supporting information molecular transport across ionic...

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Supporting Information Molecular Transport Across Ionic Liquid–Aqueous Electrolyte Interface in a MoS 2 nanopore Manish Shankla and Aleksei Aksimentiev* Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL *E-mail: [email protected] Contents Supporting Information Figures Figure S1: Distribution of K + and Cl - ions in phase separated system .......... 2 Figure S2: Electrical charge profile of all molecular species in phase separated system . 3 Figure S3: Solvation energy of K + and Cl - ions in IL-rich phase ............ 4 Figure S4: Self-diffusion coefficients of water, PF 6 and BMIM in IL and AS phases . . . 5 Figure S5: Distribution of molecular species across IL/AS interface at equilibrium and at 200 mV .......................................... 6 Figure S6: Evolution of the electrostatic potential in MoS 2 nanopore at 200 mV .... 7 Figure S7: Effect of MoS 2 force field on distribution of molecular species ........ 8 Figure S8: Effect of MoS 2 force field on ionic current magnitude ............. 9 Figure S9: Single nucleotide clustering in pure [Bmim][PF 6 ] and 1M KCl solution ... 10 Figure S10: Single nucleotide diffusivity in pure [Bmim][PF 6 ] and 1M KCl solution . . . 11 Figure S11: Distribution of PF 6 and BMIM around single nucleotides in pure [Bmim][PF 6 ] 12 Figure S12: Average lifetime of PF 6 and BMIM binding to nucleotides ......... 13 Figure S11: Distribution of PF 6 and BMIM around DNA homopolymers in pure [Bmim][PF 6 ] 14 Figure S14: Aggregation of hydrated nucleotides in IL ................... 15 Captions to Supplementary Movies 16–23 Supplementary References 24 1

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Page 1: Supporting Information Molecular Transport Across Ionic ...bionano.physics.illinois.edu/sites/default/files/publications/supporting/supporting...y [nm] -4 0 4 8 Figure S1. A 50/50

Supporting Information

Molecular Transport Across Ionic Liquid–Aqueous Electrolyte

Interface in a MoS2 nanopore

Manish Shankla and Aleksei Aksimentiev*Department of Physics, University of Illinois, 1110 W. Green St., Urbana, IL

*E-mail: [email protected]

Contents

Supporting Information FiguresFigure S1: Distribution of K+ and Cl− ions in phase separated system . . . . . . . . . . 2Figure S2: Electrical charge profile of all molecular species in phase separated system . 3Figure S3: Solvation energy of K+ and Cl− ions in IL-rich phase . . . . . . . . . . . . 4Figure S4: Self-diffusion coefficients of water, PF6 and BMIM in IL and AS phases . . . 5Figure S5: Distribution of molecular species across IL/AS interface at equilibrium and

at 200 mV . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 6Figure S6: Evolution of the electrostatic potential in MoS2 nanopore at 200 mV . . . . 7Figure S7: Effect of MoS2 force field on distribution of molecular species . . . . . . . . 8Figure S8: Effect of MoS2 force field on ionic current magnitude . . . . . . . . . . . . . 9Figure S9: Single nucleotide clustering in pure [Bmim][PF6] and 1M KCl solution . . . 10Figure S10: Single nucleotide diffusivity in pure [Bmim][PF6] and 1M KCl solution . . . 11Figure S11: Distribution of PF6 and BMIM around single nucleotides in pure [Bmim][PF6] 12Figure S12: Average lifetime of PF6 and BMIM binding to nucleotides . . . . . . . . . 13Figure S11: Distribution of PF6 and BMIM around DNA homopolymers in pure [Bmim][PF6] 14Figure S14: Aggregation of hydrated nucleotides in IL . . . . . . . . . . . . . . . . . . . 15

Captions to Supplementary Movies 16–23

Supplementary References 24

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y [nm] -4 0 4 8Figure S1. A 50/50 mixture of [Bmim][PF6] and water at equilibrium. The BMIM andPF6 molecules are shown using blue semi-transparent surfaces, K+ and Cl− ions as gold and cyanvan der Waals (vdW) spheres, respectively, and water molecules are not shown for clarity.

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-4 -2 0 2 4-80-40

040

Z-coordinate [nm]

Cha

rge

[e n

m-1] IL phase AS phaseAS

phaseWaterK+Cl-BmimPF6

Figure S2. Equilibrium profile of the electrical charge density for each molecular species acrossthe IL/AS interface as seen in the simulation of a 50/50 IL/AS mixture; the system is shown inFigure 1d. The profiles were averaged over the last 90 ns of the MD trajectory in 1.0 A bins.

3

Page 4: Supporting Information Molecular Transport Across Ionic ...bionano.physics.illinois.edu/sites/default/files/publications/supporting/supporting...y [nm] -4 0 4 8 Figure S1. A 50/50

ClK

IL rich VacuumIL rich

Z-coordinate [nm]

ba Vacuum

0 1 2 3 4 5-30

-25

-20

-15

-10

−5

0

PMF

[kca

l mol

-1]

Figure S3. Solvation free energy of K+ and Cl− in IL-rich phase. The solvation free energy of∆GCl/K = GIL rich − GVacuum was computed using the Adaptive Biasing Force (ABF) method [1]implemented in NAMD [2]. ABF calculates the free energy by estimating the average force appliedby the system along the reaction coordinate while simultaneously applying opposite force until theevolution of the system along the reaction coordinate is governed by diffusion. Sampling alongthe reaction coordinate is enhanced by performing several simulations in parallel within multiplenon-overlapping windows [3]. (a) Initial conditions illustrating the location of a K+ or Cl− ion (goldvdW sphere) in ten independent ABF simulation windows. Each simulation system contained asingle K+ or Cl− ion initially placed in one of the ten locations and a single counterion (cyan vdWsphere ) placed inside the IL-rich phase to ensure electrical neutrality of the system. The IL-richphase was saturated with water molecules at ∼ 19% of bulk water density. In each ABF window,samples were collected in 0.2 A bins and averaged over 2000 steps to determine the biasing force.Each ABF window was simulated for 12 ns. (b) Potential of mean force of a single Cl− (orangeline) and K+ (blue line) ion across the IL rich/vacuum interface (dashed line).

4

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Aqueous solution phaseIonic liquid rich phase

Diff

usio

n co

effic

ient

[10-5

cm

2 s-1]

0.0

1.0

2.0

3.0

Bmim PF6 Water

Figure S4. Self-diffusion coefficients of water, PF6 and BMIM in the IL and AS phases. Meansquared displacement of each molecule was calculated from 1 ns segments of the trajectory. Thediffusion coefficients for each segment were calculated by performing a linear least squares fit theMSD and taking 1/6 of the slope of the fitted lines. The diffusion coefficients from the independentsegments were averaged to compute the mean diffusion coefficient. The error bars are the standarddeviation of the mean diffusion coefficient.

5

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4080

0D

ensi

ty [a

tom

s nm

-3]

1.0

02.

0

-10 0-5 5 10Z-coordinate [nm]

[ato

ms

nm-3]

4080

0-10 0Z-coordinate [nm]

-5 5 10

Den

sity

[ato

ms

nm-3]

1.0

02.

0

Bmim

PF6

Water

KCl

a b

Bmim

PF6

KCl

Water

[ato

ms

nm-3]

0 V 200 mV

Figure S5. Number density profiles of the molecular species across the two-phase system at theend of a free-equilibration simulation (a) and a simulation carried out under a 200 mV bias (b)applied normal to the IL/AS interface. The profiles were computed from the last 10 ns of therespective simulation trajectories in 1.0 A bins.

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10 ns40 ns90 ns120 ns

0

0.25

0.50

0.75

Pote

ntia

l [V]

-10 -5 0 5 10Z-coord [nm]

Figure S6. Evolution of the electrostatic potential profile along the symmetry axis of aMoS2 nanopore across the [Bmim][PF6]/1M KCl interface under a 200 mV transmembrane po-tential. The final configuration of the simulation system is shown in Figure 3c. The electrostaticpotential profiles at 10, 40, 90 and 120 ns were averaged over the preceding 5 ns.

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ILrich

200 mV0 mVZ-

coor

d. [n

m]

0.0 0.5Potential [V]

0.0 0.5-10

-5

0

5

10

Potential [V]

-10

-5

0

5

10

200 mV0 mV

200 mV100 ns

200 mV100 ns

1MKCl

MoS2

SR

HE

-5

0

5

-10

101 2 3

0 40 80

0 1 2 30

-5

0

5

-10

10

0 40 80Z-

coor

d. [n

m]

1 2 30

-5

0

5

-10

10

0 40 80

-5

0

5

-10

101 2 30

0 40 80

Z-co

ord.

[nm

]

Z-co

ord.

[nm

]

a b cBmimPF6

Water

0.0 0.5-10

-5

0

5

10

Potential [V]

200 mV0 V

0.0V100 ns

200 mV100 ns

-5

0

5

-10

10

-5

0

5

-10

101 2 30

0 40 80 0 40 80

1 2 30

Z-co

ord.

[nm

]

Z-co

ord.

[nm

]

0.0V100 ns

0.0V100 ns

Water, BMIM and PF6 density [atoms nm-3]

VA

K/Cl density [atoms nm-3] K/Cl density [atoms nm-3]

Water, BMIM and PF6 density [atoms nm-3]

Figure S7. Effect of MoS2 force field on the distribution of molecular species and the electricpotential. The force fields tested are labeled as HE (Heiranian et al) [4], SR (Sresht et al.) [5] andVA (Varshney et al.) [6]. (a) Illustration of the simulation system where an IL-rich region and1 M KCl are separated by a MoS2 membrane containing a 2.3 nm nanopore. The left and rightsnapshots shows the state of the system at the end of a 100 ns equilibration and at the end of a100 ns applied bias (200 mV) simulation. K and Cl ions are shown as pink vdW spheres, atomsin BMIM and PF6 as magenta and green spheres, and water is shown as a blue semi-transparentsurface. Mo and S atoms of the MoS2 membrane are shows as cyan and yellow vdW spheres,respectively. (b) Density profiles of the molecular species averaged over the last 5 ns of the 100 nsequilibration (left plot) and over the last 5 ns of the 100 ns applied bias (200 mV) simulation (rightplot). The density profiles were obtained by averaging the number density of each component over1.0 A bins across the z-axis. Note the scale for the KCl profile is displayed at the top axis. (c)Average electrostatic profiles averaged over the last 5 ns of the 100 ns equilibration (black) and the200 mV applied bias (red) simulations.

8

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K Cl PF6BMIM IL KCl0.0

0.2

0.4

0.6

0.8

Ioni

c cu

rrent

[nA]

HESRVA

Figure S8. Effect of MoS2 force field on ionic current magnitude. Ionic currents were measuredfrom 100 ns simulations under a 200 mV bias; the simulation systems are shown in Figure S7. Theforce fields tested are labeled labeled as HE (Heiranian et al) [4], SR (Sresht et al.) [5] and VA(Varshney et al.) [6].

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0 50 100 150 200 2500

5

10

15

20

0 50 100 150 200 2500

5

10

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0 50 100 150 200 2500

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Num

ber o

f cl

uste

rs o

f siz

e n

1 2

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Cluster size5 6

7 8

dA

dC

dG

dT

Num

ber o

f cl

uste

rs o

f siz

e n

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ber o

f cl

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rs o

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e n

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ber o

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uste

rs o

f siz

e n

Time [ns]

Time [ns]

Time [ns]

Time [ns]

0

5

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ber o

f cl

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rs o

f siz

e n

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0 10 20 30 40 50Time [ns]

0 20 40 60 80 100Time [ns]

0 20 40 60 80 100Time [ns]

0 20 40 60 80 100Time [ns]

60

a bdA

dC

dG

dT

dA in IL

dG in 1M KCl

c

d1 2

3 4

Cluster size5 6

7 8

1 2

3 4

Cluster size5 6

7 8

1 2

3 4

Cluster size5 6

7 8

1 2

3 4

Cluster size5 6

7 8

1 2

3 4

Cluster size5 6

7 8

1 2

3 4

Cluster size5 6

7 8

[BMIM] [PF6] 1M KCl

Figure S9. Aggregation propensity of single nucleotides in [Bmim][PF6] and 1M KCl solutions.(a,b) The number of nucleotide clusters containing the specified number of nucleotides in thesimulations performed in pure [Bmim][PF6] (a) and 1M KCl (b). Nucleotides within 3.5 A of eachother were counted as forming a cluster. (c) Representative stacking of adenine nucleotides in[Bmim][PF6]. (d) A large aggregate formed spontaneously by dG nucleotides in 1M KCl.

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0

200

400

Diff

usio

n co

effic

ient

ratio

0.0

1.0

2.0

3.0

Adanine Cytosine Guanine Thymine0.00

0.50

1.00

1.50

Diff

usio

n co

effic

ient

[10-1

2 cm

2 s-1]

Diff

usio

n co

effic

ient

[10-9

cm

2 s-1]

Adanine Cytosine Guanine Thymine Adanine Cytosine Guanine Thymine

a b c

Figure S10. (a) Diffusion coefficients of single DNA nucleotides in pure [Bmim][PF6] obtainedfrom MD simulations. In each simulation, four DNA nucleotides were randomly placed in an box ofpure [Bmim][PF6] and simulated for 200 ns. Mean squared displacements (MSD) were calculatedfrom 10 ns segments of the trajectory. The diffusion coefficients were calculated by performing alinear least squares fit to each MSD and taking 1/6 of the slope of the fitted lines. The diffusioncoefficients from each of the segments were used to calculate the mean diffusion coefficient. Theerror bars are the standard deviation of the mean diffusion coefficient. (b) Diffusion coefficient ofa single DNA nucleotide in 1M KCl from MD simulations. A single DNA nucleotide was placed in1M KCl solution and simulated for 200 ns. Mean squared displacements were calculated from 2 nsblocks of the trajectory. (c) Ratio of the diffusion coefficients in pure [Bmim][PF6] and 1M KCl.

11

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0

-1

-2

1

2

Y-co

ordi

nate

[nm

]

0 -1 -212X-coordinate [nm]

0

-1

-2

1

2

Y-co

ordi

nate

[nm

]

0 -1 -212X-coordinate [nm]

0

-1

-2

1

2

Y-co

ordi

nate

[nm

]0 -1 -212

X-coordinate [nm]0 -1 -212

X-coordinate [nm]

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2

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ordi

nate

[nm

]

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[nm

]

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[nm

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[nm

]

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ordi

nate

[nm

]

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0 -1 -212X-coordinate [nm]

0 -1 -212X-coordinate [nm]

0 -1 -212X-coordinate [nm]

0

20

40

60

80

dA PF6 dC PF6 dG PF6 dT PF6

dA BMIM dG BMIMdC BMIM dT BMIM

Exce

ss d

ensi

ty [

atom

s nm

]-3Ex

cess

den

sity

[at

oms

nm ]-3

Figure S11. Distribution of BMIM and PF6 around individual DNA nucleotides. The heatmaps illustrate the average mass density of PF6 and BMIM around adenine, cytosine, guanineand thymine nucleotides. The density maps were obtained from 200 ns MD trajectories of twentysingle nucleotides in pure [Bmim][PF6] by aligning each of the 20 nucleotides to the same referencepoint and calculating a 1 A resolution 3D grid of the number density of PF6 or BMIM around thenucleotide. The average of the twenty density maps was taken to produce one 3D density map.That 3D map was then averaged in the direction normal to the plane of the nucleotides to createa 2D density map within the plane defined by the C2, C4, and C6 atoms of the nucleic acid ring.The average value of the density map was subtracted from the map to emphasize density variationnear the nucleotides.

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0.0

0.4

0.8

1.2

PF6 r

esid

ence

tim

e [n

s]

dA dC dG dT0.0

2.0

4.0

BMIM

-DN

A st

acki

ngtim

e [n

s]

a b

dA dC dG dT

PF6

resi

denc

e tim

e [n

s]

0.0

1.0

2.0

3.0

0.0

2.0

4.0

BMIM

-DN

A st

acki

ngtim

e [n

s]

(dA)20 (dC)20 (dG)20 (dT)20 (dA)20 (dC)20 (dG)20 (dT)20

c d

Figure S12. Lifetime of interactions of BMIM and PF6 with DNA nucleotides. Panels a andc show the average residence time of PF6 near single nucleotides (a) and individual nucleotideswithin a DNA homopolymer (c). Panels b and d show the average stacking time of BMIM withsingle nucleotides (b) and within a DNA homopolymer (d). To calculate the average residencetime, the duration of each unique contact between PF6 or BMIM and a nucleotides was recorded.For PF6, a 3.6 A cutoff was used. To count as a stacking interaction, the 3-methylimidazoliumhead of BMIM molecule must stack on the nitrogenous base of a nucleotide and resided within5 A of the DNA base. A BMIM molecule was considered stacked if the vector drawn normal toa plane formed by nucleotide ring atoms N1, N4, N3 and C5 for adenine and guanine bases andN1, C4, C2 and C6 atoms for cytosine and thymine bases was within 11◦ of the vector drawnnormal to a plane formed by the C2, C5 and N3 atoms of the 3-methylimidazolium headgroupof BMIM. Residence and stacking times were calculated separately for each 5 ns fragments of thetrajectorites. Distributions of the individual contact durations were fit to exponential functionsand the time constants were taken as the residence times. The residence times from each trajectoryfragment were used to calculate the average residence time and its standard deviation.

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-2

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ordi

nate

[nm

]

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dA PF6

0

25

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[nm

]

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dC PF6dG PF6 dT PF6

dA BMIM dC BMIM dG BMIM dT BMIM

Exce

ss d

ensi

ty [

atom

s nm

]-3Ex

cess

den

sity

[at

oms

nm ]-3

Figure S13. Distribution of PF6 and BMIM around nucleotides of DNA homopolymers. Thedensity maps were obtained from 200 ns MD trajectories of poly(dA)20, poly(dC)20, poly(dG)20or poly(dT)20 in pure [Bmim][PF6]. The heat maps were calculated as described in the caption toFigure S11.

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Top-downview

Side view

0.0 M 0.1 M 1.0 M 2.0 M

xy

zy

Figure S14. Aggregation of hydrated nucleotides in IL. Final snapshots from MD simulations offour randomly placed thymine nucleotides each hydrated by a 1.5 nm sphere of water molecules.The concentration of KCl was 0, 0.1, 1.0 and 2.0 M in four independent simulations. The snapshotsshown were taken at the end of a 150 ns equilibration simulation. Atoms of nucleotides are shownas red vdW spheres whereas potassium and chloride ions are shown in gold and cyan. IL moleculesare represented as blue semi-transparent surfaces and water molecules are omitted for clarity.

15

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Supplementary Movie 1. Phase separation of initially homogeneously system containing equalvolumes of [Bmim][PF6] and 1M KCl solutions. The movie represents a 160 ns MD trajectory.Spheres illustrate K and Cl ions (pink), atoms of BMIM (green) and PF6 (magenta); water isshown as a blue semi-transparent surface.

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Supplementary Movie 2. Equilibration of a [Bmim][PF6]/1M KCl system. This equilibriumMD simulation begins with a state where two equal volumes of pure [Bmim][PF6] and 1M KClelectrolyte are in contact. The movie represents a 170 ns MD trajectory. Red and white spheresillustrate oxygen and hydrogen atoms of water, translucent green and gray spheres correspond toatoms of BMIM and PF6; pink spheres illustrate K and Cl ions.

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Supplementary Movie 3. MD simulation of the two-phase [Bmim][PF6]/1M KCl system undera 200 mV bias. Atoms of BMIM and PF6 are shown as magenta and green spheres, K and Clions in pink, water as a blue semitransparent surface. The simulation begins from a configurationobtained at the end of a 170 ns equilibration (Supplementary Movie 2). The movie illustrates a120 ns MD trajectory.

Supplementary Movie 4. Ion transport through water networks in the IL-rich phase. Thesimulation illustrates the same trajectory as the Supplementary Movie 3, where a 200 mV voltagewas applied across the system normal to the IL/AS interface. In this movie, water is representedas red translucent spheres, K and Cl ions as gold and cyan spheres, respectively, whereas BMIMand PF6 are not shown for clarity.

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Supplementary Movie 5. Reversible voltage-dependent switching of the interface geometry.Green and blue vdW spheres represent K and Cl ions, respectively, gray represents BMIM andPF6, water is not shown for clarity. The simulation begins with a two-phase conformation obtainedat the end of a 120 ns simulations under a 200 mV bias. A transmembrane bias of 1.0 V is appliedfor 76 ns. Following that, the system is equilibrated in the absence of external electric field for100 ns.

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Supplementary Movie 6. Single nucleotide dynamics in [Bmim][PF6]. Twenty adenine, cytosine,guanine and thymine nucleotides were randomly placed in pure [Bmim][PF6] and equilibrated for260 ns. Each nucleotide is shown in a different color, the atoms of BMIM and PF6 as translucentmagenta and green spheres, respectively.

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Supplementary Movie 7. Single nucleotide dynamics in KCl solution. Twenty adenine, cytosine,guanine and thymine nucleotides were randomly placed in 1M KCl electrolyte and equilibrated for100 ns. Each nucleotide is shown in a different color, water as a semitransparent surface. K andCl ions are not shown for clarity.

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Supplementary Movie 8. Equilibration of DNA homopolymers in pure [Bmim][PF6]. Theinitial conformation of each homopolymer was taken from a B-form DNA duplex. Each DNA baseis uniquely colored and atoms are represented by spheres. BMIM and PF6 molecules are representedby magenta and green translucent spheres, respectively.

Supplementary Movie 9. Electrolyte-driven aggregation of four hydrated single adenine nu-cleotides in ionic liquid. Four adenine nucleotides (red spheres) are placed randomly, separated byat least 3 nm. Nucleotides were initially hydrated by a 1.5 nm sphere of water molecules representedas red (oxygen) and white (hydrogen) spheres. The movie illustrates four 150 ns MD trajectoriesdiffering by KCl concentration.

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Supplementary Movie 10. MD simulation of three adenine nucleotides in a two-phase systemunder a 200 mV transmembrane bias. The two-phase system was equilibrated for 100 ns beforethe nucleotides were insterted at random position. Following that, the system was equilibrated foradditional 30 ns. The nucleotides are represented as cyan spheres whereas BMIM and PF6 are areshown as semitransparent molecules colored in green and magenta. Water and KCl are not shownfor clarity. The movie represents a 80 ns MD trajectory.

Supplementary Movie 11. Spontaneous transport of ssDNA homopolymers through aMoS2 nanopore. In each simulation system, a poly(dA)20, poly(dC)20, poly(dG)20 or poly(dT)20strand was inserted into a MoS2 nanopore system, which was then equilibrated for 15 ns with allnon-hydrogen atoms of the DNA constrained to their initial positions. The DNA is shown us-ing spheres colored according to the atom type: blue (nitrogen), red (oxygen), white (hydrogen),carbon (cyan) and gold (phosphorous). This movie represents 190 ns of simulation time.

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References

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[2] Henin, J., Fiorin, G., Chipot, C. & Klein, M. L. Exploring Multidimensional Free EnergyLandscapes Using Time-Dependent Biases on Collective Variables. J. Chem. Theory Comput.6, 35–47 (2010).

[3] Comer, J. et al. The Adaptive Biasing Force Method: Everything You Always Wanted To Knowbut Were Afraid To Ask. J. Phys. Chem. B 119, 1129–1151 (2015).

[4] Heiranian, M., Wu, Y. & Aluru, N. R. Molybdenum Disulfide and Water Interaction Parameters.J. Chem. Phys. 147, 104706 (2017).

[5] Sresht, V. et al. Quantitative Modeling of MoS2–Solvent Interfaces: Predicting Contact Anglesand Exfoliation Performance using Molecular Dynamics. J. Phys. Chem. C 121, 9022–9031(2017).

[6] Varshney, V. et al. MD Simulations of Molybdenum Disulphide (MoS2): Force-Field Parame-terization and Thermal Transport Behavior. Comput. Mater. Sci. 48, 101–108 (2010).

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