Abstract
Panic disorder is characterized by uncontrollable fear accompanied by somatic symptoms that distinguish it from other anxiety disorders. Neural mechanisms underlying these unique symptoms are not completely understood. Here we report that the pituitary adenylate cyclase-activating polypeptide (PACAP)-expressing neurons in the lateral parabrachial nucleus projecting to the dorsal raphe (DR) are crucial for panic-like behavioral and physiological alterations. These neurons are activated by panicogenic stimuli but inhibited in conditioned fear and anxiogenic conditions. Activating these neurons elicits strong defensive behaviors and rapid cardiorespiratory increase without creating aversive memory, whereas inhibiting them attenuates panic-associated symptoms. Chemogenetic or pharmacological inhibition of downstream PACAP receptor-expressing DR neurons abolishes panic-like symptoms. The pontomesencephalic PACAPergic pathway is therefore a likely mediator of panicogenesis, and may be a promising therapeutic target for treating panic disorder.
Anxiety disorders constitute the most common class of psychiatric diseases, encompassing posttraumatic stress disorder, generalized anxiety disorder, phobic disorders, and panic disorder1. Patients with panic disorder experience recurrent spontaneous panic attacks, which begin with feelings of uncontrollable fear and/or distress and rapidly progress to severe autonomic symptoms (e.g., palpitation, hypertension, dizziness, nausea, vomiting, abdominal discomfort)2–4. This combination of unconditioned fear and somatic symptoms distinguishes panic disorder from other anxiety disorders. Previous neuroanatomical studies have proposed several candidate brain regions for panic disorder pathogenesis, including the amygdala, thalamus, hypothalamus, periaqueductal gray, locus coeruleus, and lateral parabrachial nucleus (PBL)5,6. While the amygdala is often considered to be a likely primary mediator of panic disorder given its role in the fear response and panic attacks7–9, studies of patients with bilateral amygdala lesions revealed that this structure is not necessary for fear induction and panicogenesis following CO2 inhalation10–12. The PBL regulates autonomic functions (e.g., cardiorespiratory activity, body temperature), relays multimodal aversive sensory signals to the amygdala13–16, and, compellingly, coordinates breathing rate with anxiety17. Furthermore, the PBL is activated by panicogenic conditions in rodents18,19, and possibly in humans20,21. The PBL is therefore a promising candidate for the neural substrate of panicogenesis. However, studies have yet to identify the specific neuronal populations and circuit configurations that underlie panicogenesis.
Pituitary adenylate cyclase-activating polypeptide (PACAP, encoded by the gene Adcyap1) is expressed abundantly in the PBL (Allen Brain Atlas, experiment 74511882), and mediates stress-induced behavioral and physiological responses22–26. Furthermore, human studies showed that epigenetic and genetic alterations in the ADCYAP1 and ADCYAP1R1 genes (the latter encoding the PACAP type 1 receptor; PAC1R) are associated with panic disorder27,28. Therefore, we hypothesize that PBL PACAP neurons are crucial for panic-specific behavioral and somatic symptoms in mice.
Using cell type- and projection-specific circuit monitoring, manipulation, and mapping techniques, we report that PBL PACAP neurons projecting to the dorsal raphe nucleus (DR) (PACAPPBL→DR) are activated by panicogenic stimuli (i.e., 10% CO2 and the β-carboline GABAA receptor inverse agonist, FG-714229) and inhibited by anxiogenic stimuli and conditioned fear. Activating these neurons evoked robust defensive behaviors and strong cardiorespiratory activation without forming associative fear memory. Inhibiting these neurons themselves or their downstream PAC1R-expressing target neurons in the DR blocked the behavioral and autonomic responses to panicogenic conditions in mice. These findings delineate a novel neural mechanism underlying panic-specific behavioral and somatic symptoms, which may facilitate the identification of therapeutic targets for the treatment of panic disorder.
RESULTS
Opposing PACAPPBL→DR neural responses to panicogenic and anxiogenic stimuli
The PBL is connected to many regions of the brain, including those involved in fear/anxiety and autonomic functions13. We expressed EYFP specifically in PACAPPBL neurons by stereotaxically injecting an AAV that expresses EYFP in a Cre-dependent fashion (AAV-DIO-EYFP) into the PBL of Adcyap1Cre/+ mice. EYFP localization revealed that PACAPPBL neurons innervate the central nucleus of the amygdala (CeA), the bed nucleus of the stria terminalis (BNST), and the DR (Extended Data 1a,b). To determine whether the same neurons collaterally project to all three areas, we labeled PACAPPBL neurons in a projection-specific manner. We injected retrograde AAV viruses that express mCherry or EYFP in a Cre-dependent manner (retroAAV-DIO-mCherry and retroAAV-DIO-EYFP) into the CeA and DR, respectively (Fig. 1a). Interestingly, the two fluorescent signals did not overlap in the PBL, indicating that two distinct populations of PACAPPBL neurons project divergently to different downstream areas. Dorsal lateral PACAPPBL neurons project to the DR (PACAPPBL→DR), and external lateral PACAPPBL neurons project to the CeA (PACAPPBL→CeA) and presumably to the BNST30. Previous studies have shown that the PBL PACAP neurons projecting to the CeA and BNST are involved in both anxiety-like behavior and pain perception31,32. However, given that humans with bilateral amygdala lesions still experience fear induction and panicogenesis during CO2 inhalation10–12, we sought to investigate the as-yet undetermined role of DR-projecting PACAPPBL neurons in panic-like behaviors.
To monitor the response of PACAPPBL→DR neurons to various behavioral conditions, we labeled PACAPPBL→DR neurons in a projection-specific manner by delivering two AAV vectors into the Adcyap1Cre/+ mice. First, a Cre-dependent retroAAV encoding Flp-recombinase (retroAAV-DIO-FlpO) was injected unilaterally into the DR, resulting in the expression of Flp-recombinase in PACAPPBL neurons projecting to the DR. Then, an AAV that expresses GCaMP6s in a Flp-dependent manner (AAV-fDIO-GCaMP6s) was injected unilaterally into the PBL, resulting in the expression of GCaMP6s in PACAPPBL→DR neurons labeled with FlpO. An optic ferrule was implanted in the PBL of these same mice (Fig. 1b). Three weeks later, these mice were subjected to panicogenic conditions and calcium activity of PACAPPBL→DR neurons was monitored with fiber photometry (Fig. 1c–l).
CO2 challenge is a well-established experimental model for panic in both animal models and patients with panic disorder33–35. Animals were subjected to a two-day paradigm consisting of a habituation period (day 1) followed by exposure to 10% CO2 or regular air (day 2; Fig. 1c). As reported previously33,34, mice exposed to 10% CO2 for 10 min traveled less distance in the testing arena than control mice exposed to air (Extended Data 2a). Mice exposed to 10% CO2 also exhibited marked immobile behavior compared with controls (Fig. 1d) (note that we use the term “immobility” to describe non-moving behaviors in response to panicogenic conditions, while the term “freezing” will refer to a more typical defensive behavior in response to electric foot shock). Monitoring PACAPPBL→DR neuronal activity during these tests revealed a robust increase in activity during 10% CO2 exposure (Fig. 1e). Given that hyperventilation is a well-known symptom of a panic attack in humans2–4, we also used collar sensors to monitor respiratory activity in a separate cohort of mice. We observed elevations in breathing and heart rate followed by a decrease in heart rate during the 10 min of 10% CO2 exposure (Fig. 1f,g). The observed sequence of heightened breathing and heart rate followed by a decrease in heart rate during the 10% CO2 exposure can be a physiological response of the mice to regulate their respiratory and cardiovascular systems in the presence of elevated CO2 levels.
Next, we monitored the activity of PACAPPBL→DR neurons in mice during pharmacologically-induced panicogenesis (Fig. 1h). We used FG-7142—a complex anxiogenic/panicogenic drug previously used in panic studies to produce anxiety-like behaviors and the somatic symptoms of a panic attack in humans36 and animals29,37–41—and compare it with other panicogenic or anxiogenic conditions. As previously reported, FG-7142 dramatically reduced locomotor activity (Extended Data 2b) and increased immobility (Fig. 1i) relative to control solution during the 1-h observation period38. After around 20–25 min, the FG-7142 injected mice exhibited increased PACAPPBL→DR activity (Fig. 1j), with breathing and heart rates following a similar pattern (Fig. 1k,l)29,37.
We next monitored the calcium activity of PACAPPBL→DR neurons in conditioned fear and anxiogenic conditions (Fig. 2, Extended Data 3, 4). First, a cohort of mice was subjected to an auditory fear conditioning paradigm in which a neutral tone was associated with a foot shock stimulus (Fig. 2a). Foot shock during the conditioning period gradually increased freezing behavior across trials (Fig. 2b). PACAPPBL→DR neurons were robustly activated by foot shock (Extended Data 3a). Foot shock-conditioned animals demonstrated high levels of freezing during context-dependent and cue-dependent fear memory tests (Fig. 2c,d), in conjunction with a gradual decrease in PACAPPBL→DR neuronal activity in both conditions (Fig. 2e,h). While the heart rate was slightly increased, the breathing rate decreased in a similar manner as the calcium signal (Fig. 2f,g,i,j). No changes in neuronal activity were observed in non-foot shock controls.
The PBL is well-known as a general alarm center42, and we recently reported that CGRP-expressing PBL neurons were activated by multi-modal aversive sensory stimuli43. To examine whether these neurons are also activated by other aversive sensory stimuli, mice were subjected to a looming stimulus, a well-known visual threat stimulus. Interestingly, PACAPPBL→DR neuronal activity was decreased in response to the looming disk (Extended Data 3b). Additionally, PACAPPBL→DR neuronal activity was inhibited during the elevated platform assessment (Extended Data 4a,b) and when the animals entered the open arm of the elevated plus-maze (Extended Data 4c–e). Thus, PACAPPBL→DR neuronal activity was downregulated by conditioned fear and anxiogenic conditions.
Collectively, these data reveal that PACAPPBL→DR neurons respond differentially to various types of aversive conditions. Although panicogenic conditions produced a similar behavioral outcome (i.e., immobility) as conditioned fear (i.e., freezing), both PACAPPBL→DR neuronal activity and breathing rate were elevated by panicogenic stimuli but lowered in fear and anxiogenic conditions. These divergent neural and respiratory responses imply that the two types of conditions engage fundamentally different neural and physiological mechanisms and that PACAPPBL→DR neurons may be part of a panic-specific circuit.
To identify inputs to PACAPPBL→DR neurons, we performed cTRIO (cell-type-specific Tracing of the Relationship between Input and Output) projection-specific input/output mapping. Presynaptic cells were predominantly observed in the BNST and CeA. The results of the immunostaining of brain slices containing these regions suggest that PACAPPBL→DR neurons primarily receive monosynaptic input from non-GABAergic neurons of the BNST and GABAergic neurons of the CeA (Extended Data 5).
Activating PACAPPBL→DR neurons produces panic-like symptoms
To directly assess the extent to which PACAPPBL→DR neurons contribute to the behavioral and physiological symptoms of panicogenesis, we monitored behavioral and cardiorespiratory changes during optogenetic manipulation of these neurons. For optogenetic manipulations, we bilaterally injected retroAAV-DIO-FlpO into the DR, resulting in Flp-recombinase expression in PACAPPBL neurons projecting to the DR. Then, an AAV expressing ChR2 in a Flp-dependent manner (AAV-fDIO-ChR2-EYFP) was bilaterally injected into the PBL. In this way, ChR2 was expressed in PACAPPBL→DR neurons labeled with FlpO (Fig. 3a). At the same time, optic ferrules were bilaterally implanted into the PBL of these mice.
We first investigated whether activation of PACAPPBL→DR neurons generates aversive memory as previously observed by stimulating the PBL→CeA pathway14. Briefly, mice were trained in a modified classical auditory fear conditioning paradigm in which a 30-sec tone (conditioned stimulus) was paired with a 10-sec burst of photostimulation (unconditioned stimulus) instead of a foot shock (Fig. 3b). Photostimulation of ChR2-expressing PACAPPBL→DR neurons instantly caused the mice to become immobile. This immobility persisted even after the laser was turned off (Fig. 3c, Supplementary Video1). This effect was not observed in EYFP control mice (Supplementary Video 2). The following day we performed context- and cue-dependent memory tests by exposing the mice to either the same or a novel chamber and delivering the same conditioned stimulus. ChR2 and control groups exhibited very low levels of immobility during both tests (Fig. 3d,e, Supplementary Videos 3,4), indicating that activation of these neurons produced strong defensive behaviors but did not create an associative fear memory.
Since photostimulation induced persistent immobility during conditioning, we next sought to determine whether PACAPPBL→DR neurons encode negative valence using a real-time place aversion (RTPA) paradigm (Fig. 3f). We used 2-sec bursts of photostimulation instead of continuous illumination to avoid persistent immobility, as it interfered with the assessment (see Methods for details). ChR2-expressing mice spent substantially less time in the stimulation-paired chamber than control mice and actively retreated from the paired chamber when the laser was on (Fig. 3g,h). These results demonstrate that photostimulating PACAPPBL→DR neurons produced immediate defensive responses, but not context- or cue-dependent fear memories.
We next sought to determine whether photoactivation of PACAPPBL→DR neurons could evoke panic-like physiological responses. Optogenetic activation of these neurons frequency-dependently evoked strong immobility and tail rattling behaviors (Supplementary Video 5), accompanied by dramatic increases in breathing and heart rate as recorded by pulse oximeter and neck sensor (Fig. 3i,j). In summary, optogenetic activation of PACAPPBL→DR neurons immediately induced robust aversive behaviors accompanied by increased cardiorespiratory activity.
To confirm that these effects were due to manipulations of specifically the PACAPPBL→DR circuit, we repeated the above experiments while photostimulating axon terminals rather than somas. We bilaterally injected AAV-DIO-ChR2-EYFP into the PBL, resulting in ChR2 expression in PACAPPBL neurons. Then, optic ferrules were bilaterally implanted above the DR (Fig. 4a). Photostimulation of PACAPPBL→DR axon terminals produced the same effects in the modified auditory fear conditioning paradigm (Fig. 4b) as somatic activation (Fig. 3b–e)—i.e., immobility (Fig. 4c) without formation of associative fear memory (Fig. 4d,e). The results of RTPA experiments were also identical across photostimulation conditions (Fig. 3f–h, 4f–h), supporting our above finding that the PACAPPBL→DR circuit encodes negative valence. Finally, axon terminal activation increased breathing and heart rate (Fig. 4i,j), similarly to cell body activation (Fig. 3i,j). These data demonstrate that the PACAPPBL→DR pathway encodes behavioral and physiological responses that are associated specifically with panicogenic stimuli.
Inhibiting PACAPPBL→DR neurons reduces panic-like symptoms
Given that the activity of PACAPPBL→DR neurons increased in response to panicogenic conditions, we next asked whether chemogenetic inhibition of these neurons would affect the behavioral and autonomic responses to 10% CO2. We expressed AAV-EF1α-fDIO-hM4Di-mCherry in the PBL of Adcyap1Cre/+ mice using a procedure similar to that used for the optogenetics experiments (Fig. 5a). We next monitored locomotor activity following i.p. injections of the DREADD agonist CNO (3 mg/kg) under 10% CO2 and control conditions. Whereas exposure to 10% CO2 decreased locomotor activity in the mCherry control group relative to normal air (as previously observed), CO2 did not differentially affect the locomotion of the hM4Di group versus air (Fig. 5b,c, Extended Data 6a). We then investigated whether inhibition of PACAPPBL→DR neurons could attenuate the behavioral and physiological responses to the anxiogenic/panicogenic agent, FG-7142. I.p. injection of FG-7142 decreased locomotion (Fig. 5d,e, Extended Data 6b,c) and increased cardiorespiratory rates (Fig. 5f,g) in control mice. CNO attenuated these responses in the hM4Di group but not the control group. These results indicate that activation of PACAPPBL→DR neurons is necessary for pharmacologically induced panic-like behavioral and somatic symptoms.
Downstream PAC1RDR neurons are necessary for panicogenesis
The PACAP receptor (PAC1R, encoded by the Adcyap1r1 gene) is abundantly expressed in the DR (Allen Brain Atlas, experiment 74988667). This led us to hypothesize that PAC1R-expressing DR neurons are direct functional targets of PACAPPBL→DR neurons and contribute to panicogenesis. A retrograde rabies virus strategy was used on PAC1RDR neurons to confirm this monosynaptic connection (Fig. 6a, Extended Data 7). The results of the RNAscope in situ hybridization with PACAP (Adcyap1), VGluT2 (Slc17a6), and VGAT (Slc32a1) mRNAs in PBL slices of these same mice show that the PBL neurons directly projecting to the PAC1RDR neurons are co-labelled with the PACAP and VGluT2, but not VGAT, indicating that the glutamatergic PACAPPBL neurons make monosynaptic connections to the PAC1RDR neurons (Fig. 6b,c).
To evaluate the role of PAC1RDR neurons in panic-like behaviors, we chemogenetically inhibited this population and monitored behavioral and autonomic changes induced by panicogenic stimuli (namely, 10% CO2 or FG-7142). We bilaterally injected AAV-hSyn-DIO-hM4Di-mCherry into the DR of Adcyap1r1Cre/+ mice (Fig. 6d). Consistent with our PACAPPBL→DR inhibition experiment, treating hM4Di-expressing mice with CNO blocked the locomotor and cardiorespiratory responses to panicogenic conditions, compared with controls (Fig. 6e–j, Extended Data 8). Next, we optogenetically activated PAC1RDR neurons with ChR2 (Fig. 6k) to determine whether similar results could be produced from PACAPPBL→DR circuit activation. Activating PAC1RDR neurons reproduced the immediate immobility behavior (Fig. 6l, Supplementary Video 6) and breathing rate increase following circuit activation (Fig. 6m), although heart rate was affected differently (Fig. 6n). Finally, we administered a PAC1R antagonist before assessment in panicogenic conditions to further confirm the function of PAC1RDR neurons. Acute pharmacological inhibition of PAC1R signaling in the DR by cannular infusion of PACAP(6–38) (Fig. 7a) attenuated behavioral responses induced by CO2 (Fig. 7b–d) or FG-7142 (Fig. 7e–h). These results indicate that PACAP signaling from PACAPPBL to PAC1RDR neurons is indispensable for behavioral and autonomic responses induced by panicogenic stimuli.
Excessive serotonin signaling is strongly associated with panic disorder pathology 44–46, which, given the above findings, could reflect an alteration of DR serotonergic output by PACAPPBL→DR input. We performed in situ hybridization to detect Adcyap1r1 gene expression in the DR of the Ai14:Slc6a4Cre+ mice, in which serotonin transporter (SERT)-expressing neurons are labeled with tdTomato. We found that ∼98% of PAC1R-expressing neurons were SERT-positive (Extended Data 9). PAC1RDR neurons with Cre-dependent expression of ChR2-EYFP revealed that these neurons innervate to well-known projection targets of DR serotonergic neurons47,48 and send especially strong projections to the peri-locus coeruleus (peri-LC) area of the brainstem (Extended Data 10)49. These results indicate that the PACAPPBL→DR pathway induces panic-like symptoms by recruiting a novel population of PAC1R-expressing serotonergic neurons within the DR.
DISCUSSION
We report that PACAPPBL→DR neurons were robustly activated by panicogenic stimuli but, surprisingly, were inhibited by anxiogenic and conditioned fear stimuli (Fig. 1, 2, Extended Data 2,3). These results demonstrate that conditioned fear/anxiety and panic are distinct behavioral manifestations induced by threat, and that PACAPPBL→DR neurons encode panic-specific signals. Although conditioned fear and panicogenic stimuli produced similar behavioral output in mice (i.e., freezing/immobility), we suggest that these conditions engage distinct fundamental mechanisms given the observed differences in cardiorespiratory and PACAPPBL→DR neuronal activity. Photostimulation of these neurons evoked strong defensive behaviors (immobility and tail rattling50,51) and cardiorespiratory activation but did not create associative fear memories (Fig. 3,4). This observation is consistent with the unique features of panic disorder, namely unconditioned fear accompanied by physical symptoms. Chemogenetic inhibition of PACAPPBL→DR neurons or PAC1R-expressing postsynaptic partners in the DR completely blocked the behavioral and physiological changes induced by panicogenic conditions. Furthermore, the delivery of PAC1R antagonist into the DR attenuated panic-like symptoms. Taken together, these findings demonstrate that the PACAPPBL→DR signaling pathway mediates panic disorder-specific behavioral and somatic symptoms. Therefore, the PACAPPBL → PAC1RDR signaling pathway is an ideal target for novel therapeutic interventions for panic disorder52.
Our results indicate that the PACAPPBL→DR pathway is both necessary and sufficient for the induction of panic-like symptoms. Our cTRIO input/output mapping revealed that PACAPPBL→DR neurons receive modulatory input from GABAergic neurons of the CeA and non-GABAergic neurons of the BNST. The CeA is comprised solely of GABAergic neurons53 and plays critical roles in fear and anxiety54. CeA GABAergic firing rate increases in response to conditioned fear55; therefore, activation of these neurons may drive the suppression of PACAPPBL→DR activity observed in conditioned fear/anxiogenic conditions (Fig. 2, Extended Data 3). In contrast, decreased inhibitory input from the CeA to PACAPPBL→DR neurons under certain conditions may increase susceptibility to panic. Indeed, GABAergic dysfunction is strongly associated with depression and anxiety disorders56,57, and individuals with these conditions are more likely to experience panic attacks58–60. Therefore, we speculate that decreased GABAergic input from CeA to PACAPPBL→DR neurons in depression and anxiety disorders may increase the risk of panic attacks.
Recent findings indicate that the BNST, a limbic structure broadly implicated in behavioral responses to stressor exposure and anxiety61 but not fear-like defensive responses to threats62,63, may play an important role in CO2-evoked behavioral responses64. Although the PBL directly receives hypercapnic signals from central chemoreceptors65,66, previous studies and our findings suggest that the PBL may also receive CO2-evoked signals from the BNST. Patients with bilateral amygdala lesions can experience fear and panic responses triggered by hypercapnia, suggesting that the amygdala is not essential for inducing fear and panic through CO2 inhalation10–12. However, it is possible that the amygdala plays a critical role in other aspects of panic disorder. For instance, panic disorder is often accompanied by agoraphobia, which involves avoiding open spaces to prevent spontaneous panic attack, indicating the associative fear memory component of panic disorder67,68. Patients with bilateral amygdala lesions are incapable of forming associative fear memory of exteroceptive threat cues. Although it is uncertain whether hypercapnia acts as an unconditioned stimulus to form associative fear memory, it is likely that the amygdala is responsible for the aversive memory of panic attacks. Our study demonstrates that the PACAPPBL → PAC1RDR peptidergic circuit is necessary and sufficient for CO2-induced panicogenesis but is not involved in associative fear memory formation. These findings indicate that this PACAPergic panicogenesis pathway is part of a distributed network of multiple brain areas that mediates panic-induced behavioral, physiological, and emotional changes. Taken together, our results suggest that the PACAPPBL→PAC1RDR circuit initiates panic-like behavioral and somatic symptoms in response to hypercapnic condition. Future research on the function of the CeA/BNST input neurons may offer more detailed insights into the circuit-based mechanism of panic and fear/anxiety interactions.
The PBL is known for its role as a general alarm center that relays multi-modal aversive sensory stimuli, including pain42,43,69,70. Our results show that PACAPPBL→DR neurons are activated by hypercapnic condition (10% CO2) and acute painful stimulus (0.2 mA electric footshock), but inhibited by visual threat (looming stimulus), conditioned fear, and anxiety. It is interesting to note that aversive stimuli originating from the body that directly damage the body activate these neurons, whereas threat signal originating from outside the body, or from the memory of previous threat exposure inhibit these neurons. This suggests that the PACAPPBL→DR neurons are part of PBL general alarm system and have a specialized role in detecting interoceptive aversive signals that directly harm the body. Previous studies have shown that optogenetic stimulation of PBL glutamatergic neurons induces negative valence70 and escaping behaviors such as running and jumping, but no freezing behavior69. However, we showed that photostimulation of glutamatergic PACAPPBL→DR neurons encodes negative valence with immediate immobility and tail rattling, further supporting the idea that these neurons are a subset of general alarm-encoding neurons that has unique functions different from other PBL glutamatergic populations. Notably, photostimulation of these neurons induced immediate defensive behaviors, such as freezing and tail rattling, while panicogenic stimuli, such as 10% CO2 and FG-7142, triggered defensive states with slower temporal dynamics. In response to CO2 inhalation, neuronal activation and associated behavioral/somatic changes were observed approximately 1 minute after exposure, while in response to i.p. injection of FG-7142, they were observed approximately 30 minutes later. These temporal differences in the defensive state dynamics are likely due to the different mechanisms by which these stimuli activate the PACAPPBL→DR neurons. While optogenetic stimulation directly activated these neurons, activation of these neurons by panicogens required multiple steps. Furthermore, the temporal difference in defensive response between CO2 and FG-7142 is mainly due to their distinct action mechanisms. CO2 rapidly activates central chemoreceptor neurons, which in turn activate the PACAP neurons in the PBL. In contrast, FG-7142 acts by inhibiting the GABAA receptor in parabrachial neurons including PACAPPBL→DR neurons19 and must first cross the blood-brain barrier. Taken together, these findings suggest that distinct stimuli can elicit defensive responses with different temporal scales due to differences in their mechanisms of action on the PACAPPBL→DR neurons. It is important to consider these differences when interpreting the defensive response to various stimuli.
Based on clinical and experimental evidence, Deakin and Graeff have proposed that different serotonergic pathways originating from the DR play distinct roles in anxiety and panic71; specifically, orbital frontal cortex-projecting DR serotonin neurons promote active coping behavior, whereas CeA-projecting neurons mediate anxiety-like behaviors47. Moreover, the DR serotonergic population innervating the dorsal periaqueductal gray and rostroventrolateral medulla inhibits the escape response in the presence of imminent danger, and is presumably the primary mediator of the panicolytic effect of selective serotonin reuptake inhibitors48,72–74. Optogenetic or chemogenetic activation of DR serotonergic neurons produces variable locomotor effects, meanwhile, differentially decreasing overall activity47,75,76 or changing movement speed77 in some situations but not others78. Furthermore, pharmacological inhibition of DR 5-HT2B receptors suppressed cocaine-induced hyperlocomotion79, and lesioning the DRN with the serotonergic neurotoxin 5,7-dihydroxytryptamine had no effect on phencyclidine-induced hyperlocomotion80. These divergent results indicate considerable anatomical and functional heterogeneity of DR serotonergic neurons. The PAC1RDR neurons, which are mostly serotonergic (Extended Data 6), share some of the previously defined characteristics of DR serotonergic populations. However, these neurons also have distinct functional properties. Chemogenetic inhibition of PAC1RDR neurons abolished the behavioral and somatic effects of panicogenic conditions, while photostimulation of these neurons immediately reproduced these effects (i.e., increased immobility and breathing rate). The decrease in heart rate produced by photostimulation of PAC1RDR neurons was unexpected, although previous studies show that either i.c.v. administration of serotonin81 or activation of 5-HT1A receptors in the DR82 decreased heart rate. A pharmacological study also shows that activation of DR can reduce heart rate83. It is also known that increased serotonin can activate 5-HT1A autoreceptors that inhibit serotonergic neurons in the DR84,85; however, the role of PAC1RDR neurons in the regulation of 5-HT1A receptor-mediated functions has yet to be studied.
Finally, acute delivery of a PAC1R antagonist, PACAP(6–38), into the DR attenuated behavioral changes evoked by panicogenic stimuli. In light of the lack of progress in the development of panic-specific medications86, these PAC1RDR neurons, representing a novel serotonergic population within the DR, may serve as a potential target for the treatment of panic disorder. This potential may be expanded upon via the characterization of the functional properties of panic disorder-relevant downstream circuits. The findings of a recent study suggest that the external lateral parabrachial nucleus (PBel) is functionally downstream of the DR serotonergic neurons that mediates hypercapnic arousal87. Inhibiting the SertDR→CGRPPBel pathway reduces arousal by hypercapnic condition during sleep. Notably, the CGRPPBel neurons and PACAPPBL→DR neurons are spatially separated distinct PBL subpopulation, indicating that they constitute an indirect reciprocal connection of PACAPPBL→PAC1R/SERTDR→CGRPPBel circuit. Similar indirect reciprocal connections are also present among the CeA and BNST within the PBL. Although their functional role is not yet fully understood, these reciprocal connections may form feedback circuits that modulate the primary function of the PBL.
Together, our results demonstrate that PACAPPBL→DR and PAC1RDR neurons form a novel pontomesencephalic pathway that underlies behavioral and somatic responses induced by panicogenic stimuli. The comprehensive series of experiments reported in this analysis has revealed a novel unconditioned fear circuit critical for the induction of panic-specific behavioral and somatic symptoms in mice. Importantly, our findings provide the first evidence that panic-like symptoms can be attenuated by pharmacological blockade of PBL→DR PACAP signaling in mice, a discovery that may aid the development of novel therapeutic interventions for panic disorder.
Materials and Methods
Animals
All protocols for animal experiments were approved by the IACUC of the Salk Institute for Biological Studies according to NIH guidelines for animal experimentation. The Adcyap1Cre/+ (Strain #030155), Adcyap1r1Cre/+ (Strain #035572), Ai14 (Strain #007914), Slc6a4Cre/+ (Strain #014554) and C57Bl/6J (Strain #000664) mouse lines were obtained from the Jackson laboratory. All mouse lines were backcrossed with C57Bl/6J for > 6 generations. Male and female mice were used in all studies. Animals were randomized to experimental groups, and no sex differences were noted. Mice were maintained on a standard 12-hour light/dark cycle in a temperature- (20–22 °C) and humidity- (45–55%) controlled vivarium and provided with food and water ad libitum.
Stereotaxic surgery for virus injection and optic fiber implantation
Mice were anesthetized by isoflurane gas anesthesia (induction at 3.5%, and maintenance at 1.5–2%, the Dräger Vapor® 2000; Draeger), and then placed on a stereotaxic frame (David Kopf Instruments). Holes were drilled with a micromotor handpiece drill (Foredom) after the exposure of the skull. Viruses were injected using a pulled fine-glass capillary (3–000-203-G/X, Drummond Scientific) connected to a Microliter syringe (84850, Hamilton) with Tygon tubing. The syringe was placed on an infusion pump (70–2002, Harvard Apparatus) for a steady injection rate of 0.05 µL/min. Unilateral (right side) and bilateral injections were made for the following target regions: PBL (anteroposterior (AP), −5.1 mm; mediolateral (ML), 1.35 mm; dorsoventral (DV) −3.5 mm from bregma), DR (AP, −4.6mm; ML, 0.3mm; DV, −3.35mm) and CeA (AP, −1.05mm; ML, 2.8mm; DV, −4.6 mm). A total volume of 0.3 or 0.5 µL of the virus was injected, and the fine-glass capillary was slowly removed from the injection site seven minutes after injection.
For determining the outputs of PACAPPBL or PAC1RDR neurons, 0.3 µL of AAV-EF1a-DIO-EYFP (2.12E+12 GC/mL) was injected into the PBL of Adcyap1Cre/+ or DR of Adcyap1r1Cre/+ transgenic mice. Mice were sacrificed four weeks after the injection.
For tracing the inputs to PACAPPBL neurons, 0.5 µL of retroAAV-DIO-mCherry (1.51E+13 GC/mL) and retroAAV-DIO-EYFP (5E+12 GC/mL) were injected into, respectively, the CeA and DR of Adcyap1Cre/+ transgenic mice. Mice were sacrificed three weeks after the injection.
For monitoring PACAPPBL→DR neurons via fiber photometry, 0.3 µL of retroAAV-DIO-FlpO-WPRE-hGHpA (1.98E+13 GC/mL) was injected unilaterally into the DR of Adcyap1Cre/+ transgenic mice, and 0.3 µL of AAV8-fDIO-GCaMP6s-EYFP (1.0E+13 GC/mL) was injected into the PBL. A custom-made stainless-steel mono fiber-optic cannula (400 µm, 0.37 NA) was implanted above the PBL (0.2 mm above virus injection coordinate). Two screws were implanted away from the injection site as anchors. Superglue and dental cement were used to fix the implantation. Experiments took place three weeks after injection.
For cTRIO tracing, 0.3 µL of retroAAV-DIO-FlpO-WPRE-hGHpA was first injected unilaterally into the DR, then 0.3 µL of AAV8-CAG-fDIO-TVA-mCherry (1.0E+12 GC/mL) and AAV8-CAG-fDIO-oG-WPRE-SV40PA (2.25E+12 GC/mL) was injected into the PBL. Three weeks later, 0.3 µL of EnvA G-deleted Rabies-eGFP (1.03E+09 GC/mL) was injected into the same PBL location. Mice were sacrificed five days after the final injection.
For retrograde rabies tracing, 0.3 µL AAV8-hSyn-FLEX-TVA-P2A-GFP-2A-oG (3.82E+12 GC/mL; Salk Institute viral vector core) was injected into the DR of Adcyap1r1Cre/+ transgenic mice. After 2 weeks, 0.3 µL of EnvA-ΔG-rabies-mCherry (3.95E+08 GC/mL; Salk Institute viral vector core) was injected into the same region. Mice were sacrificed five days after the final injection.
For optogenetic activation of PACAPPBL→DR neurons, 0.3 µL of retroAAV-DIO-FlpO-WPRE-hGHpA was injected bilaterally into the DR of Adcyap1Cre/+ transgenic mice, and 0.3 µL of AAV9-EF1a-fDIO-hChR2(H134R)-EYFP (5.21E+12 GC/mL) or AAV8-EF1a-fDIO-EYFP (4.39E+12 GC/mL) was injected into the PBL. Custom-made ceramic mono fiber-optic cannulas (200 µm, 0.22 NA) were implanted above the PBL (0.2 mm above virus injection coordinate). Experiments took place three weeks after injection.
For optogenetic axon terminal activation of PACAPPBL neurons projecting to DR, 0.3 µL of AAVDJ-EF1a-DIO-hChR2(H134R)-EYFP-WPRE-pA (4.5E+12 GC/mL) or AAV-EF1a-DIO-EYFP was injected bilaterally into the PBL of Adcyap1Cre/+ transgenic mice. Custom-made ceramic mono fiber-optic cannulas (200 µm, 0.22 NA) were implanted above the DR (0.2 mm above virus injection coordinate). Experiments took place three weeks after injection.
For optogenetic activation of PAC1RDR neurons, 0.3 µL of AAVDJ-EF1a-DIO-hChR2(H134R)-EYFP-WPRE-pA or AAV-EF1a-DIO-EYFP was injected bilaterally into the DR of Adcyap1r1Cre/+ transgenic mice. Custom-made ceramic mono fiber-optic cannulas (200 µm, 0.22 NA) were implanted above the DR (0.2 mm above virus injection coordinate at a 15° angle). Experiments took place three weeks after injection and cannula implantation.
For chemogenetic inhibition of PACAPPBL→DR neurons, 0.3 µL of retroAAV-DIO-FlpO-WPRE-hGHpA was injected bilaterally into the DR, and 0.3 µL of AAVDJ-hSyn-fDIO-hM4Di-mCherry (1.98E+13 GC/mL) or AAV8-EF1a-fDIO-EYFP into the PBL of Adcyap1Cre/+ transgenic mice. Experiments took place three weeks after injection.
For chemogenetic inhibition of PAC1RDR neurons, 0.3 µL of AAVDJ-EF1a-DIO-hM4Di-mCherry (6.04E+11 GC/mL) or AAV-EF1a-DIO-EYFP was injected into the DR of Adcyap1r1Cre/+ transgenic mice. Experiments took place three weeks after injection.
For pharmacology experiments, an internal cannula (8IC315GMNSPC, P1 Technologies Inc., USA) was connected with a dummy cannula (8IC315FDMN02, P1 Technologies Inc., USA) and implanted bilaterally into the DR at a 15° angle (AP, −4.6mm; ML, 1.14mm; DV, −3.45mm). Experiments took place one week after the implantation.
Fiber photometry
Bulk calcium signals from PACAPPBL→DR neurons were monitored using a custom-built fiber photometry system based on the open-source pyPhotometry platform (https://pyphotometry.readthedocs.io/en/latest/). A 465 nm LED was used to induce Ca2+-dependent fluorescence signals, and a 405 nm LED was used for Ca2+-independent (isosbestic) fluorescence signals. Motion-corrected ΔF/F was calculated post-hoc using the formula: ΔF/F = F465 – F405fit / F405fit for the whole experimental time. The least-squares polynomial function was used to calculate F405fit. There was no normalization for experiments that are shown with no baseline (Fig. 1e, 2e, Extended Data 4). Fiberphotometry results that have a stable initial phase or baseline were normalized by the mean value of those period to align near 0 (5 s for Extended Data 3b; 30 s for Fig. 2h, Extended Data 3a; 10 min for Fig. 1j). Area under the curve (AUC) was used to analyze the data.
Physiology
MouseOx ®-Plus oximeter (STARR Life Sciences Corp.) was used to measure the breathing and heart rates of mice. Mouse necks were shaved and the collar sensor (Size XS) was applied. Animals were habituated to the collar sensor for 1–2 days before experiments. Data were collected through MouseOx ®-Plus Software attached to the computer.
CO2 exposure test
A custom-built open-bottom plexiglass chamber (28 × 28 × 32 cm) was used to monitor panic-like behavior during CO2 exposure. Normal air and 10% CO2 gas tanks were connected with Tygon tubing with a Y-shaped connector, and the other end was inserted into a hole in the wall of the chamber. A thick layer of cage cover paper was used to thoroughly seal the bottom of the chamber. The chamber was enclosed in a light- and sound-attenuating cubicle (ENV-018MD, MED Associates).. Normal air was infused for 10–20 min at a rate of 4 l/min, followed by 10% CO2 for 10 or 30 min (only the PAC1RDR::hM4Di and their control group was exposed for 30 min due to their resistance to CO2). All trials were recorded by a USB camera (DFK 33GX236, Imagine Source) attached to the computer, and behaviors were analyzed by video-tracking software (EthoVision XT 12, Noldus). Immobility was analyzed during the last 10 min of the “before CO2” period (air) and the entirety (10 or 30 min) of the “after CO2” period by setting the “not moving” factor as 1.25–1.5cm/s, for 3s samples in Ethovision. For physiological data collection, mice were connected with collar sensors and placed inside the chamber with air exposure. 10% CO2 was injected 30–50 min after collar sensor attachment.
FG-7142 injection
FG-7142 (20 mg/kg, i.p., #0554, Tocris) was injected to induce panic-like symptoms. For fiber photometry and behavior tracking, mice were placed inside a standard mouse cage. Injections were performed 10 min after habituation. All trials were recorded by a USB camera attached to the computer, and behaviors were analyzed byEthovision. Immobility was analyzed in 20 min bins by setting the “not moving” factor as 1.25–1.5cm/s, for 3s samples in Ethovision. For physiological data collection, mice were connected with collar sensors and placed inside a non-transparent glass cylinder (15 cm diameter with 20 cm height) with bedding. FG-7142 was injected 30–50 min after collar sensor attachment. Data are presented from 5 mins after the injection to exclude the effect of injection-related discomfort.
Fear conditioning test
A fear conditioning chamber (26 × 30 × 33 cm, ENV-007CT, MED Associates) with a metal grid floor (ENV-005, MED Associates) connected to a standalone aversive electric shock stimulator (ENV-414S, MED Associates) was used for foot shock (unconditioned stimulus; US) delivery. A USB camera was connected to a computer, and Ethovision was used for shock delivery and behavioral analysis. Two speakers (AX210, Dell) were placed beside the chamber for the delivery of conditioned stimuli (CS+). The chamber was enclosed in a light- and sound-attenuating cubicle. The chamber was cleaned with 70% ethanol and double-distilled water between each trial. During habituation, mice were placed inside the chamber and allowed to explore for 2 min (baseline). The CS+ (30 sec, 2 kHz pure tone) was then delivered six times with random inter-stimulus intervals. Mice were returned to the same context on day 2. After 1 min of baseline exploration, mice received 5 2-sec foot shocks (0.2 mA, US) co-terminating with CS+ at random inter-event intervals. Non-conditioned control mice did not receive foot shocks. On day 3, mice were fitted with either an optic fiber for fiber photometry or a collar sensor for physiological measurements. Mice were then re-introduced to the same context for 3 min for the context test. 6 hr later, mice were fitted with an optic fiber or collar sensor and introduced to a new context for the cue test (a glass cylinder wrapped with a non-transparent material; 20 cm diameter, 15 cm height); the 30-sec CS+ was then delivered three times without the US. All trials were recorded by a USB camera attached to the computer, and controlled by Ethovision. Freezing behavior was manually scored by experienced experimenters in a blinded manner. In manual scoring, the time of immobility of the mouse without any movement except breathing was counted as freezing behavior88,89.
Looming test
Mice were habituated in a standard mouse cage for 10 min. After habituation, an expanding looming stimulus (2-s, 3- or 9-inch diameter) was delivered with an LED screen facing the arena from above.
Elevated platform test
A cup or clear circular platform (diameter is 100 mm) was fixed to the top of a camera tripod (1 m tall). Mice were habituated for 15 min in a cup before being placed on the platform for 5 min.
Elevated plus maze test
A custom-built elevated plus maze with two transparent closed arms (35 × 7 × 30 cm) and two open arms (35 × 7 × 2 cm) was used to monitor anxiety-like behavior in mice. The maze was elevated 70 cm from the floor for all tests. Mice were placed on the end of the open arm facing the center of the maze. Behavior was recorded for 10 min and quantified using Ethovision. Both 70% ethanol solution and deionized water were used to clean the maze immediately after each trial.
Optogenetic conditioning test
The procedure was the same as that described in the ‘Fear conditioning test’ section, with the exception that optogenetic stimulation was used as the US instead of foot shock. Optic fibers were connected bilaterally to the optic ferrules on the mouse’s head during habituation and conditioning. During conditioning, mice received 6 10-sec bursts of 470 nm laser photostimulation (LRD-0470-PFFD-00100–05, LaserGlow Tech; 20 Hz, 4 ms pulse, 8–9 mW intensity) co-terminated with CS+ (random inter-event intervals). 4-ms laser pulse width was used to minimize retrograde action potentials from the DR afferent stimulation during the axon terminal photostimulation experiment. On day 3, context and cue tests were performed without an optic fiber connection. All trials were recorded by a USB camera attached to the computer, and immobility behavior was analyzed by Ethovision.
Real-time place aversion (RTPA)
A two-chamber arena (30 × 60 × 30 cm) was used for the RTPA test. Behavior was tracked with a USB camera using Ethovision. PACAPPBL→DR::ChR2 mice were connected with optic fibers and randomly placed on one side of the chamber or the other. Modified photostimulation parameters (2 sec of 4-ms pulsed 20 Hz stimulation with 10-sec inter-trial intervals) were used to prevent immobility. The laser was activated when a mouse entered the chamber adjacent to the one in which it was originally placed and turned off when it returned to the original chamber. Sessions lasted 20 min.
Photostimulation for physiological recording
A glass cylinder arena (15 cm diameter with 20 cm height) was used for the test. Mice were habituated for 30–50 min inside the arena after collar sensor and optic fiber connection. Four different frequencies (5, 10, 20, and 40 Hz) of 470 nm laser photostimulation were given to PACAPPBL→DR::ChR2 mice for 5 sec in 60-sec intervals. 40 Hz photostimulation (7 mW) was given to PAC1RDR::ChR2 mice for 5 sec. The laser pulse width was 4 ms for all conditions.
PAC1RDR::ChR2 photostimulation
PAC1RDR::ChR2 mice were habituated in a standard mouse cage for 10 min, and 40 Hz (4 ms pulse width, 10-sec exposure, 7 mW) of 470 nm laser was given to monitor the behavioral change.
Chemogenetics
Experiments were performed 10 min after CNO injection (3 mg/kg, i.p.; #16882, Cayman chemical, USA).
Pharmacology
Mice were anesthetized by isoflurane gas for drug infusion. Internal cannulas were connected to Microliter syringes with Tygon tubing. The syringe was placed on an infusion pump for a steady injection rate of 0.05 µL/min. Internal cannulas were inserted into guide cannulas after removing dummy cannulas. 1 µg of PAC1R antagonist PACAP (6–38) (3236, Tocris, USA) or control solution was infused bilaterally into the DR. The internal cannulas were removed 2 min after infusion, and experiments took place at least 10 min after the mice woke up.
In situ hybridization
Following rapid decapitation of Ai14; Slc6a4Cre/+ (SERT-Ai14) or rabies virus injected Adcyap1r1Cre/+ transgenic mice, brains were frozen in −50 °C iso-methylbutane with OCT compound and stored at −80 °C. Coronal sections containing DR regions that corresponded to the injection plane used in the behavioral experiments were cut in 20 µm-thick slices for SERT-Ail4 at −20 °C and thaw-mounted onto slides. Coronal sections containing DR or PBL regions were cut in 10 µm-thick slices for PAC1RDR retrograde rabies tracing at −20 °C and thaw-mounted onto slides. In situ hybridization was performed according to the RNAScope 2.0 Fluorescent Multiple Kit User Manual for Fresh Frozen Tissue (Advanced Cell Diagnostics, Inc., USA). Slides containing the specified coronal brain slices were fixed in 4% paraformaldehyde, dehydrated, and pretreated with protease IV solution for 30 min for SERT-Ai14 and 12 min for rabies virus injected Adcyap1r1Cre/+ transgenic mice. Slices were then incubated with either target probes for mouse Adcyap1r1 (accession number NM_001025372.1, probe region 4108 – 5038), Mm-Adcyap1 (RNAScope Probe #405911, Advanced Cell Diagnostics), Mm-Slc17a6 (RNAScope probe #319171-C3, Advanced Cell Diagnostics) or Mm-Slc32a1 (RNAScope probe #319191-C3, Advanced Cell Diagnostics) for 2 hr. Following probe hybridization, slices underwent a series of probe signal amplification steps (AMP1–4). SERT-Ai14 underwent a final incubation of fluorescently labeled probes (Alexa 488) designed to target the specified channel associated with the probes. Slides were counterstained with DAPI, and coverslips were mounted with Vectashield Hard Set mounting medium (Vector Laboratories).
Histology and immunohistochemistry
Mice were intracardially perfused with 4% paraformaldehyde in PBS (phosphate buffered saline). Brains were kept in 4% PFA overnight for post-fixation and dehydrated in 30% sucrose for 1–2 days before sectioning. Frozen brains were cut into 50 µm coronal slices with a cryostat and stored in PBS before mounting. Brain tissues were mounted on a slide glass (12–550-143, Fisher Scientific, USA) with a DAPI-containing mounting solution (0100–20, SouthernBiotech).
For the cTRIO experiment, every slice 100 µm apart was mounted for counting (n = 3 mice).
For immunohistochemistry with the cTRIO mice, coronal slices containing BNST or CEA were washed with PBST (Phosphate buffered saline with 0.1% Tween-20; BP337–500, Fisher BioReagents, USA). Initial blocking was performed using 1-hr incubation with 3% normal donkey serum (NDS, 017–000-121, Jackson ImmunoResearch Laboratories, Inc., USA). After another round of washing with PBST, the slices were incubated with anti-VGAT antibody (diluted 1:200 in 3% NDS, AGT-005, Alomone Labs, Israel) at 4 ºC overnight. The next day, brain tissues were rinsed with PBST and incubated with anti-rabbit Alexa Fluor 647 Donkey-secondary antibody (1:500, 711–605-152, Jackson ImmunoResearch Laboratories, Inc., USA) for 1 h. After washing with PBS, these slices were mounted on a slide glass with DAPI-containing mounting solution.
Data inclusion criteria
All the mice that had viral expression in the region of interest were included in the data. Mice that had no viral expression or misplaced optical fibers due to a mistake in surgery were excluded from the data.
Imaging
Images were taken with either an automatic fluorescence microscope (BZ-X710, Keyence) using included imaging software (BZ-X viewer, Keyence) or with a scanning confocal microscope (FV 1000, Olympus) using Fluoview software (Olympus). For quantification, images were processed with the same gain, offset, and exposure time. Cell counting for retrograde tracing was done manually.
Statistical analysis
All data are presented as mean ± S.E.M. The Shapiro-Wilk normality test was performed for choosing parametric/ nonparametric analysis. All one-factor experiments passed the normality test, and therefore the data were analyzed with parametric tests (Student’s t-tests, repeated measures one-way ANOVAs with Sidak’s post hoc comparison). Two-factor experiments were analyzed with repeated measures two-way ANOVAs for parametric or mixed-effects analysis (Mixed-effects model (REML) with fixed effects (type III)) for nonparametric tests with Sidak’s post hoc comparison. Power analysis was performed with α = 0.05 for confirming adequate n values in the experiments. Experiments were blinded to group allocation during behavioral data collection and analysis. Statistical analyses were performed using Prism 9 (GraphPad Software) and SigmaPlot 15.0 (Inpixion, USA). NS, P>0.05, * P<0.05, ** P<0.01, *** P<0.001. Full details of statistical tests in individual figures are described in the figure legend and Supplementary Table 3.
Extended Data
Supplementary Material
Acknowledgments:
We thank members of the Han laboratory for the critical discussion of the paper and D. O’Keefe for critical input on the manuscript. We also thank Seahyung Park for proof-reading the response letter to the reviewers.
Funding:
National Institutes of Mental Health Biobehavioral Research Award for Innovative New Scientists (BRAINS) grant 1R01MH116203 (SH)
Bridge to Independence award from the Simons Foundation Autism Research Initiative SFARI #388708 (SH)
Footnotes
Competing Interests: The authors declare no competing interests.
Data and materials availability:
All data associated with this study are available in the Source Code or the supplementary information.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data associated with this study are available in the Source Code or the supplementary information.