Free Access
Issue
A&A
Volume 662, June 2022
Article Number A53
Number of page(s) 9
Section Extragalactic astronomy
DOI https://doi.org/10.1051/0004-6361/202142845
Published online 14 June 2022

© ESO 2022

1. Introduction

Many galactic disks in the nearby Universe appear to be non-axisymmetric (Jog & Combes 2009). The feature was first systematically studied in Baldwin et al. (1980), which considered lopsided galaxies as a subclass of spirals. They examined about 20 best known galaxies with asymmetries and proposed that the asymmetry is caused by a lopsided pattern of elliptical orbits. Rix & Zaritsky (1995) quantified the asymmetry by odd Fourier modes and found that out of 18 face-on spirals considered, about 1/3 were substantially lopsided. These findings were confirmed and extended to 60 field spiral galaxies by Zaritsky & Rix (1997), 54 early-type disk galaxies by Rudnick & Rix (1998), 147 galaxies of the OSUBGS sample by Bournaud et al. (2005) and 167 galaxies of different luminosities and morphologies by Zaritsky et al. (2013). Galaxies with lopsided morphology are expected to also show large-scale asymmetries in their kinematics; for example, in the form of different shapes of the rotation curve on both sides of the galaxy (Swaters et al. 1999; Noordermeer et al. 2001; Jog 2002; van Eymeren et al. 2011a; Ghosh et al. 2022).

A few observational studies, including Zaritsky & Rix (1997), Conselice et al. (2000), and Rudnick et al. (2000), have suggested a link between the presence of the lopsided disk and recent star formation events and an excess of blue color in the galaxy. This connection was later established in Reichard et al. (2009), which studied lopsidedness in a sample of ∼25 000 nearby galaxies from the Sloan Digital Sky Survey (SDSS). They found a strong correlation between lopsidedness of the galactic disk and the youth of the galaxy stellar population. The lopsided galaxies from SDSS turned out to be more star-forming, more metal-poor, and younger than the symmetric objects. These correlations were later confirmed for other galaxy samples by Wang et al. (2011) and Yesuf et al. (2021) and are consistent with scenarios that deliver lower metallicity gas into the galaxy central region.

The possible origin of lopsidedness in galactic disks has been addressed in studies using simulations of galaxy evolution (Zaritsky & Rix 1997; Bournaud et al. 2005; Mapelli et al. 2008; Ghosh et al. 2022). Most often, interactions between galaxies, such as mergers and flybys, were considered as plausible mechanisms for the generation of such distortions. It soon became clear, however, that they cannot explain all occurrences of this phenomenon given its presence in isolated galaxies as well. One other possibility is that a lopsided disk forms as a result of perturbations from a lopsided halo (Jog 1997, 1999; Levine & Sparke 1998). It has also been shown that long-lived lopsided global modes in the stellar component can exist in a galaxy evolving in isolation (Saha et al. 2007; Dury et al. 2008).

In light of the observationally detected correlations, the particularly promising scenario for the formation of the asymmetric shape in a spiral galaxy seems to be the one proposed by Bournaud et al. (2005). Their simulations demonstrated that galaxy interactions and mergers can trigger strong lopsidedness, but to explain all the observational results, it is required that in many cases lopsidedness results from cosmological, asymmetric accretion of gas on galactic disks. This picture is confirmed by studies of individual isolated lopsided spiral galaxies such as P11695 (Vulcani et al. 2018).

Recently, it has become possible to investigate the origin of asymmetry in galactic disks not only by the means of controlled simulations, as was done before, but also in the cosmological context. New sets of cosmological simulations now available are able to produce large samples of galaxies with sufficient resolution to study their morphology. In this work and for this purpose, we used the simulations of galaxy formation from the IllustrisTNG project (Springel et al. 2018; Marinacci et al. 2018; Naiman et al. 2018; Nelson et al. 2018; Pillepich et al. 2018). The simulations follow the evolution of galaxies from the early Universe to the present by solving gravity and hydrodynamics, and applying additional prescriptions for star formation, galactic winds, magnetic fields, and the feedback from black holes. Various studies performed thus far have demonstrated that these simulations are able to reproduce many of the observed properties of galaxies, including their morphologies (Nelson et al. 2018; Genel et al. 2018; Rodriguez-Gomez et al. 2019). The set of simulations comprises the results obtained with different resolution in boxes of 300, 100, and 50 Mpc on one side (referred to as TNG300, TNG100, and TNG50, respectively).

Asymmetries in galaxies have been addressed using IllustrisTNG in Watts et al. (2020), which focused on the distortions in the gas using HI spectral lines in TNG100 galaxies, and Whitney et al. (2021), which considered asymmetry in TNG300 and TNG50 galaxies in the context of mergers. Here, we studied the asymmetry of the stellar component of late-type galaxies in the TNG100 simulation, which provides a sufficient sample of galaxies with good resolution. In Sect. 2, we describe our selected sample of galaxies and the identified subsample of lopsided disks. In Sect. 3, we discuss the basic properties of these asymmetric objects using three representative examples. Section 4 is devoted to the origin of the lopsided shape in simulated galaxies and the discussion follows in Sect. 5.

2. Sample selection

For this study, we made use of the publicly available simulation data from the IllustrisTNG project as described by Nelson et al. (2019). We chose the TNG100 run, that is, the simulation performed in the 100 Mpc box, which contains a sufficient number of galaxies with different morphologies. In order to have enough resolution in each object and thus obtain a sample eligible for morphological analysis, we selected the galaxies at z = 0 by restricting the sample of subhalos to those with the total stellar masses greater than 1010M, which corresponds to about 104 stellar particles per object. This criterion is fulfilled by 6507 objects in the final snapshot of the Illustris TNG100 simulation. In order to select disk galaxies among them, we imposed two additional conditions: we required the galaxies to be rotationally supported and rather thin.

Following Joshi et al. (2020), we assume that disk galaxies have the rotation parameter f >  0.4. The rotation parameter is defined as the fractional mass of all stars with circularity parameter ϵ >  0.7, where ϵ = Jz/J(E), and Jz is the specific angular momentum of the star along the angular momentum of the galaxy, while J(E) is the maximum angular momentum of the stellar particles at positions between 50 before and 50 after the particle in question in a list where the stellar particles are sorted by their binding energy (Genel et al. 2015).

The disk galaxies were supposed to be sufficiently thin if their shortest-to-longest axis ratio c/a of the stellar component was lower than 0.5. For these values, we used (and reproduced) the measurements based on the mass tensor of c/a within two stellar half-mass radii, 2r1/2, provided by the Illustris team in the Supplementary Data Catalogs of stellar circularities, angular momenta, and axis ratios and calculated as described in Genel et al. (2015). The axis ratios were estimated from the eigenvalues of the mass tensor of the stellar mass obtained by aligning each galaxy with its principal axes and calculating three components (i = 1, 2, 3): M i = ( Σ j m j r j , i 2 / Σ j m j ) 1 / 2 $ M_i = (\Sigma_j m_j r^2_{j,i}/\Sigma_j m_j)^{1/2} $, where j enumerates over stellar particles, rj, i is the distance of stellar particle j in the i-axis from the center of the galaxy, and mj is its mass. The eigenvalues were sorted so that M1 <  M2 <  M3, which means that the shortest-to-longest axis ratio is c/a = M1/M3, while the intermediate-to-longest axis ratio is b/a = M2/M3.

We note that the values of c/a estimated from the mass tensor within 2r1/2 are not directly comparable to axis ratios estimated from the whole optical images of galaxies, which are usually much lower. For example, a realistic N-body realization of a Milky Way-like galaxy has the c/a ratio within two disk scale lengths on the order of 0.2 in spite of quite a flat appearance (Łokas 2019). However, even the flattest galaxies formed in IllustrisTNG have c/a >  0.2, which means that they are generally thicker than the observed population of disks, probably as a result of limited resolution (Haslbauer et al. 2022). It may therefore seem more proper to call them disky galaxies, but in the following we refer to them as disks for simplicity.

The sample of disk galaxies with the rotation parameter f >  0.4 and the shortest to longest axis ratio c/a <  0.5 contains 1912 objects. The properties of the selected galaxies in comparison to the whole sample are shown in Fig. 1. In the six panels of the figure, we plot the positions of the galaxies in different planes of parameters: the axis ratios b/a, c/a, the triaxiality parameter T = [1 − (b/a)2]/[1 − (c/a)2], and the rotation parameter f. In the three upper panels of Fig. 1, the rotation parameter f lies in the vertical axis. These panels illustrate the selection with the simple cutoff at f >  0.4. In the lower three panels, the positions of the selected galaxies are less obvious, and in particular we find that they all lie along the border of the whole distribution in the T − b/a plane in the lower right panel of the figure. We also note that many of the disks are quite triaxial with T reaching the values of 0.7, but none is decidedly prolate (T >  0.7).

thumbnail Fig. 1.

Selection of disk galaxy sample. The six panels show the properties of the selected galaxies in different parameter combinations: the axis ratios b/a and c/a, the triaxiality parameter T, and the rotation parameter f. Black points correspond to 1912 selected disk galaxies, and the green points show the remaining 4595 galaxies of the total of 6507 well-resolved objects.

In order to quantify the degree of lopsidedness in all 1912 disks at the present time, we calculated different modes of the Fourier decomposition of the surface density distribution of stellar particles projected along the short axis, Am(R)=|Σjmjexp(imθj)|/Σjmj, where θj is the azimuthal angle of the jth star, mj is its mass, and the sum goes up to the number of particles in a given radial bin along the cylindrical radius R. The galaxies were centered on their dynamical center, which for IllustrisTNG subhalos is determined as the position of the particle with the minimum gravitational potential energy.

In observational studies of lopsidedness, the measurements of the Fourier modes are usually performed in the radial range of (1.5 − 2.5) Re, where Re is the galaxy exponential radius (Rix & Zaritsky 1995; Bournaud et al. 2005). In order to make the comparison with observations meaningful we performed the measurements in a similar radial bin. Since the disks of the simulated galaxies are only approximately exponential, the stellar half-mass radius, r1/2, is a better, more robust measure of the galaxy size, used for estimating different properties of IllustrisTNG galaxies. In addition, for an exponential disk 1.5 Re contains almost half the light (to be exact, r1/2 = 1.68 Re). Therefore we chose to estimate the Fourier modes from stars with cylindrical radii R in the (1 − 2)r1/2 range.

The values of the m = 1 mode, A1, provide a measure of the asymmetry of the stellar distribution. Among the sample of 1912 disks, we identified 161 galaxies with significant asymmetry (A1 >  0.1) in this outer range, and in the following we refer to these galaxies as lopsided disks. The distribution of the A1 values for the 161 lopsided disks and the remaining galaxies with A1 <  0.1 are shown in Fig. 2. We see that most of the disks have very low values of the asymmetry, while in the lopsided sample the values of A1 reach 0.29, although only seven galaxies have A1 >  0.2. The mean A1 for the whole sample of 1912 galaxies is 0.051 and the median 0.044.

thumbnail Fig. 2.

Distributions of m = 1 Fourier mode values A1 for lopsided disks with A1 >  0.1 (upper panel) and remaining disks with A1 <  0.1 (lower panel). Measurements of A1 were done within (1 − 2)r1/2. The bin size is 0.01 in the upper panel and 0.005 in the lower one.

3. Properties of lopsided disks

In this section, we describe the properties of the sample of 161 lopsided disks in more detail, focusing on three representative examples with high values of A1 measured within (1 − 2)r1/2. The surface density distributions of these three galaxies in the face-on view at the present time corresponding to the last simulation snapshot (z = 0) are plotted in Fig. 3. The left column panels show the stellar component and the right column ones show the gas. The asymmetry of the stellar disks is well visible in the images and so is the asymmetry in the gas, although the latter has a different form. The gaseous disks are usually more extended and less uniform, taking the form of rings and spirals. The basic properties of the three galaxies at the present time are given in Table 1. The first column of the table gives the identification number of the subhalo in the IllustrisTNG catalog and the next three list the total masses of the stars, gas, and dark matter. The fifth column gives the stellar half-mass radii, r1/2, and the next three columns list the shape parameters: b/a, c/a, and T. The values of A1 are provided in the ninth column. The remaining columns list the values of gas fraction, star formation rate, color, and metallicity.

thumbnail Fig. 3.

Surface density distributions of stars (left column) and gas (right column) in the face-on view at the present time for three selected lopsided disks from IllustrisTNG (from top to bottom). The surface densities are normalized to the central value in each case and the contours are equally spaced in logΣ.

Table 1.

Properties of three selected lopsided disks from IllustrisTNG at z = 0.

In order to quantify the asymmetry in more detail for each of the 161 lopsided galaxies, we calculated the profiles of the A1 mode and their phase angles as a function of the cylindrical radius R in the face-on projection. Three examples of such profiles for the selected lopsided galaxies are shown in Fig. 4 as a function of R/r1/2. Interestingly, the shapes of the A1 profiles (the upper panel of Fig. 4) are similar in the three cases: they have low values of A1 on the order of 0.1 near the center, which increase with radius reaching a maximum of about 0.2−0.35, to finally decrease again down to about 0.2 at the outer radii. The peak of the A1 profile is reflected in the behavior of the phase (the lower panel of Fig. 4) in the sense that the phase remains constant in the range of radii where the peak occurs. This means that A1 is a global mode, extending over a substantial fraction of the disk: (0.5 − 2) R/r1/2. We find that most of the 161 lopsided galaxies have similar shapes of the A1(R) and ϕ1(R) profiles, which means that they seem to be general properties of lopsided disks.

thumbnail Fig. 4.

Profiles of m = 1 Fourier mode A1(R) (upper panel) and its phase angle ϕ1(R) (lower panel) at the present time for three selected lopsided disks from IllustrisTNG. Measurements were carried out in bins of ΔR = 0.5 kpc of cylindrical radius R in the face-on projection.

The first measurements of the A1 profiles in real galaxies were performed in Rix & Zaritsky (1995), which discovered that they grow in the outer parts of galaxies. Rudnick & Rix (1998) averaged the profiles of A1 modes for lopsided galaxies among their early-type disk sample and found them to be increasing with radius in a way similar to the ones shown in the upper panel of Fig. 4. Angiras et al. (2006, 2007) measured the profiles of A1 in HI surface density maps of galaxies in the Eridanus and Ursa Major groups, respectively, while van Eymeren et al. (2011b) performed such measurements for 70 galaxies from the Westerbork HI Survey of Spiral and Irregular Galaxies. It turns out that in many cases their A1 profiles are growing with radius and similar to those presented here, although the variety of profile shapes among the observed galaxies is much larger.

In addition to the properties in the final simulation output, which we used to define our sample, we also looked at the evolution of the lopsided galaxies in time. Measurements of the axis ratios b/a, c/a, and the triaxiality parameter T (within 2r1/2) reveal that, except for their present lopsidedness, all these galaxies are bona fide disks that preserved their disky morphology for a long time. Three examples of the evolution of these shape parameters are shown in Fig. 5 for our selected lopsided disks. Their history seems quite uneventful, with high b/a and low T values characteristic of oblate systems, preserved for a long time until the present. Significant departures from this quiet evolution can only be seen for ID222275 around t = 6 Gyr when this galaxy experienced two mergers and was temporarily distorted. The evolution of these properties is similarly simple for the rest of our lopsided disks, except for those with bars which have lower b/a and higher T resulting from the prolate component.

thumbnail Fig. 5.

Evolution of shape parameters for three selected lopsided disks from IllustrisTNG. The blue, red and green lines show, respectively, the axis ratios b/a, c/a and the triaxiality parameter T. Measurements were done within 2r1/2.

In spite of their long and quiet existence as disks, the lopsided galaxies still must have acquired their asymmetry at some point in their history. It is thus interesting to check the evolution of the odd Fourier modes in time. Examples of these are plotted in Fig. 6, where in addition to A1 we also include the higher modes A3 and A5. Interestingly, the present high values of A1 are often a very recent occurrence, appearing only in the last one or two simulation outputs, although they are sometimes (as in the case of ID436552) preceded by a longer period of enhanced or oscillating A1, but at a lower level. The strong peaks of A1 were more frequent in the past, because then the forming galaxies were more often undergoing mergers and distorted as a result. Notable examples of such events are the peaks of A1 at t = (7 − 8) Gyr for ID222275 (the upper panel of Fig. 6) corresponding to the strong variation of the shape visible in Fig. 5, resulting from mergers, as mentioned above. We note that the A3 and A5 modes are usually subdominant with respect to A1 so the latter is the most useful and sufficient to describe the departures from symmetry.

thumbnail Fig. 6.

Evolution of odd Fourier modes A1, A3, and A5 for three selected lopsided disks from IllustrisTNG. Measurements were done in the range of (1 − 2)r1/2.

4. Origin of the lopsided shape

A few possible scenarios have been proposed in the literature regarding the origin of lopsided galactic disks (Bournaud et al. 2005; Mapelli et al. 2008; Ghosh et al. 2022). The mechanisms include galactic interactions in the form of mergers and flybys, ram pressure stripping of the gas, and asymmetric star formation in isolated disks. In this section we try to discriminate between them and find if there is a prevalent way to form lopsided disks.

It is relatively easy to check if the galaxies belonging to our lopsided sample are affected by tidal interactions with more massive objects. Such events manifest themselves very clearly in the evolution of the total mass in dark matter and gas in the IllustrisTNG data. When the galaxy in question passes near a more massive object, its mass is stripped and assigned to the more massive companion. Such effects can be considered significant if a galaxy loses a substantial fraction of its maximum mass. We find that for our lopsided galaxy sample, 38 out of 161 objects (24%) lost more than 10% of their dark masses and only ten (6%) lost more than 50%. The most affected galaxy lost 80% of its dark mass, so the interactions were never strong enough to strip almost all of the galaxy’s dark matter as is the case of objects on tight orbits around a massive galaxy cluster (Łokas 2020).

A good example of this subsample of galaxies is ID222275, which about 1 Gyr ago interacted with a group of galaxies including two objects of mass of the order of 1012 M. The mass loss in dark matter and gas in this galaxy is well visible in the upper panel of Fig. 7 showing the evolution of total mass in time. As a result of this interaction, the gas is ram-pressure stripped and its distribution is similar to that of jellyfish galaxies (Yun et al. 2019). The changed distribution of the gas could have affected the stellar disk and cause its departure from symmetry. A similar process could be at work in other galaxies of this subsample.

thumbnail Fig. 7.

Evolution of total mass in different components for the three selected lopsided disks from IllustrisTNG. The red, green, and blue lines show, respectively, the stellar, gas, and dark matter masses.

By inspection of the merger trees of the lopsided disks available in the simulation data, we found that only 15 out of 161 (9%) galaxies experienced a significant gas-rich merger in their recent history (z <  0.1), although almost all continue to accrete small dark subhalos with mass of the order of 108 M until the present epoch. It is extremely difficult to ascertain to what extent these more significant mergers could be the cause of the present lopsidedness of the disks.

An example of galaxies belonging to this subsample is ID436552. It has experienced a relatively recent (z ∼ 0.1) merger with a satellite that had orbited it for a long time with five pericenter passages. The disturbance caused by the merger may have increased the inner gas content and could cause the asymmetric star formation resulting in the lopsided stellar disk. However, this galaxy is also approaching a bigger neighbor at present, losing dark matter and gas in the process; this is shown in the middle panel of Fig. 7. Therefore, ram pressure stripping of the gas in the outer parts could also affect its dynamics and shape.

Another mechanism for generating disk lopsidedness, also related to interactions, relies on a long-lived halo distortion caused by a tidal encounter (Weinberg 1995) and the disk’s response to it, which results in disk lopsidedness (Jog 1997). However, the resolution of the dark matter halo is not sufficient in the IllustrisTNG simulations to study such subtle effects; that is, there are too few dark particles in the radial range occupied by the stars and their softening length is quite large.

For the remaining galaxies, we were unable to identify any interactions that could have caused the distortion of the shape. These are isolated objects still growing in mass and forming stars. Their common feature is that even if their star formation rates (SFR) are not very high, they all contain a significant amount of gas. Still, about 40% of lopsided galaxies show a significant increase in SFR in their recent history. This trend is also visible in the evolution of SFR for our three selected lopsided disks shown in Fig. 8. It seems, therefore, that the most frequent mechanism for the formation of lopsided disks is asymmetric star formation.

thumbnail Fig. 8.

Evolution of star formation rate within 2r1/2 for the three selected lopsided disks from IllustrisTNG.

The galaxy ID568873 is a good example of this category. As can be seen from the lower panel of Fig. 7, its stellar and gas content do not show any abrupt changes in recent history. Although its SFR was not very high in recent history, its stellar disk has become decidedly lopsided in the final simulation output.

In order to verify that indeed asymmetric star formation is the main cause of lopsidedness, we compared the gas fractions fg = Mgas/(Mgas + Mstars) and SFRs at the present time for our sample of lopsided disks and the remaining disks in the simulation. The histograms showing the distributions of these quantities within 2r1/2 are plotted in the two upper panels of Fig. 9. We can see that the distributions for these two samples of galaxies are very different. There are no gas-free galaxies among the lopsided disks, and their gas fractions can be as high as 0.6, with the most typical values being 0.2−0.25 (with the median of the distribution equal to 0.23). On the other hand, a significant number of objects are completely devoid of gas among the remaining disks, and their gas fractions are typically lower (with the median of 0.18). A similar difference is seen in the distribution of the SFRs. All lopsided disks maintain a non-zero level of star formation (with the median of 1.6 M yr−1), while the remaining disks include many quiescent objects and, on average, have a lower SFR (with the median of 1.0 M yr−1). These two measures of activity are obviously not independent, since in the IllustrisTNG simulations the star formation is a derivative of gas density and for all galaxies the gas mass and the SFR within 2r1/2 follow each other closely.

thumbnail Fig. 9.

Distributions of gas fractions (upper left), star formation rates (upper right), color (lower left), and metallicity (lower right) for lopsided disks with A1 >  0.1 (blue) and remaining disks with A1 <  0.1 (red). Measurements of the properties were done within 2r1/2, except for the color, which is estimated from all stars in the galaxy. All histograms were normalized to unity.

The two lower panels of Fig. 9 compare the distributions of the g − r color for the whole galaxy and the metallicity of stars within 2r1/2 for the lopsided and the remaining disks. We can see that the asymmetric galaxies with the median g − r color of 0.36 are decidedly bluer than the rest of the disk population, which have the median of 0.43. We note that there is only one lopsided disk with g − r >  0.6, which can be considered as a threshold separating the red from the blue population (Nelson et al. 2018), while among the rest of the disks there are many red galaxies. The metallicity distributions of the lopsided and symmetric disks are also slightly different: the asymmetric galaxies typically have lower metallicity with the median of 1.62 Z, while the remaining galaxies are on average more metal-rich with the median of 1.66 Z. These distributions are consistent with the picture involving the accretion of low-metallicity gas onto the galaxy as one of the scenarios leading to lopsidedness.

5. Discussion

Using the sample of disk galaxies from the IllustrisTNG project, we calculated the measures of asymmetry in the form of the A1 Fourier mode of the stellar distribution in the face-on view and identified 161 objects with A1 >  0.1 in the radial range between one and two stellar half-mass radii. These lopsided galaxies are quite similar to each other in many aspects. They all evolved rather quietly, forming disks early and preserving their oblate shapes for a long time. In most of them, the value of A1 varies strongly throughout the galaxy’s history, especially early on, reflecting a higher incidence of mergers at that time. In at most 1/3 of the lopsided disks, the asymmetry could be induced by interactions, either by significant wet mergers or tidal effects and ram pressure stripping caused by more massive neighbors. The lopsided disks exhibit higher gas fractions and SFRs, bluer colors, and slightly lower metallicities than the remaining disks, which suggests that asymmetric star formation following the accretion of low-metallicity gas from the galaxy neighborhood is the dominant mechanism leading to their formation. We note, however, that this scenario probably cannot explain the asymmetry detected in the old stellar component (Rix & Zaritsky 1995; Zaritsky et al. 2013), since the asymmetry in stars is likely to be smeared out by differential rotation in a few Gyr.

Unfortunately, it is not possible to confirm this scenario more convincingly since the gas cannot be directly traced in IllustrisTNG simulations. Still, we can verify if the disks are also lopsided in the gas component as this asymmetric gas could be forming stars and causing the formation of asymmetric stellar disks. For this purpose, we measured the Fourier mode A1 for the gas in the same region, namely within (1 − 2)r1/2. The values of A1 for the stars are shown as a function of A1 for the gas in Fig. 10 with the points color-coded by the gas fraction in the galaxy within 2r1/2. The diagonal line indicates the equality between the values for the two components. We can see that there is little correlation between the m = 1 mode for the stars and for the gas, although the points with a higher gas fraction (green) cluster more around the line. We note that A1 can be much higher for the gas than for the stars, reaching values as high as 0.66. However, this is the case mostly for galaxies with a low gas fraction within 2r1/2, which means that the number of gas particles included in the calculation is low and the results may be quite noisy. In fact, the majority of galaxies (88 out of 161, or 55%) have their A1 for the gas lower than for the stars. We conclude that there is no direct relation between the present global asymmetry of the gas and the stars.

thumbnail Fig. 10.

Values of m = 1 Fourier mode A1 for the stars versus those of the gas within (1 − 2)r1/2 for 161 lopsided galaxies at the present time. The points were color-coded by the gas fraction measured within 2r1/2. The diagonal line indicates the equality of the two quantities. For clarity, two data points with A1 >  0.4 for the gas were not included in the plot.

In general, the gas distribution is more extended and takes the form of rings and spirals, which may contribute randomly to the measurement of A1. In addition, according to the IllustrisTNG model the stars are formed from gas with density above some threshold, so the asymmetry in the stars may be caused by stars forming in a particular overdense region of the gas that has little relation to its global distribution. Moreover, the present asymmetry of the gas may differ from the one at the time the stars were formed. Measuring such subtle effects on small subpopulations of stars of different age would, however, require much larger resolution than is presently available for IllustrisTNG galaxies.

It is also interesting to look at the correlations between the lopsidedness of the stellar disks and the presence of other morphological features such as bars or spiral arms. Although spiral arms are not well resolved in the Illustris TNG100 simulation used in this study, bars can be reliably detected using the m = 2 Fourier mode and have been studied in the past (Peschken & Łokas 2019; Rosas-Guevara et al. 2020; Zhou et al. 2020; Zhao et al. 2020; Łokas 2021a,b). In order to address this issue, we calculated the bar mode A2 within 2r1/2 for the lopsided disks and the remaining ones in our sample. The distributions of this quantity for the two samples are shown in Fig. 11, and we can see that they are quite similar with the median A2 values of 0.059 for the lopsided sample and 0.062 for the remaining disks. In addition, adopting the threshold of A2 >  0.2 as the value indicating a strong bar, we note that only seven out of 161 lopsided disks (4%) are strongly barred, while for the remaining disks this fraction rises to 11%. This result is in disagreement with the one of Bournaud et al. (2005), whose observational sample of galaxies showed that the presence of lopsidedness is correlated with the presence of bars or spiral arms.

thumbnail Fig. 11.

Distributions of m = 2 Fourier mode values A2 for lopsided disks with A1 >  0.1 (blue) and remaining disks with A1 <  0.1 (red). Measurements of A2 were done within 2r1/2, and the histograms were normalized to unity.

Lopsidedness may occur not only in disks but also in bars, and it may be interesting to consider a possible relation between the two phenomena. Recently, we identified a few lopsided bars in the IllustrisTNG simulation (Łokas 2021b) that bear some resemblance to the bar in the Large Magellanic Cloud (van der Marel 2001; Jacyszyn-Dobrzeniecka et al. 2016). These objects were found among the bar-like galaxies studied earlier (Łokas 2021a), which have almost the whole stellar component in the form of a prolate spheroid with a negligible disk. The lopsided bars are characterized by significant values of odd Fourier modes A3 and A5 with A1 subdominant with respect to them. This is in contrast with the lopsided disks studied here in which A1 is always the strongest odd mode. We checked our seven lopsided disks with the strongest bars for asymmetry in the bar and found that none of the bars is strongly lopsided; so, there are no objects that would possess both a lopsided disk and a lopsided bar. The galaxy with the strongest bar asymmetry among those (ID523489) has the A3 value within 2r1/2 (typically the strongest odd mode in lopsided bars) on the level of 0.06. The only connection between the two phenomena thus seems to be the possibility that the formation of lopsided bars is preceded by a temporary occurrence of a lopsided disk, but quite often the time difference between the two is too large to warrant a causal relation.

In comparison with observations, our analysis seems to yield a much smaller fraction of lopsided disks in the whole population. We identified 161 galaxies out of 1912 disks as lopsided, which only accounts for about 8%, while in observations this percentage is estimated to be at the level of 30% (Jog & Combes 2009). We note that these numbers should be comparable since we made the measurements in a similar radial range as in observations and applied the threshold of A1 >  0.1 recommended in observational studies (Bournaud et al. 2005) as the one to be used to distinguish lopsided galaxies from the symmetric ones. The estimated mean value of A1 for the whole sample of 1912 disk galaxies from IllustrisTNG is 0.051, while in observational studies this value is closer to 0.1 (Zaritsky & Rix 1997; Bournaud et al. 2005). The A1 profiles of the simulated objects show similar radial variation to nearby galaxies, although for most cases they tend to decrease rather than saturate in the outer disk.

In spite of this, we found that the simulations reproduce the trends found in observations (Reichard et al. 2009), namely that lopsided disks contain more gas, have higher SFRs, lower metallicity, and bluer colors than the rest of the late-type galaxies. If lopsidedness is related to the presence of star-forming, young populations, it is possible that the low fraction of asymmetric galactic disks in IllustrisTNG is caused by the overquenching effect known to exist in these simulations (Angthopo et al. 2021). If too many galaxies prematurely stop forming stars in IllustrisTNG, they are also less likely to generate lopsided stellar distributions. However, we cannot discard the possibility that the correlation between the star formation and lopsidedness can be explained by the reversed causal relation; namely that the lopsidedness, originating from any mechanism, affects the disk dynamics and leads to an increased, asymmetric star formation (Jog 1997).

It is also possible that the limited resolution of the simulations does not allow us to reproduce the subtler effects in the dynamics of lopsided disks adequately. The simulated disks are, for example, significantly thicker than observed (Haslbauer et al. 2022), which may affect their dynamics, and in particular the disk response to halo distortion proposed as one of the scenarios for generating lopsidedness. This could also explain the lack of correlation between the presence of asymmetry and the presence of a bar.

Acknowledgments

I am grateful to the referee, Chanda Jog, for very useful comments and to the IllustrisTNG team for making their simulations publicly available.

References

  1. Angiras, R. A., Jog, C. J., Omar, A., & Dwarakanath, K. S. 2006, MNRAS, 369, 1849 [NASA ADS] [CrossRef] [Google Scholar]
  2. Angiras, R. A., Jog, C. J., Dwarakanath, K. S., & Verheijen, M. A. W. 2007, MNRAS, 378, 276 [NASA ADS] [CrossRef] [Google Scholar]
  3. Angthopo, J., Negri, A., Ferreras, I., et al. 2021, MNRAS, 502, 3685 [Google Scholar]
  4. Baldwin, J. E., Lynden-Bell, D., & Sancisi, R. 1980, MNRAS, 193, 313 [NASA ADS] [CrossRef] [Google Scholar]
  5. Bournaud, F., Combes, F., Jog, C. J., & Puerari, I. 2005, A&A, 438, 507 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  6. Conselice, C. J., Bershady, M. A., & Jangren, A. 2000, ApJ, 529, 886 [NASA ADS] [CrossRef] [Google Scholar]
  7. Dury, V., de Rijcke, S., Debattista, V. P., & Dejonghe, H. 2008, MNRAS, 387, 2 [NASA ADS] [CrossRef] [Google Scholar]
  8. Genel, S., Fall, S. M., Hernquist, L., et al. 2015, ApJ, 804, L40 [NASA ADS] [CrossRef] [Google Scholar]
  9. Genel, S., Nelson, D., Pillepich, A., et al. 2018, MNRAS, 474, 3976 [Google Scholar]
  10. Ghosh, S., Saha, K., Jog, C. J., Combes, F., & Di Matteo, P. 2022, MNRAS, 511, 5878 [NASA ADS] [CrossRef] [Google Scholar]
  11. Haslbauer, M., Banik, I., Kroupa, P., Wittenburg, N., & Javanmardi, B. 2022, ApJ, 925, 183 [NASA ADS] [CrossRef] [Google Scholar]
  12. Jacyszyn-Dobrzeniecka, A. M., Skowron, D. M., Mróz, P., et al. 2016, Acta Astron., 66, 149 [NASA ADS] [Google Scholar]
  13. Jog, C. J. 1997, ApJ, 488, 642 [NASA ADS] [CrossRef] [Google Scholar]
  14. Jog, C. J. 1999, ApJ, 522, 661 [CrossRef] [Google Scholar]
  15. Jog, C. J. 2002, A&A, 391, 471 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  16. Jog, C. J., & Combes, F. 2009, Phys. Rep., 471, 75 [NASA ADS] [CrossRef] [Google Scholar]
  17. Joshi, G. D., Pillepich, A., Nelson, D., et al. 2020, MNRAS, 496, 2673 [Google Scholar]
  18. Levine, S. E., & Sparke, L. S. 1998, ApJ, 496, L13 [NASA ADS] [CrossRef] [Google Scholar]
  19. Łokas, E. L. 2019, A&A, 629, A52 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  20. Łokas, E. L. 2020, A&A, 638, A133 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  21. Łokas, E. L. 2021a, A&A, 647, A143 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  22. Łokas, E. L. 2021b, A&A, 655, A97 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  23. Mapelli, M., Moore, B., & Bland-Hawthorn, J. 2008, MNRAS, 388, 697 [NASA ADS] [CrossRef] [Google Scholar]
  24. Marinacci, F., Vogelsberger, M., Pakmor, R., et al. 2018, MNRAS, 480, 5113 [NASA ADS] [Google Scholar]
  25. Naiman, J. P., Pillepich, A., Springel, V., et al. 2018, MNRAS, 477, 1206 [Google Scholar]
  26. Nelson, D., Pillepich, A., Springel, V., et al. 2018, MNRAS, 475, 624 [Google Scholar]
  27. Nelson, D., Springel, V., Pillepich, A., et al. 2019, Comput. Astrophys. Cosmol., 6, 2 [Google Scholar]
  28. Noordermeer, E., Sparke, L. S., & Levine, S. E. 2001, MNRAS, 328, 1064 [NASA ADS] [CrossRef] [Google Scholar]
  29. Peschken, N., & Łokas, E. L. 2019, MNRAS, 483, 2721 [Google Scholar]
  30. Pillepich, A., Nelson, D., Hernquist, L., et al. 2018, MNRAS, 475, 648 [Google Scholar]
  31. Reichard, T. A., Heckman, T. M., Rudnick, G., et al. 2009, ApJ, 691, 1005 [NASA ADS] [CrossRef] [Google Scholar]
  32. Rix, H.-W., & Zaritsky, D. 1995, ApJ, 447, 82 [Google Scholar]
  33. Rodriguez-Gomez, V., Snyder, G. F., Lotz, J. M., et al. 2019, MNRAS, 483, 4140 [NASA ADS] [CrossRef] [Google Scholar]
  34. Rosas-Guevara, Y., Bonoli, S., Dotti, M., et al. 2020, MNRAS, 491, 2547 [NASA ADS] [Google Scholar]
  35. Rudnick, G., & Rix, H.-W. 1998, AJ, 116, 1163 [NASA ADS] [CrossRef] [Google Scholar]
  36. Rudnick, G., Rix, H.-W., & Kennicutt, R. C. 2000, ApJ, 538, 569 [NASA ADS] [CrossRef] [Google Scholar]
  37. Saha, K., Combes, F., & Jog, C. J. 2007, MNRAS, 382, 419 [NASA ADS] [CrossRef] [Google Scholar]
  38. Springel, V., Pakmor, R., Pillepich, A., et al. 2018, MNRAS, 475, 676 [Google Scholar]
  39. Swaters, R. A., Schoenmakers, R. H. M., Sancisi, R., & van Albada, T. S. 1999, MNRAS, 304, 330 [NASA ADS] [CrossRef] [Google Scholar]
  40. van der Marel, R. P. 2001, AJ, 122, 1827 [Google Scholar]
  41. van Eymeren, J., Jütte, E., Jog, C. J., Stein, Y., & Dettmar, R.-J. 2011a, A&A, 530, A29 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  42. van Eymeren, J., Jütte, E., Jog, C. J., Stein, Y., & Dettmar, R.-J. 2011b, A&A, 530, A30 [NASA ADS] [CrossRef] [EDP Sciences] [Google Scholar]
  43. Vulcani, B., Poggianti, B. M., Moretti, A., et al. 2018, ApJ, 852, 94 [NASA ADS] [CrossRef] [Google Scholar]
  44. Wang, J., Kauffmann, G., Overzier, R., et al. 2011, MNRAS, 412, 1081 [Google Scholar]
  45. Watts, A. B., Power, C., Catinella, B., Cortese, L., & Stevens, A. R. H. 2020, MNRAS, 499, 5205 [NASA ADS] [CrossRef] [Google Scholar]
  46. Weinberg, M. D. 1995, ApJ, 455, L31 [NASA ADS] [Google Scholar]
  47. Whitney, A., Ferreira, L., Conselice, C. J., & Duncan, K. 2021, ApJ, 919, 139 [NASA ADS] [CrossRef] [Google Scholar]
  48. Yesuf, H. M., Ho, L. C., & Faber, S. M. 2021, ApJ, 923, 205 [NASA ADS] [CrossRef] [Google Scholar]
  49. Yun, K., Pillepich, A., Zinger, E., et al. 2019, MNRAS, 483, 1042 [Google Scholar]
  50. Zaritsky, D., & Rix, H.-W. 1997, ApJ, 477, 118 [Google Scholar]
  51. Zaritsky, D., Salo, H., Laurikainen, E., et al. 2013, ApJ, 772, 135 [Google Scholar]
  52. Zhao, D., Du, M., Ho, L. C., Debattista, V. P., & Shi, J. 2020, ApJ, 904, 170 [Google Scholar]
  53. Zhou, Z.-B., Zhu, W., Wang, Y., & Feng, L.-L. 2020, ApJ, 895, 92 [Google Scholar]

All Tables

Table 1.

Properties of three selected lopsided disks from IllustrisTNG at z = 0.

All Figures

thumbnail Fig. 1.

Selection of disk galaxy sample. The six panels show the properties of the selected galaxies in different parameter combinations: the axis ratios b/a and c/a, the triaxiality parameter T, and the rotation parameter f. Black points correspond to 1912 selected disk galaxies, and the green points show the remaining 4595 galaxies of the total of 6507 well-resolved objects.

In the text
thumbnail Fig. 2.

Distributions of m = 1 Fourier mode values A1 for lopsided disks with A1 >  0.1 (upper panel) and remaining disks with A1 <  0.1 (lower panel). Measurements of A1 were done within (1 − 2)r1/2. The bin size is 0.01 in the upper panel and 0.005 in the lower one.

In the text
thumbnail Fig. 3.

Surface density distributions of stars (left column) and gas (right column) in the face-on view at the present time for three selected lopsided disks from IllustrisTNG (from top to bottom). The surface densities are normalized to the central value in each case and the contours are equally spaced in logΣ.

In the text
thumbnail Fig. 4.

Profiles of m = 1 Fourier mode A1(R) (upper panel) and its phase angle ϕ1(R) (lower panel) at the present time for three selected lopsided disks from IllustrisTNG. Measurements were carried out in bins of ΔR = 0.5 kpc of cylindrical radius R in the face-on projection.

In the text
thumbnail Fig. 5.

Evolution of shape parameters for three selected lopsided disks from IllustrisTNG. The blue, red and green lines show, respectively, the axis ratios b/a, c/a and the triaxiality parameter T. Measurements were done within 2r1/2.

In the text
thumbnail Fig. 6.

Evolution of odd Fourier modes A1, A3, and A5 for three selected lopsided disks from IllustrisTNG. Measurements were done in the range of (1 − 2)r1/2.

In the text
thumbnail Fig. 7.

Evolution of total mass in different components for the three selected lopsided disks from IllustrisTNG. The red, green, and blue lines show, respectively, the stellar, gas, and dark matter masses.

In the text
thumbnail Fig. 8.

Evolution of star formation rate within 2r1/2 for the three selected lopsided disks from IllustrisTNG.

In the text
thumbnail Fig. 9.

Distributions of gas fractions (upper left), star formation rates (upper right), color (lower left), and metallicity (lower right) for lopsided disks with A1 >  0.1 (blue) and remaining disks with A1 <  0.1 (red). Measurements of the properties were done within 2r1/2, except for the color, which is estimated from all stars in the galaxy. All histograms were normalized to unity.

In the text
thumbnail Fig. 10.

Values of m = 1 Fourier mode A1 for the stars versus those of the gas within (1 − 2)r1/2 for 161 lopsided galaxies at the present time. The points were color-coded by the gas fraction measured within 2r1/2. The diagonal line indicates the equality of the two quantities. For clarity, two data points with A1 >  0.4 for the gas were not included in the plot.

In the text
thumbnail Fig. 11.

Distributions of m = 2 Fourier mode values A2 for lopsided disks with A1 >  0.1 (blue) and remaining disks with A1 <  0.1 (red). Measurements of A2 were done within 2r1/2, and the histograms were normalized to unity.

In the text

Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.

Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.

Initial download of the metrics may take a while.