Scheme 1. Suggested scheme for the different effects of modafinil on vesicle content and exocytosis. Control cell (A) and modafinil-treated cell (B). In the modafinil-treated cell, the combination of higher phosphatidylinositol (PI) and phosphatidylethanolamine (PE) in the membrane and the PE elevation leading to enhanced ATP levels change the cellular actin scaffold and allow the pore to stay open longer allowing a higher fraction of messenger to be released.

Figure 3

Fig. 3. Normalised intensity for positive lipid head groups at (A) m/z 166 (PC: [C5H13PO3N]+), (B) m/z 184 (PC: [C5H15PO4N]+) and (C) m/z 224 (PC: [C8H19PO4N]+) in the cell membrane as a function of modafinil concentration. Each treatment result was compared with control by a two-tailed Mann–Whitney rank-sum test, *p < 0.05, **p < 0.01 and ***p < 0.001.

Figure 4

Fig. 4. Normalised intensity for negative lipid head groups at (A) m/z 140 (PE: [C2H7PO4N]ˉ), (B) m/z 180 (PE: [C5H11PNO4]ˉ), (C) m/z 153 (PI: [C3H6PO5]ˉ) and (D) m/z 241 (PI: [C6H10PO8]) in the cell membrane as a function of modafinil concentration. Each treatment result was compared with control by a two-tailed Mann–Whitney rank-sum test, *p < 0.05, **p < 0.01 and ***p < 0.001.

Supplementary material: PDF

Ranjbari et al. supplementary material

Ranjbari et al. supplementary material

Download Ranjbari et al. supplementary material(PDF)
PDF 1.1 MB

Review: Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and sub-cellular level — R0/PR1

Conflict of interest statement

Reviewer declares none.

Comments

Comments to Author: This manuscript describes the effects of the drug modafinil on exocytotic vesicle release, the amount of the neurotransmitter catecholamine molecules released by PC12 cells, and the lipid composition in the cell membrane as detected by single-cell amperometry (SCA), intracellular vesicle impact electrochemical cytometry (IVIEC), and time-of-flight secondary ion mass spectrometry (TOF-SIMS).The results show that modafinil treatment significantly increased the number of catecholamine molecules released from the PC12 cells and slowed the kinetics of vesicle fusion pore opening. The authors concluded the higher number of catecholamine molecules released after modafinil treatment was due to longer time that the fusion pore remained open. The TOF-SIMS analysis of treated and untreated cells revealed increases in phosphatidylethanolamine and phosphatidylinositol, and an increase in phosphatidyl ethanolamine.These results were then discussed in the context of possible mechanisms for the drug’s mode of action.This manuscript has many strengths and very few weaknesses (if any).The strengths include the clarity of the manuscript, the care taken in performing the study, the statistical tests are sufficient, and the interpretation of the results are especially clear. Another strength of the manuscript is the clarity of the discussion of what the results might imply about the drugs effect on the cell. The closest thing that I could identify for a weakness is that the description of the SIMS analysis left me with a few questions, which are listed below.The authors may consider addressing these questions in the manuscript.

1.The lipids that were detected in positive ion mode decreased with increasing modafinil concentration, and the lipids that were detected in negative ion mode increased with increasing modafinil concentration.Is it possible that the drug treatment enhanced the ionization of the negative ions and decreased detection of the positive ions (perhaps an ionization effect that might be caused by residual drug on the cell surface or drug-induced changes in charged molecules within the cell membrane) as opposed to changing the concentration of the parent molecule?

2.Were the changes in lipid composition detected with TOF-SIMS restricted to the site of vesicle exocytosis, or were these changes reflective of the entire cell membrane?In other words, were the TOF-SIMS analyses restricted to the sites of vesicle exocytosis?If the changes may reflect the entire cell membrane, is it possible that the changes in lipid composition that were detected occur at all sites of exocytotic vesicle release, but the longer lifetime of these exocytotic events on the drug-treated cells makes them more abundant, and thus easier to detect on the drug-treated cells?

Review: Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and sub-cellular level — R0/PR2

Conflict of interest statement

This reviewer declare no conflict of interest.

Comments

Comments to Author: Ranjbari et al. Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and subcelular level. Authors introduce a very interesting study to elucidate one novel possible target of modafinil, a drug currently used in clinical practice for the treatment of several neurological diseases, notably for the therapy of narcolepsy. Although it is observed that modafinil full effects usually requires several weeks of treatment; just after 3-h incubation of PC12 cells with 0, 1, 10 and 100 µM modafinil; authors found: i) an increase in the released (dopamine) quantum size, which was not accompanied with an increase in the Imax but the spike duration; ii) a moderate increase in the quantum content of intravesicular dopamine and; iii) changes in the lipid composition of plasmalemma (a decrease in PC and an increase of PE), which could be compatible with changes in the dynamic of fusion pore formation and expansion.

Because the lack in the scientific literature of a good explanation of cellular mechanism of action of modafinil and its use as therapeutic agent and as its off-label use, this paper is of a large interest for the scientific community.

However, although the data could support the main conclusions of this study, I am missing some necessary controls.

Major.

- There are little drug treatments (besides L-DOPA) capable of increasing the amount of DA in secretory vesicles in the short time. This increase in quantum size could be caused either by an increase in the synthesis or by forcing the vesicular DA uptake. As cytosolic concentrations of catecholamines in PC12 cells are very low, the main mechanism for increasing the quantum size might be the activation of tyrosine hydroxylase. To exclude this possibility, I propose authors to measure the total DA content of cells (HPLC) with and without 3 h incubation with 10 µM of modafinil.

- Modafinil itself seems not to be an electroactive molecule. However, modafinic acid (its major metabolite) could be produced by esterases and amidases, resulting in a possible electroactive molecule detected by carbon fibre electrodes (false neurotransmitter). To exclude this possibility, I propose authors to:

i) Check whether modafinil produces changes in the oxidative currents using FIA with cyclic voltammetry.

ii) Check the conversion of modafinil to modafinic acid after 3 h incubation of PC12 cells (Dowling et al 2016, Drug testing and analysis. 9, 518-528).

- The statement that is the mitochondria the main target of the drug is too speculative, and it is not based in any experimental result. I think that this sentence should be removed.

- To my personal opinion, it results too difficult to conclude that a 3 h treatment can modify so drastically lipid composition of cells. Even more, cell membrane lipid composition is far to be homogeneous and well-established structures such as lipid rafts are patching the cell surface. I should be more cautious to reach these conclusions.

- pp 11, - Comment: changes in DA content and release are maximal and stabilized at 10 µM; however, the effects on lipids are larger at 100 µM. This is against the conclusion of the effects of fusion pore stability.

Minor.

- pp 2, line 47. Martinez

- pp 2, line 51. Ambiguous ’altering various neurotransmission’ I suggest been more precise using "increase or decrease" "amounts/activity" instead.

- pp 3, line 64. ’R-adrenergic’. What this mean?

- pp 3, line 69. It is not clear what the paradox is. Are the total DA increased or just the free extra-neuronal DA concentration resulted from DAT inhibition?

- pp 5, line 121. Comment: What was the criteria for choosing 3 h as incubation time?

- Figure 1. Comment: I suggest including a cartoon in the figure with two averaged spikes for showing the effects of the drug in the kinetics of exocytosis.

- pp 8, - Comment: the increase in the vesicle content in SCA was ≈67% whereas the increase using IVIEC was ≈ 45%. It means that most of the effect occurs during DA storage prior to fusion. I guess that this should be commented.

- pp 8, Figure 2 caption. There is not any indication of the concentration of modafinil used in these IVIEC experiments

- pp 10, line 245. Are you sure that cell membranes have low lipid content?

- pp 20, line 523, no title in this reference.

- pp 20, lin2 527, no title in this reference.

Recommendation: Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and sub-cellular level — R0/PR3

Comments

Comments to Author: Reviewer #1: This manuscript describes the effects of the drug modafinil on exocytotic vesicle release, the amount of the neurotransmitter catecholamine molecules released by PC12 cells, and the lipid composition in the cell membrane as detected by single-cell amperometry (SCA), intracellular vesicle impact electrochemical cytometry (IVIEC), and time-of-flight secondary ion mass spectrometry (TOF-SIMS).The results show that modafinil treatment significantly increased the number of catecholamine molecules released from the PC12 cells and slowed the kinetics of vesicle fusion pore opening. The authors concluded the higher number of catecholamine molecules released after modafinil treatment was due to longer time that the fusion pore remained open. The TOF-SIMS analysis of treated and untreated cells revealed increases in phosphatidylethanolamine and phosphatidylinositol, and an increase in phosphatidyl ethanolamine.These results were then discussed in the context of possible mechanisms for the drug’s mode of action.This manuscript has many strengths and very few weaknesses (if any).The strengths include the clarity of the manuscript, the care taken in performing the study, the statistical tests are sufficient, and the interpretation of the results are especially clear. Another strength of the manuscript is the clarity of the discussion of what the results might imply about the drugs effect on the cell. The closest thing that I could identify for a weakness is that the description of the SIMS analysis left me with a few questions, which are listed below.The authors may consider addressing these questions in the manuscript.

1.The lipids that were detected in positive ion mode decreased with increasing modafinil concentration, and the lipids that were detected in negative ion mode increased with increasing modafinil concentration.Is it possible that the drug treatment enhanced the ionization of the negative ions and decreased detection of the positive ions (perhaps an ionization effect that might be caused by residual drug on the cell surface or drug-induced changes in charged molecules within the cell membrane) as opposed to changing the concentration of the parent molecule?

2.Were the changes in lipid composition detected with TOF-SIMS restricted to the site of vesicle exocytosis, or were these changes reflective of the entire cell membrane?In other words, were the TOF-SIMS analyses restricted to the sites of vesicle exocytosis?If the changes may reflect the entire cell membrane, is it possible that the changes in lipid composition that were detected occur at all sites of exocytotic vesicle release, but the longer lifetime of these exocytotic events on the drug-treated cells makes them more abundant, and thus easier to detect on the drug-treated cells?

Reviewer #2: Ranjbari et al. Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and subcelular level. Authors introduce a very interesting study to elucidate one novel possible target of modafinil, a drug currently used in clinical practice for the treatment of several neurological diseases, notably for the therapy of narcolepsy. Although it is observed that modafinil full effects usually requires several weeks of treatment; just after 3-h incubation of PC12 cells with 0, 1, 10 and 100 µM modafinil; authors found: i) an increase in the released (dopamine) quantum size, which was not accompanied with an increase in the Imax but the spike duration; ii) a moderate increase in the quantum content of intravesicular dopamine and; iii) changes in the lipid composition of plasmalemma (a decrease in PC and an increase of PE), which could be compatible with changes in the dynamic of fusion pore formation and expansion.

Because the lack in the scientific literature of a good explanation of cellular mechanism of action of modafinil and its use as therapeutic agent and as its off-label use, this paper is of a large interest for the scientific community.

However, although the data could support the main conclusions of this study, I am missing some necessary controls.

Major.

- There are little drug treatments (besides L-DOPA) capable of increasing the amount of DA in secretory vesicles in the short time. This increase in quantum size could be caused either by an increase in the synthesis or by forcing the vesicular DA uptake. As cytosolic concentrations of catecholamines in PC12 cells are very low, the main mechanism for increasing the quantum size might be the activation of tyrosine hydroxylase. To exclude this possibility, I propose authors to measure the total DA content of cells (HPLC) with and without 3 h incubation with 10 µM of modafinil.

- Modafinil itself seems not to be an electroactive molecule. However, modafinic acid (its major metabolite) could be produced by esterases and amidases, resulting in a possible electroactive molecule detected by carbon fibre electrodes (false neurotransmitter). To exclude this possibility, I propose authors to:

i) Check whether modafinil produces changes in the oxidative currents using FIA with cyclic voltammetry.

ii) Check the conversion of modafinil to modafinic acid after 3 h incubation of PC12 cells (Dowling et al 2016, Drug testing and analysis. 9, 518-528).

- The statement that is the mitochondria the main target of the drug is too speculative, and it is not based in any experimental result. I think that this sentence should be removed.

- To my personal opinion, it results too difficult to conclude that a 3 h treatment can modify so drastically lipid composition of cells. Even more, cell membrane lipid composition is far to be homogeneous and well-established structures such as lipid rafts are patching the cell surface. I should be more cautious to reach these conclusions.

- pp 11, - Comment: changes in DA content and release are maximal and stabilized at 10 µM; however, the effects on lipids are larger at 100 µM. This is against the conclusion of the effects of fusion pore stability.

Minor.

- pp 2, line 47. Martinez

- pp 2, line 51. Ambiguous ’altering various neurotransmission’ I suggest been more precise using "increase or decrease" "amounts/activity" instead.

- pp 3, line 64. ’R-adrenergic’. What this mean?

- pp 3, line 69. It is not clear what the paradox is. Are the total DA increased or just the free extra-neuronal DA concentration resulted from DAT inhibition?

- pp 5, line 121. Comment: What was the criteria for choosing 3 h as incubation time?

- Figure 1. Comment: I suggest including a cartoon in the figure with two averaged spikes for showing the effects of the drug in the kinetics of exocytosis.

- pp 8, - Comment: the increase in the vesicle content in SCA was ≈67% whereas the increase using IVIEC was ≈ 45%. It means that most of the effect occurs during DA storage prior to fusion. I guess that this should be commented.

- pp 8, Figure 2 caption. There is not any indication of the concentration of modafinil used in these IVIEC experiments

- pp 10, line 245. Are you sure that cell membranes have low lipid content?

- pp 20, line 523, no title in this reference.

- pp 20, lin2 527, no title in this reference.

Recommendation: Combined electrochemistry and mass spectrometry imaging to interrogate the mechanism of action of modafinil, a cognition-enhancing drug, at the cellular and sub-cellular level — R1/PR4

Comments

Comments to Author: The authors have clarified issues raised by the reviewers.This paper is ready for publication.