Front. Psychiatry Frontiers in Psychiatry Front. Psychiatry 1664-0640 Frontiers Media S.A. 10.3389/fpsyt.2020.00279 Psychiatry Original Research Imaging Real-Time Tactile Interaction With Two-Person Dual-Coil fMRI Renvall Ville 1 2 Kauramäki Jaakko 1 Malinen Sanna 1 Hari Riitta 1 3 Nummenmaa Lauri 1 4 * 1 Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Espoo, Finland 2 Advanced Magnetic Imaging Centre, Aalto University School of Science, Espoo, Finland 3 Department of Art, Aalto University School of Arts, Design and Architecture, Espoo, Finland 4 Turku PET Centre and Department of Psychology, University of Turku, Turku, Finland

Edited by: Elizabeth Redcay, University of Maryland, United States

Reviewed by: Arjen Stolk, Dartmouth College, United States; Edda Bilek, University College London, United Kingdom

*Correspondence: Lauri Nummenmaa, latanu@utu.fi

This article was submitted to Social Cognition, a section of the journal Frontiers in Psychiatry

28 04 2020 2020 11 279 01 12 2019 23 03 2020 Copyright © 2020 Renvall, Kauramäki, Malinen, Hari and Nummenmaa 2020 Renvall, Kauramäki, Malinen, Hari and Nummenmaa

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

Studies of brain mechanisms supporting social interaction are demanding because real interaction only occurs when persons are in contact. Instead, most brain imaging studies scan subjects individually. Here we present a proof-of-concept demonstration of two-person blood oxygenation dependent (BOLD) imaging of brain activity from two individuals interacting inside the bore of a single MRI scanner. We developed a custom 16-channel (8 + 8 channels) two-helmet coil with two separate receiver-coil pairs providing whole-brain coverage, while bringing participants into a shared physical space and realistic face-to-face contact. Ten subject pairs were scanned with the setup. During the experiment, subjects took turns in tapping each other’s lip versus observing and feeling the taps timed by auditory instructions. Networks of sensorimotor brain areas were engaged alternatingly in the subjects during executing motor actions as well as observing and feeling them; these responses were clearly distinguishable from the auditory responses occurring similarly in both participants. Even though the signal-to-noise ratio of our coil system was compromised compared with standard 32-channel head coils, our results show that the two-person fMRI scanning is feasible for studying the brain basis of social interaction.

functional magnetic resonance imaging touch somatosensory motor two-person neuroscience

香京julia种子在线播放

    1. <form id=HxFbUHhlv><nobr id=HxFbUHhlv></nobr></form>
      <address id=HxFbUHhlv><nobr id=HxFbUHhlv><nobr id=HxFbUHhlv></nobr></nobr></address>

      Introduction

      Humans are embedded in complex social networks where individuals interact at different temporal scales. Most social interactions, such as verbal and nonverbal communication, occur in dyads or groups, where people constantly strive to predict, understand, and influence each other. During the interaction, sensory, cognitive, and emotional information is constantly remapped in the observers’ brain and used for motor actions as responses attuned to the received input (1). Thus the interlocutors’ minds are intertwined into a shared system facilitating reciprocation (24) as well as anticipation of the other person’s acts, allowing distribution of neural processing across brains to aid, for example, problem solving.

      Some aspects of human social behavior—in particular perceptual and decision-making processes—can be studied by measuring single brains in isolation. Conventional BOLD-fMRI experiments allow to locate brain processes related to different social functions, while intersubject correlation (ISC) analysis based on voxelwise temporal correlation of BOLD-fMRI time series (57) or neuromagnetic activity with higher temporal resolution (8) across subject pairs can be used to index similarity of sensory and socioemotional information processing across subjects (9, 10). Recently this approach has also been extended to quantifying but also similarity of person preferences and social relationships (11). Although such data-driven analyses can be used to map brain basis of social perception with high-dimensional stimulus spaces, they are still essentially based on measurement of extrinsic, fixed stimuli and lack the very definition of social interaction, as the subjects have no influence whatsoever on other peoples’ minds during the experiment. This is a critical limitation as social interaction cannot be reduced to sequential, partially parallel processing of the input of the interacting brains, because social interaction only emerges when the two brains (via their owners) are hooked up together (4, 8, 12). Simply put, real-time social interaction does not exist when two or more individuals are not engaged in the same physical or virtual space (13).

      Reciprocal social cognitive processes cannot thus be understood completely without studying the complete interaction unit consisting of two individuals (14). Behavioral work suggests that social interaction tunes the individuals into a self-organizing, interactive state. For example, humans automatically mimic other’s emotional expressions (15), gaze direction (16), and postures (17). Social signals, such as laughter, also automatically attune individual not just at the level of motor responses, but also in terms of activation of specific neurotransmitter systems (18). Moreover, many social processes, such as gaze following (19, 20) and turn taking during conversation (21), take place with gaps less than 250 ms, and social interaction may lead to episodes of two-person flow without neither of them consciously leading or following (22). Yet, most of what we know about human social brain functions comes from “spectator” studies where the brains are assumed to generate responses to pre-defined stimulation (8). Even though this approach has been successful in delineating the brain basis of social perception, and on some occasions of social communication, it tells relatively little about the actual mechanisms of dynamic social interaction. Consequently, several researchers have suggested that the spectator paradigm and offline social cognition studies should be complemented with real-time two-person paradigms, where two interacting individuals constantly generate “stimuli” for each other (1, 2, 4, 23, 24).

      Some aspects of human communication can be investigated using alternated scanning of the subjects sending and receiving information. In such an approach, the senders convey some social information via, for example, speech or gestures, while their brain activity as well as the communicative information are recorded. The communicative information can then be presented to the receiver subjects as stimuli during brain imaging, allowing joint analysis of the brain activity of the sender and receiver subjects. This line of work has revealed how successful communication via speech (25, 26), hand gestures (3, 27), and facial expressions (28) enhances similarity of neural activation patterns across the interlocutors in a task-specific manner. This approach however lacks any interactivity, as the receiver subjects are essentially viewing pre-recorded stimuli, and need not to generate any responses to them. Recently different neuroimaging techniques have been proposed for studying dynamic “live” interaction. In the hyperscanning approach, two individuals are scanned with two MRI (2931) or MEG (32) devices connected with an audio-video link, thus enabling interaction of two subjects in independent devices. Furthermore, with EEG recordings real face-to-face to interaction can be achieved in reasonably unconstrained social interaction tasks (33).

      Such natural sense of presence of another individual might be critical for understanding the brain basis of social interaction. For example, resting-state brain activity in nonhuman primates is different when conspecifics are present versus absent (34). In humans, interaction with real rather than recorded persons elicits stronger hemodynamic responses (35), and even early electrophysiological responses such as the face-sensitive N170 responses are amplified for real human faces versus those of a human-like dummy (36). These findings highlight the importance of co-presence with other people, and the consequent changes in the way the brain processes both internal and external cues. Consequently, to understand the intricacies of the brain basis of human social interaction and communication, we need techniques that allow simultaneous recording of two individuals in the same physical space. This has already been technically achieved with simultaneous EEG (e.g. 37) and NIRS (e.g. 38, 39) recordings, as these devices can be easily attached to subjects measured in a conventional face-to-face settings. Nevertheless, neither of these techniques allows volumetric measurements of the deep brain structures, many of which are critical for human social processes (4042).

      The Current Study

      One potentially powerful approach for studying brain basis of social interaction involves simultaneous blood oxygenation dependent (BOLD) imaging of two persons within one magnetic resonance imaging scanner. Such an approach would bring both subjects into the same physical space whilst allowing tomographic imaging of hemodynamic brain activation. Currently, one such solution has been published, based on decoupled circular-polarized volume coil for two heads (43, 44). We have, in turn, developed a custom-built 16-channel (8 + 8 channels) two-helmet coil with two separate receiving elements (45), allowing experimental setups where the subjects were facing each other so that their feet pointed to opposite directions in the magnet bore. In the present proof-of-concept study we demonstrate how hemodynamic signals can be recorded during real-time social interaction using this a novel MRI setup so that the subject can lie parallel to each other while sharing the same physical space in a realistic face-to-face contact. The setup thereby allows seamless interaction between the members of the dyad, while providing whole-brain coverage.

      Because this was the very first proof-of-concept human experiment done with our dual-coil design, we wanted to benchmark the feasibility of the setup with a robust and simple social interaction task, rather than setting up an overly complex design without knowing the potential limitations of the coil setup. Consequently, we used social touching as the model task, as touching is an intimate way of conveying affect and trust in social relationships (4648). During the fMRI experiments, subjects took turns in tapping each other’s lip versus observing and feeling the taps. We show that overlapping networks of sensorimotor brain areas are engaged during executing motor actions as well as observing and feeling social touching, suggesting that the two-person fMRI recordings are feasible for studying the brain basis of social interaction.

      Materials and Methods Subjects

      We scanned 10 pairs of volunteers with a mean age of 23 ± 3 years (20 subjects; 7 female–male pairs and 3 female–female pairs). One further pair was scanned but excluded due to excessive head motions: one of the subjects moved so that the detector array’s sensitivity was compromised, and repositioning was not possible due to time constraints. All subjects were right-handed per self-report, and none of them reported any history of neurological illness. All pairs were friends or romantic partners. The study was approved by the Aalto University Institutional Review Board. All subjects gave written informed consent and were screened for MRI exclusion criteria prior to scanning.

      MRI Acquisition

      Data were acquired with 3-T whole body MRI system (MAGNETOM Skyra 3.0 T, Siemens Healthcare, Erlangen, Germany) with both a vendor-provided 32-channel receive head coil (reference scans) and a custom-built 16-channel (8 + 8 channels) two-head, two-helmet receive coil (anatomical images, task-based fMRI, and resting state scan). With both receive coils, the integrated body coil was used for transmit. Figure 1 shows an overview of the coil and subject setup. We originally experimented with a setup where subjects were lying either sideways or in a supine position, while entering the gantry from the opposite ends so that a second custom MRI bed was used for the backwards entry. This setup was however discarded due to subject discomfort and concomitant motion-related artifacts.

      Coil and subject setup. (A, B) Illustration of the dual coil and its arrangement in the scanner. (C, D) Subject setup inside the scanner.

      Every scanning session consisted of two parts. First both subjects were scanned one-by-one using normal one-person setup (head-first supine, 32-channel coil). T1-weighted MP-RAGE images were acquired for anatomical reference, and gradient echo (GRE) echo-planar imaging (EPI) data were acquired for evaluating the temporal signal-to-noise ratio (tSNR), especially in comparison with the two-person data. Imaging parameters for the MP-RAGE scans were as follows: repetition time (TR) = 2.53 s, echo time (TE) = 28 ms, readout flip angle (α) = 7°, 256 × 256 × 176 imaging matrix, isotropic 1-mm3 resolution, and GRAPPA reduction factor (R) = 2. The parameters for the GRE-EPI were: TR = 3 s, TE = 28 ms, α = 80°, fat saturation was used, in-plane imaging matrix (frequency encoding × phase encoding) = 70 × 70, field-of-view (FOV) = 21 × 21 cm2, in-plane resolution 3 × 3 mm2, R = 2, effective echo spacing (esp) = 0.26 ms, bandwidth = 2380 Hz/pixel (total bandwidth = 167 kHz), phase encoding in anterior–posterior direction, slice thickness = 3 mm with 10% slice gap, interleaved slice-acquisition order. Altogether 126 volumes, with 49 oblique axial slices in each, were acquired during the 6 min 18 s data-collection period. Three “dummy” scans were acquired at the beginning of each acquisition to stabilize the longitudinal magnetization.

      Next the subjects were positioned in the scanner together with the two-head coil; the subjects were lying on their sides, facing each other at a close distance. Localizer and GRE-EPI data were acquired after shimming the magnet, using the semi-automated workflow by iteratively acquiring B 0 field maps and calculating the shims for as long as the shim was deemed unacceptable. In this phase, the subjects could be repositioned if the their field maps appeared excessively dissimilar. The scan parameters were the same as in the one-person setup, with the following exceptions: in-plane matrix = 160 × 70, FOV = 48.6 × 20.1 cm2, and bandwidth = 2404 Hz/pixel (total bandwidth = 385 kHz). Moreover, the phase encoding was in subjects’ left–right direction to avoid aliasing ghosts from one subject’s brain into the other, and to reduce distortion and scan time by limiting the number of phase encoding steps (to 35 per slice). The 49 slices were oriented axially and tilted only to maximize the symmetry of the acquisition of the two brains. During the two-person measurements, the bodies of the subjects were in contact (without direct skin contact) and pillows and foam mattresses were used to make the subjects as comfortable as possible. The subjects’ heads were stabilized using small pillows with non-slippery surface and additional support was provided using a large vacuum pillow that once deflated retained its shape throughout the session.

      Touching Task

      Figure 2 summarizes the touching task. The subjects took turns in repeatedly tapping (“actor” subject) the lower lip of their partner (“receiver” subject) with the tip of the index finger, so that both partners could also clearly see the finger movement. This site was chosen so that that the finger movements would be clearly visible to both subjects. Self-paced (∼2 Hz) tapping was performed throughout the 30-s task blocks. Subjects were stressed to minimize finger movements, because motion near the imaging volume perturbs the magnetic field and can interfere with the spatial encoding and introduce head motion. During the rest blocks the subjects were instructed to hold their finger close by but not touching the lower lip of their partner. Each task run contained six rest–task block cycles with an additional rest block at the end of the run. Except for the initial rest condition, transitions between blocks were cued by pre-recorded voice command “Touch” and “Rest.” These were delivered to the participants by connecting the stimulus computer’s audio output to the magnet console to use the intercom system of the MRI scanner. Presentation software (Neurobehavioral Systems, Berkeley, CA, USA) controlled stimulus presentation. After the first task run we confirmed that the subjects could hear the voice commands. For any given run, only one of the subjects performed the active touching task while the other focused on feeling the taps. The roles were switched between runs. Both subjects were always scanned twice in both roles so that altogether four task runs with 126 EPI volumes in each were acquired.

      Experimental design. Subjects took 30-s turns in tapping the top of each other’s lip with their index finger, resulting in alternating tapping-feeling boxcar design with complete antiphase across the subjects. Turns were indicated with commands relayed via headphones.

      Resting-State Scans

      Resting state scans were obtained for inspecting signal quality. During the single-subject GRE-EPI data acquisition, the subjects were instructed to keep their eyes open and still. Eye-blinking was allowed. The two-person resting-state scans were always acquired prior to the task scans, asking the subjects to lie still with eyes open without actively looking at each other.

      Image Preprocessing—One-Person Scans

      The fMRI data were preprocessed in Matlab utilizing custom code and FSL functions (49). The one-person fMRI data were motion-corrected using FSL MCFLIRT (50). Next, slice-timing correction was applied and the frame-wise motion within each fMRI run was corrected using FSL function MCFLIRT after brain extraction using BET (51) and smoothed with structure-preserving smoothing with SUSAN (52) that employed a 6-mm (full-width-at-half-maximum, FWHM) Gaussian smoothing kernel. The data were rigidly (six free parameters) aligned to the anatomical MP-RAGE scans, with narrow search space for the alignment because the receiver intensity was spatially atypical and prohibited the use of the standard options for several datasets. The anatomical images were normalized to the MNI space, and the resulting warps were then applied to the EPI images. Data were finally smoothed using a Gaussian kernel with 8 mm FWHM.

      Image Preprocessing—Two-Person Scans

      Individual heads were first separated and rotated to standard head-first supine orientation using a fixed coordinate transformation without resampling. Next both subjects’ data were preprocessed independently as described above. Preprocessing was concluded by recombining the data of each pair so that one subject’s data were in MNI space, and the other subject’s data were placed nose-to-nose with that to mimic the actual positioning during the scanning.

      Signal-to-Noise Ratios

      Coil performance was assessed with temporal signal-to-noise ratio (tSNR) of resting-state fMRI scans comprising of 126 time points. The FSL BET program was used to extract the brain voxels from the images, after which the data were motion-corrected using FSL MCFLIRT. Next, voxelwise tSNR values were calculated as the ratio of the mean signal over the measurement, divided by the standard deviation (std) at each voxel. For comparison, similar analysis was carried out for the one-person resting-state data.

      Task-Evoked BOLD Responses

      Task-evoked BOLD responses were analyzed in FSL using the General Linear Model (GLM). The main blocks were modeled at the stimulus periodicity, and the voice instructions were modeled as 3-s events at the beginning and end of each block (see Figure 2 ). A canonical double-gamma hemodynamic response function (HRF) was convolved with the timeseries of tactile stimulus blocks and voice events. Also, the motion parameter estimates of both of the simultaneously scanned heads were included as nuisance regressors for both heads individually; in other words, both subjects’ models had their own as well as the other subjects’ motion parameters as nuisance covariates. The other head’s motion estimates were included to gain resilience against motion-related field or signal fluctuations extending from one head to the location of the other. The analyses included the entire two-head volumes, allowing quantification and visualization of subject-specific and shared activation patterns across the dyad. In a complementary methodological approach, we used independent-component analysis with the GIFT toolbox (http://icatb.sourceforge.net/) on the joint dual-head EPI data, and we assessed the temporal profile of the top extracted components against the experimental stimulus model.

      Results Dual-Coil Performance

      Figures 3A, B show a representative dyad’s normalized data for T1 and EPI sequences. tSNR was compared between resting-state scans of the two subjects imaged simultaneously with the two-person coil and the same subjects imaged alone with standard 32-channel head coil. Figure 3C shows the mean tSNR in a sagittal plane of a representative dyad and in a roughly corresponding plane of one of the subjects of this dyad measured individually. The scales of the color bars are different by a factor of 1.5, corresponding to the theoretical scaling factor of SNR resulting from the differences in acquisition bandwidth (inversely proportional to the square-root of the bandwidth). As expected, the tSNRs of the two-person measurements were almost 50% lower than those of the single-subject measurements, with most salient drop of signal in the frontal cortices.

      Representative single-dyad T1 (A) and T*2 (B) -weighted images acquired with the dual coil. (C) tSNR for the dual coil and (D) conventional Siemens 32-channel head coil. Note that in due to preprocessing, the data from the dual coil pairs in panel (C) are further away from each other than they actually are (c.f. panel B).

      Regional Effects in the GLM

      The voice cues modeled as 3-s events elicited reliable bilateral auditory-cortex activations similarly in both subjects regardless of their role as the actor or the receiver ( Figure 4A ). In turn, the touching task resulted in differential activation patterns in the somatosensory and motor cortices depending on whether the subject was tapping or receiving taps ( Figure 4B and Figure S1 ).

      Main effects of auditory cue (A) and the touching task (B) for the actor and receiver subjects. The data are thresholded at p < 0.05, FDR corrected.

      We next evaluated the consistency of the auditory and somatosensory activations across individual subjects. To that end, we binarized the first-level activation maps for the verbal instructions and tactile tasks, and generated cumulative activation maps where voxels indicated in how many subjects task-dependent activations were detected at the a priori threshold ( Figure 5 ). This analysis confirmed that the evoked auditory responses could be detected practically in all the subjects, while the magnitude and detectability of the somatosensory responses was significantly more variable.

      Cumulative map of the binarized (active / inactive) single-pair level activation maps for the auditory cues and touching task. Color bar indicates the number of subjects where significant activations were observed in the first-level analyses. Note that this analysis does not differentiate which subject was active in the tapping task.

      Independent-Component Analysis (ICA)

      ICA ( Figure 6 ) applied on the combined data of the two subjects revealed two clear components during the task: IC1 centrally involving the sensorimotor network, and the IC2 involving the auditory cortices and lateral frontal cortices. Both these components were shared with the subjects, implying that similar auditory and somatomotor activity patterns were present in both subjects, irrespectively of whether they were currently executing versus feeling the touches.

      (A) Two representative independent components (ICs) and (B) their time courses extracted from the data.

      Discussion

      Our results show that hemodynamic activity can be reliably measured from two interacting subjects’ brains within one scanner using a dual-helmet setup with two separate coil arrays, and that this technique can be used for studying elementary social cognitive functions, such as interpersonal communication via touching. Although the SNR of the dual-helmet coil was compromised (see Figure 3 ) compared with a conventional 32-channel head coil (53), the task-dependent BOLD responses were task- and region-specific: auditory cues activated the auditory cortex similarly in both subjects (as they both heard the same cues), while the somatosensory and motor activations varied depending on which subject was actively tapping the other. The cues however appeared to alert the acting subject more than the reacting subject, as reflected by activation of the parieto-occipital cortex (precuneus). ICA also revealed activation of sensorimotor and auditory networks in both subjects. Altogether our results highlight how sensorimotor networks “resonate” across individuals during tactile interaction and confirm that fMRI with our novel dual-coil design is a potentially useful tool for studying brain basis of social interaction.

      Performance of the Dual Coil

      GLM revealed that specific task-dependent fluctuations in hemodynamic activity can be picked up with the setup. Despite relatively modest sample size, the contrasts of interest (tactile, motor, and auditory activations) were significant at the a priori FDR-corrected statistical threshold. However, SNR of the dual coil was clearly inferior to a conventional 32-channel head coil. An important source of discrepancy in the tSNR between the two- and the single-subject setups is the smaller number of coil elements in each of the helmets in the two-person coil in comparison to the one-person coil (8 vs. 32). The overall quality and geometry of the coil also matters: while the two-person coil is a working prototype, the 32-channel coil is the state-of-the-art product of the magnet vendor. The homogeneity of the main magnetic field (B 0) is another important factor. The second-order shim coils cannot achieve the same degree of homogeneity for the two heads than for a single round object, and the B 0 at the edges of the imaging volume is, to begin with, less homogeneous than in the center of the magnet. For these reasons, the water peak is wider in the two-person case.

      Also, as the two heads are typically of somewhat different size, the flip angles differ between the heads. Moreover, as the heads after shimming remain in different magnetic fields (and often result in a two-peaked water spectrum; the phase maps of the individual brains are relatively even, but have different offsets), the magnetization transfer due to fat saturation tends to reduce the signal of one head more than of the other, with fat saturation performance varying correspondingly. The homogeneity of the tSNR in the brain is also compromised due to the absence of coil elements in the anterior parts of the brains (see Figures 1 and 3 ). This drop is similar to what occurs when the anterior part of the 32-channel coil is removed and only the posterior elements are used for imaging. A final reason that influences the tSNR is the subject comfort and stability, which in the two-person setup are worse than in the normal setup, further compromised because the subjects need to be scanned in close proximity and in a sideways position. We tried to alleviate this problem by keeping the experimental runs short and by padding the subjects well, as well as using both subjects’ motion parameters as nuisance regressors in the analysis. It is however obvious that future studies need to implement more effective prospective means for motion control, such as neck or head restraints.

      Simultaneous Measurement of Interacting Individuals

      In contrast to conventional single-person MR imaging, the present two-person functional imaging approach provides novel means for understanding the neural basis of human social interaction. During social interaction, the interaction partners’ brains need to continuously anticipate as well as respond and adjust to incoming signals. A critical question is whether these sensorimotor loops function only recursively, as a cascade of third-person action-response processes? For example, a dialogue between two persons becomes fully incomprehensible if one persons’ speech fragments are removed from the recording. Brains are coupled with each other via behavior, and they influence each other via extracranial loops: Motor actions conveyed by one individual are interpreted by means of the sensory systems of another, and converted to sensorimotor format for promoting action understanding (1). The present 2-person fMRI setup provides means for studying how these loops are established during real-time interaction, as the evolving temporal cascade of sender-receiver operations in the social interaction can be measured continuously.

      Intuitively two-person neuroimaging sounds like an outstanding means for analyzing social interaction, because it allows quantifying the dynamic interaction between two brains similarly as such interaction occurs in real life. Yet after initial demonstrations of the feasibility of the two-person hyperscanning fMRI technique (30), it is surprising how little work has been conducted in this domain given the prominence of other individuals to practically all aspects of our lives (54). For example, by the time of writing this article, searching Web of Science for “fMRI and hyperscanning” yields only 52 hits (of which 15 are original articles actually using fMRI hyperscanning), whereas searching for “fMRI” yields no less than 70,460 hits. One likely reason for the paucity of fMRI hyperscanning studies is that such experiments are inherently difficult to carry out and analyze. The two-person approach adds significantly to the complexity of the data—not just due to the doubled number of analyzed voxels, but due to the interactive and temporally evolving nonlinear nature of real social interaction. It is thus possible that this line of work has not increased our knowledge on social interaction as much as the extra complexity would warrant. But it is also possible that we have not yet asked the best questions with the two-person neuroimaging setups, and maybe we need to adopt a new theoretical framework for measuring and analyzing brain signals emerging from social interaction, rather than just scanning two brains at the same time using traditional approach with pre-determined stimulus models. During social interaction, the interlocutors constantly generate “stimuli” for each other in an adaptive fashion, meaning that one potentially powerful approach involves careful recording and annotation of the behavioral dimensions of the social interaction as it occurs during the experiment, and using that data for post-experiment generation of the subject-specific stimulus models. This approach obviously leads to a high-dimensional stimulus space that again can be capitalized in the analysis: we do not necessarily know which features of social interaction form the most important dimensions when generating a classic stimulation model (55). On the contrary, when the stimulus model is generated based on the subject behavior during the experiment, the critical dimensions do not need to be known in advance but the research may aim at constructing them based on the data.

      Practicality of the Two-Person Imaging Setup

      We had to position our subjects into close proximity with each other due to the limited size of the transmitting body coil but also to provide a shared interpersonal space, allowing, for example, joint manipulation of objects. However, this intimate setting likely led to breaching the subjects’ peripersonal spaces, potentially influencing social processes because close social proximity may feel uncomfortable (56, 57). Accordingly, this setup is best suited for scanning subjects who know each other well enough, and the intimacy may also yield biases in subject selection. For the same reasons, this type of dual-coil imaging might be impossible for patient populations with disorders involving social interaction. An optimized version of the coil design could involve a setup comparable to two conventional head coils with subjects' vertices aligned against each other, so that both subjects can be scanned in supine position while they enter the scanner from opposite ends of the bore. Although subjects cannot directly see each other, eye contact can be arranged using a mirror system. Our setup only had external auditory stimulus delivery system for the subjects. In theory, it would also be possible to project visual stimuli to the subjects, but due to the close proximity of the subjects’ faces this is deemed impractical. Our proof-of-concept study also revealed that the dual-coil setup is significantly less comfortable than conventional 32-channel head coil. Subject setup and shimming are slow, and the scanning position is difficult to maintain over prolonged periods of time. Interlocking of the head coils and close proximity of subjects also increased susceptibility to motion. Accordingly, we tried to maximize subject comfort by limiting the scanning time into short blocks; in our experience the current scanning time (four 6-min sessions plus anatomical images and preparations) was close to the maximum that subjects can comfortably do.

      Limitations and Future Directions

      In this study we resorted to conventional moderately accelerated fMRI acquisitions. However, recent advances in multi-band excitation, to improve temporal resolution, and parallel transmit, to even out the flip angles in the two potentially very different sized heads, could greatly benefit the two-person MRI setup. The SNR for the dual coil was significantly worse than that of the conventional 32-channel head coil, particularly in the frontal cortex due to multiple factors pertaining to coil geometry and the low number of channels. This lacking signal in frontal cortex is a limiting factor when it comes to investigating social interaction, for which the frontal cortex acts as a central hub region (58). However, many social processes emerge in regions where the coil system has adequate signal [such as posterior temporal and parietal cortices (16, 40, 59)], thus care must be taken when deciding what sort of social tasks can be studied with the present setup. Additionally, future benchmarking with variable tasks and experimental setups should be conducted to evaluate what types of tasks are ultimately feasible for this type of dual-coil imaging setup. Future developments of the coil setup should strive to maximize coil coverage of the scalp more evenly, and with higher-density coil arrangements. Such new devices would also allow more efficient control of subject motion: the limited contact of the current coil design with the scalp, combined with the sideways scanning position makes the setup sensitive to head motion.

      Conclusions

      We conclude that two-person fMRI is a feasible and potentially powerful tool for studying brain dynamics of real-time social interaction. Even though the signal quality was compromised compared with state-of-the art head coils, our results show that our dual-head coil yields sufficient SNR for quantifying the dynamics of the real-time two-person interaction. This proof-of-concept study revealed that it is possible to measure good-quality hemodynamic signals simultaneously from two brains with one scanner. The two-person fMRI approach presented in this study complements the existing fMRI and MEG hyperscanning and face-to-face EEG and fNIRS techniques by allowing tomographic imaging of brain activations of two interacting subjects in face-to-face settings. Even though both subjects generated tactile stimuli to each other in the experiment, the task was still externally controlled. Our data however suggest that in the future this methodology can be used for quantifying brain activation in dyadic, unconstrained, and naturalistic social interaction.

      Data Availability Statement

      The datasets generated for this study will not be made publicly available. The institutional review board did not give permission for sharing sensitive medical data (MR images); thus data sharing waiver could not be included in the informed consent. Requests to access these datasets should be directed to the corresponding author.

      Ethics Statement

      The studies involving human participants were reviewed and approved by Aalto University Institutional Review Board. The participants provided their written informed consent to participate in this study.

      Author Contributions

      VR, JK, RH, and LN designed research. VR, SM, and RH developed instruments. VR and JK acquired data. VR and JK analyzed data. VR, JK, RH, and LN interpreted data. VR, JK, SM, RH, and LN wrote the paper.

      Conflict of Interest

      The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

      Acknowledgments

      We thank Ms. Anna Anttalainen, Dr. Toni Auranen, Ms. Marita Kattelus, Mr. Veli-Matti Saarinen, and Mr. Tuomas Tolvanen for assistance, and Insight MRI for the development of the dual coil. The research was made possible by the Advanced Magnetic Imaging Centre, Aalto University School of Science, Espoo, Finland. VR is grateful to the funding provided by the Swedish Cultural Foundation in Finland, Instrumentarium Science Foundation, and Kalle and Dagmar Välimaa Fund of the Finnish Cultural Foundation. The funding support of the Academy of Finland (grant #218072 to RH, grant #265917 to LN) and European Research Council (“Brain2Brain” grant #232946 to RH and “SocialBrain” grant #313000 to LN) is thankfully acknowledged.

      Supplementary Material

      The Supplementary Material for this article can be found online at: /articles/10.3389/fpsyt.2020.00279/full#supplementary-material

      (A) Alternating responses to active touching by left and right subjects. (B) Overlapping activations for touching and feeling touch.

      References Hari R Kujala MV Brain Basis of Human Social Interaction: From Concepts to Brain Imaging. Physiol Rev (2009) 89:453–79. doi: 10.1152/physrev.00041.2007 Hasson U Ghazanfar AA Galantucci B Garrod S Keysers C Brain-To-Brain Coupling: a Mechanism for Creating and Sharing a Social World. Trends Cognit Sci (2012) 16:114–21. doi: 10.1016/j.tics.2011.12.007 Smirnov D Lachat F Peltola T Lahnakoski JM Koistinen O-P Glerean E . Brain-To-Brain Hyperclassification Reveals Action-Specific Motor Mapping of Observed Actions in Humans. PloS One (2017) 12:E0189508. doi: 10.1371/journal.pone.0189508 Nummenmaa L Lahnakoski JM Glerean E Sharing the Social World Via Intersubject Neural Synchronisation. Curr Opin Psychol (2018) 24:714. doi: 10.1016/j.copsyc.2018.02.021 Bartels A Zeki S . The Chronoarchitecture of the Human Brain—Natural Viewing Conditions Reveal a Time-Based Anatomy of the Brain. Neuroimage (2004) 22:419–33. doi: 10.1016/j.neuroimage.2004.01.007 Hasson U Nir Y Levy I Fuhrmann G Malach R . Intersubject Synchronization of Cortical Activity During Natural Vision. Science (2004) 303:1634–40. doi: 10.1126/science.1089506 Wilson SM Molnar-Szakacs I Iacoboni M . Beyond Superior Temporal Cortex: Intersubject Correlations in Narrative Speech Comprehension. Cereb Cortex (2008) 18:230–42. doi: 10.1093/cercor/bhm049 Hari R Henriksson L Malinen S Parkkonen L . Centrality of Social Interaction in Human Brain Function. Neuron (2015) 88:181–93. doi: 10.1016/j.neuron.2015.09.022 Lahnakoski JM Glerean E Jääskeläinen IP Hyönä J Hari R Sams M . Synchronous Brain Activity Across Individuals Underlies Shared Psychological Perspectives. Neuroimage (2014) 100:316–24. doi: 10.1016/j.neuroimage.2014.06.022 Nummenmaa L Glerean E Viinikainen M Jaaskelainen IP Hari R Sams M . Emotions Promote Social Interaction by Synchronizing Brain Activity Across Individuals. Proc Natl Acad Sci U S A (2012) 109:9599–604. doi: 10.1073/pnas.1206095109 Parkinson C Kleinbaum AM Wheatley T . Similar Neural Responses Predict Friendship. Nat Commun (2018) 9:332. doi: 10.1038/s41467-017-02722-7 Hari R Sams M Nummenmaa L . Attending to and Neglecting People: Bridging Neuroscience, Psychology and Sociology. Phil Trans B (2016) 371:19. doi: 10.1098/rstb.2015.0365 De Jaegher H Di Paolo E Gallagher S . Can Social Interaction Constitute Social Cognition? Trends Cognit Sci (2010) 14:441–7. doi: 10.1016/j.tics.2010.06.009 Konvalinka I Roepstorff A . The Two-Brain Approach: How Can Mutually Interacting Brains Teach Us Something About Social Interaction? Front Hum Neurosci (2012) 6:110. doi: 10.3389/fnhum.2012.00215 Dimberg U Thunberg M Elmehed K . Unconscious Facial Reactions to Emotional Facial Expressions. Psychol Sci (2000) 11:86–9. doi: 10.1111/1467-9280.00221 Nummenmaa L Calder AJ . Neural Mechanisms of Social Attention. Trends Cognit Sci (2009) 13:135–43. doi: 10.1016/j.tics.2008.12.006 Lakin JL Jefferis VE Cheng CM Chartrand TL . The Chameleon Effect as Social Glue: Evidence for the Evolutionary Significance of Nonconscious Mimicry. J Nonverbal Behav (2003) 27:145–62. doi: 10.1023/A:1025389814290 Manninen S Tuominen L Dunbar RIM Karjalainen T Hirvonen J Arponen E . Social Laughter Triggers Endogenous Opioid Release in Humans. the. J Neurosci (2017) 37:6125–31. doi: 10.1523/JNEUROSCI.0688-16.2017 Frischen A Bayliss AP Tipper SP . Gaze Cueing of Attention: Visual Attention, Social Cognition, and Individual Differences. Psychol Bull (2007) 133:694724. doi: 10.1037/0033-2909.133.4.694 Pfeiffer UJ Vogeley K Schilbach L . From Gaze Cueing to Dual Eye-Tracking: Novel Approaches to Investigate the Neural Correlates of Gaze in Social Interaction. Neurosci Biobehav Rev (2013) 37:2516–28. doi: 10.1016/j.neubiorev.2013.07.017 Stivers T Enfield NJ Brown P Englert C Hayashi M Heinemann T . Universals and Cultural Variation in Turn-Taking in Conversation. Proc Nat Acad Sci USA (2009) 106:10587–92. doi: 10.1073/pnas.0903616106 Noy L Dekel E Alon UT . The Mirror Game as a Paradigm for Studying the Dynamics of Two People Improvising Motion Together. Proc Natl Acad Sci (2011) 108:20947–52. doi: 10.1073/pnas.1108155108 Redcay E Schilbach L . Using Second-Person Neuroscience to Elucidate the Mechanisms of Social Interaction. Nat Rev Neurosci (2019) 20:495505. doi: 10.1038/s41583-019-0179-4 Schilbach L Timmermans B Reddy V Costall A Bente G Schlicht T . Toward a Second-Person Neuroscience. Behav Brain Sci (2013) 36:393414. doi: 10.1017/S0140525X12000660 Smirnov D Saarimäki H Glerean E Hari R Sams M Nummenmaa L . Emotions Amplify Speaker–Listener Neural Alignment. Hum Brain Mapp (2019) 40:4777–88. doi: 10.1002/hbm.24736 Stephens GJ Silbert LJ Hasson U . Speaker-Listener Neural Coupling Underlies Successful Communication. Proc Natl Acad Sci U S A (2010) 107:14425–30. doi: 10.1073/pnas.1008662107 Schippers MB Roebroeck A Renken R Nanetti L Keysers C . Mapping the Information Flow From One Brain to Another During Gestural Communication. Proc Natl Acad Sci U S A (2010) 107:9388–93. doi: 10.1073/pnas.1001791107 Anders S Heinzle J Weiskopf N Ethofer T Haynes JD . Flow of Affective Information Between Communicating Brains. Neuroimage (2011) 54:439–46. doi: 10.1016/j.neuroimage.2010.07.004 King-Casas B Sharp C Lomax-Bream L Lohrenz T Fonagy P Montague PR . the Rupture and Repair of Cooperation in Borderline Personality Disorder. Science (2008) 321:806–10. doi: 10.1126/science.1156902 Montague PR Berns GS Cohen JD McClure SM Pagnoni G Dhamala M . Hyperscanning: Simultaneous Fmri During Linked Social Interactions. Neuroimage (2002) 16:1159–64. doi: 10.1006/nimg.2002.1150 Saito DN Tanabe HC Izuma K Hayashi MJ Morito Y Komeda H . “Stay Tuned”: Inter-Individual Neural Synchronization During Mutual Gaze and Joint Attention. Front Integr Neurosci (2010) 4:112. doi: 10.3389/fnint.2010.00127 Baess P Zhdanov A Mandel A Parkkonen L Hirvenkari L Mäkelä JP . Meg Dual Scanning: a Procedure to Study Real-Time Auditory Interaction Between Two Persons. Front Hum Neurosci (2012) 6:17. doi: 10.3389/fnhum.2012.00083 Babiloni F Astolfi L . Social Neuroscience and Hyperscanning Techniques: Past, Present and Future. Neurosci Biobehav Rev (2014) 44:7693. doi: 10.1016/j.neubiorev.2012.07.006 Monfardini E Redoute J Hadj-Bouziane F Hynaux C Fradin J Huguet P . Others’ Sheer Presence Boosts Brain Activity in the Attention (But Not the Motivation) Network. Cereb Cortex (2016) 26:2427–39. doi: 10.1093/cercor/bhv067 Redcay E Dodell-Feder D Pearrow MJ Mavros PL Kleiner M Gabrieli JDE . Live Face-To-Face Interaction During Fmri: a New Tool for Social Cognitive Neuroscience. Neuroimage (2010) 50:1639–47. doi: 10.1016/j.neuroimage.2010.01.052 Ponkanen LM Hietanen JK Peltola MJ Kauppinen PK Haapalainen A Leppanen JM . Facing a Real Person: an Event-Related Potential Study. Neuroreport (2008) 19:497501. doi: 10.1097/WNR.0b013e3282f7c4d3 Dumas G Nadel J Soussignan R Martinerie J Garnero L . Inter-Brain Synchronization During Social Interaction. PloS One (2010) 5:E12166. doi: 10.1371/journal.pone.0012166 Cui X Bryant DM Reiss AL . Nirs-Based Hyperscanning Reveals Increased Interpersonal Coherence in Superior Frontal Cortex During Cooperation. Neuroimage (2012) 59:2430–7. doi: 10.1016/j.neuroimage.2011.09.003 Funane T Kiguchi M Atsumori H Sato H Kubota K Koizumi H . Synchronous Activity of Two People’s Prefrontal Cortices During a Cooperative Task Measured by Simultaneous Near-Infrared Spectroscopy. J Biomed Opt (2011) 16:110. doi: 10.1117/1.3602853 Lahnakoski JM Glerean E Salmi J Jaaskelainen I Sams M Hari R . Naturalistic Fmri Mapping Reveals Superior Temporal Sulcus as the Hub for the Distributed Brain Network for Social Perception. Front Hum Neurosci (2012) 6:14. doi: 10.3389/fnhum.2012.00233 Saarimaki H Ejtehadian LF Glerean E Jaaskelainen IP Vuilleumier P Sams M . Distributed Affective Space Represents Multiple Emotion Categories Across the Human Brain. Soc Cognit Affect Neurosci (2018) 13:471–82. doi: 10.1093/scan/nsy018 Saarimäki H Gotsopoulos A Jääskeläinen IP Lampinen J Vuilleumier P Hari R . Discrete Neural Signatures of Basic Emotions. Cereb Cortex (2016) 6:2563–73. doi: 10.1093/cercor/bhv086 Lee RF . Dual Logic and Cerebral Coordinates for Reciprocal Interaction in Eye Contact. PloS One (2015) 10. doi: 10.1371/journal.pone.0121791 Lee RF Dai W Jones J . Decoupled Circular-Polarized Dual-Head Volume Coil Pair for Studying Two Interacting Human Brains With Dyadic Fmri. Magn Reson Med (2012) 68:1087–96. doi: 10.1002/mrm.23313 Renvall V Malinen S . Setup and apparatus for two-person fMRI. (Beijing China: Poster presented at the 18th annual meeting of the Organization for Human Brain Mapping). (2012). Nummenmaa L Suvilehto JM Glerean E Santtila P Hietanen JK . Topography of Human Erogenous Zones. Arch Sex Behav (2016). 120716 doi: 10.1007/s10508-016-0745-z Suvilehto J Glerean E Dunbar RIM Hari R Nummenmaa L . Topography of Social Touching Depends on Emotional Bonds Between Humans. Proc Natl Acad Sci U S A (2015) 112:13811–6. doi: 10.1073/pnas.1519231112 Suvilehto J Nummenmaa L Harada T Dunbar RIM Hari R Turner R . Cross-Cultural Similarity in Relationship-Specific Social Touching. Proc R Soc Ser B-Biol Sci (2019). 110 doi: 10.1098/rspb.2019.0467 Jenkinson M Beckmann CF Behrens TE Woolrich MW Smith SM . Fsl. Neuroimage (2012) 62:782–90. doi: 10.1016/j.neuroimage.2011.09.015 Jenkinson M Bannister P Brady M Smith S . Improved Optimization for the Robust and Accurate Linear Registration and Motion Correction of Brain Images. Neuroimage (2002) 17:825–41. doi: 10.1006/nimg.2002.1132 Smith SM . Fast Robust Automated Brain Extraction. Hum Brain Mapp (2002) 17:143–55. doi: 10.1002/hbm.10062 Smith SM Brady JM . Susan - a new approach to low level image processing. Int J Comput Vis (1997) 23:4578. doi: 10.1023/A:1007963824710 Kaza E Klose U Lotze M . Comparison of a 32-Channel With a 12-Channel Head Coil: Are There Relevant Improvements for Functional Imaging? J Magn Reson Imaging (2011) 34:173–83. doi: 10.1002/jmri.22614 Dunbar RIM . the Social Brain Hypothesis. Evol Anthropol (1998) 6:178–90. doi: 10.1002/(SICI)1520-6505(1998)6:5<178::AID-EVAN5>3.0.CO;2-8 Adolphs R Nummenmaa L Todorov A Haxby JV . Data-Driven Approaches in the Investigation of Social Perception. Phil Trans B (2016), 371. doi: 10.1098/rstb.2015.0367 Kennedy DP Glascher j Tyszka JM Adolphs R . Personal Space Regulation by the Human Amygdala. Nat Neurosci (2009) 12:1226–7. doi: 10.1038/nn.2381 Tsakiris M . My Body in the Brain: a Neurocognitive Model of Body-Ownership. Neuropsychologia (2010) 48:703–12. doi: 10.1016/j.neuropsychologia.2009.09.034 Amodio DM Frith CD . Meeting of Minds: the Medial Frontal Cortex and Social Cognition. Nat Rev Neurosci (2006) 7:268–77. doi: 10.1038/nrn1884 Salmi J Glerean E Jaaskelainen IP Lahnakoski JM Kettunen J Lampinen J . Posterior Parietal Cortex Activity Reflects the Significance of Others’ Actions During Natural Viewing. Hum Brain Mapp (2014) 35:4767–76. doi: 10.1002/hbm.22510
      ‘Oh, my dear Thomas, you haven’t heard the terrible news then?’ she said. ‘I thought you would be sure to have seen it placarded somewhere. Alice went straight to her room, and I haven’t seen her since, though I repeatedly knocked at the door, which she has locked on the inside, and I’m sure it’s most unnatural of her not to let her own mother comfort her. It all happened in a moment: I have always said those great motor-cars shouldn’t be allowed to career about the streets, especially when they are all paved with cobbles as they are at Easton Haven, which are{331} so slippery when it’s wet. He slipped, and it went over him in a moment.’ My thanks were few and awkward, for there still hung to the missive a basting thread, and it was as warm as a nestling bird. I bent low--everybody was emotional in those days--kissed the fragrant thing, thrust it into my bosom, and blushed worse than Camille. "What, the Corner House victim? Is that really a fact?" "My dear child, I don't look upon it in that light at all. The child gave our picturesque friend a certain distinction--'My husband is dead, and this is my only child,' and all that sort of thing. It pays in society." leave them on the steps of a foundling asylum in order to insure [See larger version] Interoffice guff says you're planning definite moves on your own, J. O., and against some opposition. Is the Colonel so poor or so grasping—or what? Albert could not speak, for he felt as if his brains and teeth were rattling about inside his head. The rest of[Pg 188] the family hunched together by the door, the boys gaping idiotically, the girls in tears. "Now you're married." The host was called in, and unlocked a drawer in which they were deposited. The galleyman, with visible reluctance, arrayed himself in the garments, and he was observed to shudder more than once during the investiture of the dead man's apparel. HoME香京julia种子在线播放 ENTER NUMBET 0016www.hhybuu.com.cn
      www.lz1zb.net.cn
      www.mcip.com.cn
      www.wchjsb.com.cn
      www.sibx.com.cn
      www.teaers.com.cn
      nzchain.com.cn
      todaycode.com.cn
      tjftz.com.cn
      www.wsdtop.com.cn
      处女被大鸡巴操 强奸乱伦小说图片 俄罗斯美女爱爱图 调教强奸学生 亚洲女的穴 夜来香图片大全 美女性强奸电影 手机版色中阁 男性人体艺术素描图 16p成人 欧美性爱360 电影区 亚洲电影 欧美电影 经典三级 偷拍自拍 动漫电影 乱伦电影 变态另类 全部电 类似狠狠鲁的网站 黑吊操白逼图片 韩国黄片种子下载 操逼逼逼逼逼 人妻 小说 p 偷拍10幼女自慰 极品淫水很多 黄色做i爱 日本女人人体电影快播看 大福国小 我爱肏屄美女 mmcrwcom 欧美多人性交图片 肥臀乱伦老头舔阴帝 d09a4343000019c5 西欧人体艺术b xxoo激情短片 未成年人的 插泰国人夭图片 第770弾み1 24p 日本美女性 交动态 eee色播 yantasythunder 操无毛少女屄 亚洲图片你懂的女人 鸡巴插姨娘 特级黄 色大片播 左耳影音先锋 冢本友希全集 日本人体艺术绿色 我爱被舔逼 内射 幼 美阴图 喷水妹子高潮迭起 和后妈 操逼 美女吞鸡巴 鸭个自慰 中国女裸名单 操逼肥臀出水换妻 色站裸体义术 中国行上的漏毛美女叫什么 亚洲妹性交图 欧美美女人裸体人艺照 成人色妹妹直播 WWW_JXCT_COM r日本女人性淫乱 大胆人艺体艺图片 女同接吻av 碰碰哥免费自拍打炮 艳舞写真duppid1 88电影街拍视频 日本自拍做爱qvod 实拍美女性爱组图 少女高清av 浙江真实乱伦迅雷 台湾luanlunxiaoshuo 洛克王国宠物排行榜 皇瑟电影yy频道大全 红孩儿连连看 阴毛摄影 大胆美女写真人体艺术摄影 和风骚三个媳妇在家做爱 性爱办公室高清 18p2p木耳 大波撸影音 大鸡巴插嫩穴小说 一剧不超两个黑人 阿姨诱惑我快播 幼香阁千叶县小学生 少女妇女被狗强奸 曰人体妹妹 十二岁性感幼女 超级乱伦qvod 97爱蜜桃ccc336 日本淫妇阴液 av海量资源999 凤凰影视成仁 辰溪四中艳照门照片 先锋模特裸体展示影片 成人片免费看 自拍百度云 肥白老妇女 女爱人体图片 妈妈一女穴 星野美夏 日本少女dachidu 妹子私处人体图片 yinmindahuitang 舔无毛逼影片快播 田莹疑的裸体照片 三级电影影音先锋02222 妻子被外国老头操 观月雏乃泥鳅 韩国成人偷拍自拍图片 强奸5一9岁幼女小说 汤姆影院av图片 妹妹人艺体图 美女大驱 和女友做爱图片自拍p 绫川まどか在线先锋 那么嫩的逼很少见了 小女孩做爱 处女好逼连连看图图 性感美女在家做爱 近距离抽插骚逼逼 黑屌肏金毛屄 日韩av美少女 看喝尿尿小姐日逼色色色网图片 欧美肛交新视频 美女吃逼逼 av30线上免费 伊人在线三级经典 新视觉影院t6090影院 最新淫色电影网址 天龙影院远古手机版 搞老太影院 插进美女的大屁股里 私人影院加盟费用 www258dd 求一部电影里面有一个二猛哥 深肛交 日本萌妹子人体艺术写真图片 插入屄眼 美女的木奶 中文字幕黄色网址影视先锋 九号女神裸 和骚人妻偷情 和潘晓婷做爱 国模大尺度蜜桃 欧美大逼50p 西西人体成人 李宗瑞继母做爱原图物处理 nianhuawang 男鸡巴的视屏 � 97免费色伦电影 好色网成人 大姨子先锋 淫荡巨乳美女教师妈妈 性nuexiaoshuo WWW36YYYCOM 长春继续给力进屋就操小女儿套干破内射对白淫荡 农夫激情社区 日韩无码bt 欧美美女手掰嫩穴图片 日本援交偷拍自拍 入侵者日本在线播放 亚洲白虎偷拍自拍 常州高见泽日屄 寂寞少妇自卫视频 人体露逼图片 多毛外国老太 变态乱轮手机在线 淫荡妈妈和儿子操逼 伦理片大奶少女 看片神器最新登入地址sqvheqi345com账号群 麻美学姐无头 圣诞老人射小妞和强奸小妞动话片 亚洲AV女老师 先锋影音欧美成人资源 33344iucoom zV天堂电影网 宾馆美女打炮视频 色五月丁香五月magnet 嫂子淫乱小说 张歆艺的老公 吃奶男人视频在线播放 欧美色图男女乱伦 avtt2014ccvom 性插色欲香影院 青青草撸死你青青草 99热久久第一时间 激情套图卡通动漫 幼女裸聊做爱口交 日本女人被强奸乱伦 草榴社区快播 2kkk正在播放兽骑 啊不要人家小穴都湿了 www猎奇影视 A片www245vvcomwwwchnrwhmhzcn 搜索宜春院av wwwsee78co 逼奶鸡巴插 好吊日AV在线视频19gancom 熟女伦乱图片小说 日本免费av无码片在线开苞 鲁大妈撸到爆 裸聊官网 德国熟女xxx 新不夜城论坛首页手机 女虐男网址 男女做爱视频华为网盘 激情午夜天亚洲色图 内裤哥mangent 吉沢明歩制服丝袜WWWHHH710COM 屌逼在线试看 人体艺体阿娇艳照 推荐一个可以免费看片的网站如果被QQ拦截请复制链接在其它浏览器打开xxxyyy5comintr2a2cb551573a2b2e 欧美360精品粉红鲍鱼 教师调教第一页 聚美屋精品图 中韩淫乱群交 俄罗斯撸撸片 把鸡巴插进小姨子的阴道 干干AV成人网 aolasoohpnbcn www84ytom 高清大量潮喷www27dyycom 宝贝开心成人 freefronvideos人母 嫩穴成人网gggg29com 逼着舅妈给我口交肛交彩漫画 欧美色色aV88wwwgangguanscom 老太太操逼自拍视频 777亚洲手机在线播放 有没有夫妻3p小说 色列漫画淫女 午间色站导航 欧美成人处女色大图 童颜巨乳亚洲综合 桃色性欲草 色眯眯射逼 无码中文字幕塞外青楼这是一个 狂日美女老师人妻 爱碰网官网 亚洲图片雅蠛蝶 快播35怎么搜片 2000XXXX电影 新谷露性家庭影院 深深候dvd播放 幼齿用英语怎么说 不雅伦理无需播放器 国外淫荡图片 国外网站幼幼嫩网址 成年人就去色色视频快播 我鲁日日鲁老老老我爱 caoshaonvbi 人体艺术avav 性感性色导航 韩国黄色哥来嫖网站 成人网站美逼 淫荡熟妇自拍 欧美色惰图片 北京空姐透明照 狼堡免费av视频 www776eom 亚洲无码av欧美天堂网男人天堂 欧美激情爆操 a片kk266co 色尼姑成人极速在线视频 国语家庭系列 蒋雯雯 越南伦理 色CC伦理影院手机版 99jbbcom 大鸡巴舅妈 国产偷拍自拍淫荡对话视频 少妇春梦射精 开心激动网 自拍偷牌成人 色桃隐 撸狗网性交视频 淫荡的三位老师 伦理电影wwwqiuxia6commqiuxia6com 怡春院分站 丝袜超短裙露脸迅雷下载 色制服电影院 97超碰好吊色男人 yy6080理论在线宅男日韩福利大全 大嫂丝袜 500人群交手机在线 5sav 偷拍熟女吧 口述我和妹妹的欲望 50p电脑版 wwwavtttcon 3p3com 伦理无码片在线看 欧美成人电影图片岛国性爱伦理电影 先锋影音AV成人欧美 我爱好色 淫电影网 WWW19MMCOM 玛丽罗斯3d同人动画h在线看 动漫女孩裸体 超级丝袜美腿乱伦 1919gogo欣赏 大色逼淫色 www就是撸 激情文学网好骚 A级黄片免费 xedd5com 国内的b是黑的 快播美国成年人片黄 av高跟丝袜视频 上原保奈美巨乳女教师在线观看 校园春色都市激情fefegancom 偷窥自拍XXOO 搜索看马操美女 人本女优视频 日日吧淫淫 人妻巨乳影院 美国女子性爱学校 大肥屁股重口味 啪啪啪啊啊啊不要 操碰 japanfreevideoshome国产 亚州淫荡老熟女人体 伦奸毛片免费在线看 天天影视se 樱桃做爱视频 亚卅av在线视频 x奸小说下载 亚洲色图图片在线 217av天堂网 东方在线撸撸-百度 幼幼丝袜集 灰姑娘的姐姐 青青草在线视频观看对华 86papa路con 亚洲1AV 综合图片2区亚洲 美国美女大逼电影 010插插av成人网站 www色comwww821kxwcom 播乐子成人网免费视频在线观看 大炮撸在线影院 ,www4KkKcom 野花鲁最近30部 wwwCC213wapwww2233ww2download 三客优最新地址 母亲让儿子爽的无码视频 全国黄色片子 欧美色图美国十次 超碰在线直播 性感妖娆操 亚洲肉感熟女色图 a片A毛片管看视频 8vaa褋芯屑 333kk 川岛和津实视频 在线母子乱伦对白 妹妹肥逼五月 亚洲美女自拍 老婆在我面前小说 韩国空姐堪比情趣内衣 干小姐综合 淫妻色五月 添骚穴 WM62COM 23456影视播放器 成人午夜剧场 尼姑福利网 AV区亚洲AV欧美AV512qucomwwwc5508com 经典欧美骚妇 震动棒露出 日韩丝袜美臀巨乳在线 av无限吧看 就去干少妇 色艺无间正面是哪集 校园春色我和老师做爱 漫画夜色 天海丽白色吊带 黄色淫荡性虐小说 午夜高清播放器 文20岁女性荫道口图片 热国产热无码热有码 2015小明发布看看算你色 百度云播影视 美女肏屄屄乱轮小说 家族舔阴AV影片 邪恶在线av有码 父女之交 关于处女破处的三级片 极品护士91在线 欧美虐待女人视频的网站 享受老太太的丝袜 aaazhibuo 8dfvodcom成人 真实自拍足交 群交男女猛插逼 妓女爱爱动态 lin35com是什么网站 abp159 亚洲色图偷拍自拍乱伦熟女抠逼自慰 朝国三级篇 淫三国幻想 免费的av小电影网站 日本阿v视频免费按摩师 av750c0m 黄色片操一下 巨乳少女车震在线观看 操逼 免费 囗述情感一乱伦岳母和女婿 WWW_FAMITSU_COM 偷拍中国少妇在公车被操视频 花也真衣论理电影 大鸡鸡插p洞 新片欧美十八岁美少 进击的巨人神thunderftp 西方美女15p 深圳哪里易找到老女人玩视频 在线成人有声小说 365rrr 女尿图片 我和淫荡的小姨做爱 � 做爱技术体照 淫妇性爱 大学生私拍b 第四射狠狠射小说 色中色成人av社区 和小姨子乱伦肛交 wwwppp62com 俄罗斯巨乳人体艺术 骚逼阿娇 汤芳人体图片大胆 大胆人体艺术bb私处 性感大胸骚货 哪个网站幼女的片多 日本美女本子把 色 五月天 婷婷 快播 美女 美穴艺术 色百合电影导航 大鸡巴用力 孙悟空操美少女战士 狠狠撸美女手掰穴图片 古代女子与兽类交 沙耶香套图 激情成人网区 暴风影音av播放 动漫女孩怎么插第3个 mmmpp44 黑木麻衣无码ed2k 淫荡学姐少妇 乱伦操少女屄 高中性爱故事 骚妹妹爱爱图网 韩国模特剪长发 大鸡巴把我逼日了 中国张柏芝做爱片中国张柏芝做爱片中国张柏芝做爱片中国张柏芝做爱片中国张柏芝做爱片 大胆女人下体艺术图片 789sss 影音先锋在线国内情侣野外性事自拍普通话对白 群撸图库 闪现君打阿乐 ady 小说 插入表妹嫩穴小说 推荐成人资源 网络播放器 成人台 149大胆人体艺术 大屌图片 骚美女成人av 春暖花开春色性吧 女亭婷五月 我上了同桌的姐姐 恋夜秀场主播自慰视频 yzppp 屄茎 操屄女图 美女鲍鱼大特写 淫乱的日本人妻山口玲子 偷拍射精图 性感美女人体艺木图片 种马小说完本 免费电影院 骑士福利导航导航网站 骚老婆足交 国产性爱一级电影 欧美免费成人花花性都 欧美大肥妞性爱视频 家庭乱伦网站快播 偷拍自拍国产毛片 金发美女也用大吊来开包 缔D杏那 yentiyishu人体艺术ytys WWWUUKKMCOM 女人露奶 � 苍井空露逼 老荡妇高跟丝袜足交 偷偷和女友的朋友做爱迅雷 做爱七十二尺 朱丹人体合成 麻腾由纪妃 帅哥撸播种子图 鸡巴插逼动态图片 羙国十次啦中文 WWW137AVCOM 神斗片欧美版华语 有气质女人人休艺术 由美老师放屁电影 欧美女人肉肏图片 白虎种子快播 国产自拍90后女孩 美女在床上疯狂嫩b 饭岛爱最后之作 幼幼强奸摸奶 色97成人动漫 两性性爱打鸡巴插逼 新视觉影院4080青苹果影院 嗯好爽插死我了 阴口艺术照 李宗瑞电影qvod38 爆操舅母 亚洲色图七七影院 被大鸡巴操菊花 怡红院肿么了 成人极品影院删除 欧美性爱大图色图强奸乱 欧美女子与狗随便性交 苍井空的bt种子无码 熟女乱伦长篇小说 大色虫 兽交幼女影音先锋播放 44aad be0ca93900121f9b 先锋天耗ばさ无码 欧毛毛女三级黄色片图 干女人黑木耳照 日本美女少妇嫩逼人体艺术 sesechangchang 色屄屄网 久久撸app下载 色图色噜 美女鸡巴大奶 好吊日在线视频在线观看 透明丝袜脚偷拍自拍 中山怡红院菜单 wcwwwcom下载 骑嫂子 亚洲大色妣 成人故事365ahnet 丝袜家庭教mp4 幼交肛交 妹妹撸撸大妈 日本毛爽 caoprom超碰在email 关于中国古代偷窥的黄片 第一会所老熟女下载 wwwhuangsecome 狼人干综合新地址HD播放 变态儿子强奸乱伦图 强奸电影名字 2wwwer37com 日本毛片基地一亚洲AVmzddcxcn 暗黑圣经仙桃影院 37tpcocn 持月真由xfplay 好吊日在线视频三级网 我爱背入李丽珍 电影师傅床戏在线观看 96插妹妹sexsex88com 豪放家庭在线播放 桃花宝典极夜著豆瓜网 安卓系统播放神器 美美网丝袜诱惑 人人干全免费视频xulawyercn av无插件一本道 全国色五月 操逼电影小说网 good在线wwwyuyuelvcom www18avmmd 撸波波影视无插件 伊人幼女成人电影 会看射的图片 小明插看看 全裸美女扒开粉嫩b 国人自拍性交网站 萝莉白丝足交本子 七草ちとせ巨乳视频 摇摇晃晃的成人电影 兰桂坊成社人区小说www68kqcom 舔阴论坛 久撸客一撸客色国内外成人激情在线 明星门 欧美大胆嫩肉穴爽大片 www牛逼插 性吧星云 少妇性奴的屁眼 人体艺术大胆mscbaidu1imgcn 最新久久色色成人版 l女同在线 小泽玛利亚高潮图片搜索 女性裸b图 肛交bt种子 最热门有声小说 人间添春色 春色猜谜字 樱井莉亚钢管舞视频 小泽玛利亚直美6p 能用的h网 还能看的h网 bl动漫h网 开心五月激 东京热401 男色女色第四色酒色网 怎么下载黄色小说 黄色小说小栽 和谐图城 乐乐影院 色哥导航 特色导航 依依社区 爱窝窝在线 色狼谷成人 91porn 包要你射电影 色色3A丝袜 丝袜妹妹淫网 爱色导航(荐) 好男人激情影院 坏哥哥 第七色 色久久 人格分裂 急先锋 撸撸射中文网 第一会所综合社区 91影院老师机 东方成人激情 怼莪影院吹潮 老鸭窝伊人无码不卡无码一本道 av女柳晶电影 91天生爱风流作品 深爱激情小说私房婷婷网 擼奶av 567pao 里番3d一家人野外 上原在线电影 水岛津实透明丝袜 1314酒色 网旧网俺也去 0855影院 在线无码私人影院 搜索 国产自拍 神马dy888午夜伦理达达兔 农民工黄晓婷 日韩裸体黑丝御姐 屈臣氏的燕窝面膜怎么样つぼみ晶エリーの早漏チ○ポ强化合宿 老熟女人性视频 影音先锋 三上悠亚ol 妹妹影院福利片 hhhhhhhhsxo 午夜天堂热的国产 强奸剧场 全裸香蕉视频无码 亚欧伦理视频 秋霞为什么给封了 日本在线视频空天使 日韩成人aⅴ在线 日本日屌日屄导航视频 在线福利视频 日本推油无码av magnet 在线免费视频 樱井梨吮东 日本一本道在线无码DVD 日本性感诱惑美女做爱阴道流水视频 日本一级av 汤姆avtom在线视频 台湾佬中文娱乐线20 阿v播播下载 橙色影院 奴隶少女护士cg视频 汤姆在线影院无码 偷拍宾馆 业面紧急生级访问 色和尚有线 厕所偷拍一族 av女l 公交色狼优酷视频 裸体视频AV 人与兽肉肉网 董美香ol 花井美纱链接 magnet 西瓜影音 亚洲 自拍 日韩女优欧美激情偷拍自拍 亚洲成年人免费视频 荷兰免费成人电影 深喉呕吐XXⅩX 操石榴在线视频 天天色成人免费视频 314hu四虎 涩久免费视频在线观看 成人电影迅雷下载 能看见整个奶子的香蕉影院 水菜丽百度影音 gwaz079百度云 噜死你们资源站 主播走光视频合集迅雷下载 thumbzilla jappen 精品Av 古川伊织star598在线 假面女皇vip在线视频播放 国产自拍迷情校园 啪啪啪公寓漫画 日本阿AV 黄色手机电影 欧美在线Av影院 华裔电击女神91在线 亚洲欧美专区 1日本1000部免费视频 开放90后 波多野结衣 东方 影院av 页面升级紧急访问每天正常更新 4438Xchengeren 老炮色 a k福利电影 色欲影视色天天视频 高老庄aV 259LUXU-683 magnet 手机在线电影 国产区 欧美激情人人操网 国产 偷拍 直播 日韩 国内外激情在线视频网给 站长统计一本道人妻 光棍影院被封 紫竹铃取汁 ftp 狂插空姐嫩 xfplay 丈夫面前 穿靴子伪街 XXOO视频在线免费 大香蕉道久在线播放 电棒漏电嗨过头 充气娃能看下毛和洞吗 夫妻牲交 福利云点墦 yukun瑟妃 疯狂交换女友 国产自拍26页 腐女资源 百度云 日本DVD高清无码视频 偷拍,自拍AV伦理电影 A片小视频福利站。 大奶肥婆自拍偷拍图片 交配伊甸园 超碰在线视频自拍偷拍国产 小热巴91大神 rctd 045 类似于A片 超美大奶大学生美女直播被男友操 男友问 你的衣服怎么脱掉的 亚洲女与黑人群交视频一 在线黄涩 木内美保步兵番号 鸡巴插入欧美美女的b舒服 激情在线国产自拍日韩欧美 国语福利小视频在线观看 作爱小视颍 潮喷合集丝袜无码mp4 做爱的无码高清视频 牛牛精品 伊aⅤ在线观看 savk12 哥哥搞在线播放 在线电一本道影 一级谍片 250pp亚洲情艺中心,88 欧美一本道九色在线一 wwwseavbacom色av吧 cos美女在线 欧美17,18ⅹⅹⅹ视频 自拍嫩逼 小电影在线观看网站 筱田优 贼 水电工 5358x视频 日本69式视频有码 b雪福利导航 韩国女主播19tvclub在线 操逼清晰视频 丝袜美女国产视频网址导航 水菜丽颜射房间 台湾妹中文娱乐网 风吟岛视频 口交 伦理 日本熟妇色五十路免费视频 A级片互舔 川村真矢Av在线观看 亚洲日韩av 色和尚国产自拍 sea8 mp4 aV天堂2018手机在线 免费版国产偷拍a在线播放 狠狠 婷婷 丁香 小视频福利在线观看平台 思妍白衣小仙女被邻居强上 萝莉自拍有水 4484新视觉 永久发布页 977成人影视在线观看 小清新影院在线观 小鸟酱后丝后入百度云 旋风魅影四级 香蕉影院小黄片免费看 性爱直播磁力链接 小骚逼第一色影院 性交流的视频 小雪小视频bd 小视频TV禁看视频 迷奸AV在线看 nba直播 任你在干线 汤姆影院在线视频国产 624u在线播放 成人 一级a做爰片就在线看狐狸视频 小香蕉AV视频 www182、com 腿模简小育 学生做爱视频 秘密搜查官 快播 成人福利网午夜 一级黄色夫妻录像片 直接看的gav久久播放器 国产自拍400首页 sm老爹影院 谁知道隔壁老王网址在线 综合网 123西瓜影音 米奇丁香 人人澡人人漠大学生 色久悠 夜色视频你今天寂寞了吗? 菲菲影视城美国 被抄的影院 变态另类 欧美 成人 国产偷拍自拍在线小说 不用下载安装就能看的吃男人鸡巴视频 插屄视频 大贯杏里播放 wwwhhh50 233若菜奈央 伦理片天海翼秘密搜查官 大香蕉在线万色屋视频 那种漫画小说你懂的 祥仔电影合集一区 那里可以看澳门皇冠酒店a片 色自啪 亚洲aV电影天堂 谷露影院ar toupaizaixian sexbj。com 毕业生 zaixian mianfei 朝桐光视频 成人短视频在线直接观看 陈美霖 沈阳音乐学院 导航女 www26yjjcom 1大尺度视频 开平虐女视频 菅野雪松协和影视在线视频 华人play在线视频bbb 鸡吧操屄视频 多啪啪免费视频 悠草影院 金兰策划网 (969) 橘佑金短视频 国内一极刺激自拍片 日本制服番号大全magnet 成人动漫母系 电脑怎么清理内存 黄色福利1000 dy88午夜 偷拍中学生洗澡磁力链接 花椒相机福利美女视频 站长推荐磁力下载 mp4 三洞轮流插视频 玉兔miki热舞视频 夜生活小视频 爆乳人妖小视频 国内网红主播自拍福利迅雷下载 不用app的裸裸体美女操逼视频 变态SM影片在线观看 草溜影院元气吧 - 百度 - 百度 波推全套视频 国产双飞集合ftp 日本在线AV网 笔国毛片 神马影院女主播是我的邻居 影音资源 激情乱伦电影 799pao 亚洲第一色第一影院 av视频大香蕉 老梁故事汇希斯莱杰 水中人体磁力链接 下载 大香蕉黄片免费看 济南谭崔 避开屏蔽的岛a片 草破福利 要看大鸡巴操小骚逼的人的视频 黑丝少妇影音先锋 欧美巨乳熟女磁力链接 美国黄网站色大全 伦蕉在线久播 极品女厕沟 激情五月bd韩国电影 混血美女自摸和男友激情啪啪自拍诱人呻吟福利视频 人人摸人人妻做人人看 44kknn 娸娸原网 伊人欧美 恋夜影院视频列表安卓青青 57k影院 如果电话亭 avi 插爆骚女精品自拍 青青草在线免费视频1769TV 令人惹火的邻家美眉 影音先锋 真人妹子被捅动态图 男人女人做完爱视频15 表姐合租两人共处一室晚上她竟爬上了我的床 性爱教学视频 北条麻妃bd在线播放版 国产老师和师生 magnet wwwcctv1024 女神自慰 ftp 女同性恋做激情视频 欧美大胆露阴视频 欧美无码影视 好女色在线观看 后入肥臀18p 百度影视屏福利 厕所超碰视频 强奸mp magnet 欧美妹aⅴ免费线上看 2016年妞干网视频 5手机在线福利 超在线最视频 800av:cOm magnet 欧美性爱免播放器在线播放 91大款肥汤的性感美乳90后邻家美眉趴着窗台后入啪啪 秋霞日本毛片网站 cheng ren 在线视频 上原亚衣肛门无码解禁影音先锋 美脚家庭教师在线播放 尤酷伦理片 熟女性生活视频在线观看 欧美av在线播放喷潮 194avav 凤凰AV成人 - 百度 kbb9999 AV片AV在线AV无码 爱爱视频高清免费观看 黄色男女操b视频 观看 18AV清纯视频在线播放平台 成人性爱视频久久操 女性真人生殖系统双性人视频 下身插入b射精视频 明星潜规测视频 mp4 免賛a片直播绪 国内 自己 偷拍 在线 国内真实偷拍 手机在线 国产主播户外勾在线 三桥杏奈高清无码迅雷下载 2五福电影院凸凹频频 男主拿鱼打女主,高宝宝 色哥午夜影院 川村まや痴汉 草溜影院费全过程免费 淫小弟影院在线视频 laohantuiche 啪啪啪喷潮XXOO视频 青娱乐成人国产 蓝沢润 一本道 亚洲青涩中文欧美 神马影院线理论 米娅卡莉法的av 在线福利65535 欧美粉色在线 欧美性受群交视频1在线播放 极品喷奶熟妇在线播放 变态另类无码福利影院92 天津小姐被偷拍 磁力下载 台湾三级电髟全部 丝袜美腿偷拍自拍 偷拍女生性行为图 妻子的乱伦 白虎少妇 肏婶骚屄 外国大妈会阴照片 美少女操屄图片 妹妹自慰11p 操老熟女的b 361美女人体 360电影院樱桃 爱色妹妹亚洲色图 性交卖淫姿势高清图片一级 欧美一黑对二白 大色网无毛一线天 射小妹网站 寂寞穴 西西人体模特苍井空 操的大白逼吧 骚穴让我操 拉好友干女朋友3p