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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Behav. Neurosci.</journal-id>
<journal-title>Frontiers in Behavioral Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Behav. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5153</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnbeh.2016.00197</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Foxp2 Mutation Implicated in Human Speech Deficits Alters Sequencing of Ultrasonic Vocalizations in Adult Male Mice</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Chabout</surname> <given-names>Jonathan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/89099/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sarkar</surname> <given-names>Abhra</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/202268/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Patel</surname> <given-names>Sheel R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn004"><sup>&#x02020;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/355507/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Radden</surname> <given-names>Taylor</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Dunson</surname> <given-names>David B.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/383305/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Fisher</surname> <given-names>Simon E.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/9292/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Jarvis</surname> <given-names>Erich D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/47482/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Neurobiology, Duke University Medical Center</institution> <country>Durham, NC, USA</country></aff>
<aff id="aff2"><sup>2</sup><institution>Howard Hughes Medical Institute</institution> <country>Chevy Chase, MD, USA</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Statistical Science, Duke University</institution> <country>Durham, NC, USA</country></aff>
<aff id="aff4"><sup>4</sup><institution>Language and Genetics Department, Max Planck Institute for Psycholinguistics</institution> <country>Nijmegen, Netherlands</country></aff>
<aff id="aff5"><sup>5</sup><institution>Donders Institute for Brain, Cognition and Behavior, Radboud University</institution> <country>Nijmegen, Netherlands</country></aff>
<aff id="aff6"><sup>6</sup><institution>The Rockefeller University</institution> <country>New York, NY, USA</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Nuno Sousa, ICVS and University of Minho, Portugal</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Rainer Schwarting, University of Marburg, Germany; Andrew Bass, Cornell University, USA</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Jonathan Chabout <email>jchabout.pro&#x00040;gmail.com</email></p></fn>
<fn fn-type="corresp" id="fn002"><p>Simon E. Fisher <email>simon.fisher&#x00040;mpi.nl</email></p></fn>
<fn fn-type="corresp" id="fn003"><p>Erich D. Jarvis <email>jarvis&#x00040;neuro.duke.edu</email></p></fn>
<fn fn-type="other" id="fn004"><p>&#x02020;These authors have contributed equally to this work.</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>10</month>
<year>2016</year>
</pub-date>
<pub-date pub-type="collection">
<year>2016</year>
</pub-date>
<volume>10</volume>
<elocation-id>197</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>06</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>09</month>
<year>2016</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2016 Chabout, Sarkar, Patel, Radden, Dunson, Fisher and Jarvis.</copyright-statement>
<copyright-year>2016</copyright-year>
<copyright-holder>Chabout, Sarkar, Patel, Radden, Dunson, Fisher and Jarvis</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>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) or licensor 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.</p></license>
</permissions>
<abstract><p>Development of proficient spoken language skills is disrupted by mutations of the <italic>FOXP2</italic> transcription factor. A heterozygous missense mutation in the KE family causes speech apraxia, involving difficulty producing words with complex learned sequences of syllables. Manipulations in songbirds have helped to elucidate the role of this gene in vocal learning, but findings in non-human mammals have been limited or inconclusive. Here, we performed a systematic study of ultrasonic vocalizations (USVs) of adult male mice carrying the KE family mutation. Using novel statistical tools, we found that <italic>Foxp2</italic> heterozygous mice did not have detectable changes in USV syllable acoustic structure, but produced shorter sequences and did not shift to more complex syntax in social contexts where wildtype animals did. Heterozygous mice also displayed a shift in the position of their rudimentary laryngeal motor cortex (LMC) layer-5 neurons. Our findings indicate that although mouse USVs are mostly innate, the underlying contributions of FoxP2 to sequencing of vocalizations are conserved with humans.</p></abstract>
<kwd-group>
<kwd>FoxP2</kwd>
<kwd>speech apraxia</kwd>
<kwd>ultrasonic vocalizations</kwd>
<kwd>song</kwd>
<kwd>syntax</kwd>
<kwd>KE family</kwd>
</kwd-group>
<contract-num rid="cn003">N00014-14-1-0245</contract-num>
<contract-sponsor id="cn001">Howard Hughes Medical Institute<named-content content-type="fundref-id">10.13039/100000011</named-content></contract-sponsor>
<contract-sponsor id="cn002">Max-Planck-Gesellschaft<named-content content-type="fundref-id">10.13039/501100004189</named-content></contract-sponsor>
<contract-sponsor id="cn003">Office of Naval Research<named-content content-type="fundref-id">10.13039/100000006</named-content></contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="1"/>
<ref-count count="69"/>
<page-count count="18"/>
<word-count count="12748"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Spoken language plays a central role in our culture and society, which we use to express emotions, convey ideas, and communicate. We belong to one of few species that learn to produce new vocalizations. These vocal behaviors are susceptible to a range of impairments, making dramatic impacts on our everyday life. Such deficits represent a major public health issue, with the prevalence of speech-sound disorder in young children estimated at 8&#x02013;9% (NIDCD, <xref ref-type="bibr" rid="B50">2010</xref>). These developmental speech and language disorders are highly heritable (Bishop et al., <xref ref-type="bibr" rid="B5">1995</xref>), but the underlying causes remain elusive for most cases (Shriberg et al., <xref ref-type="bibr" rid="B56">1999</xref>; Law et al., <xref ref-type="bibr" rid="B44">2000</xref>).</p>
<p>In the past decade and a half, scientists have discovered that some spoken language disorders result from rare single-gene mutations. The most prominent example is a point mutation disrupting the <italic>FOXP2</italic> (forkhead-box P2) transcription factor in the KE family (Fisher et al., <xref ref-type="bibr" rid="B17">1998</xref>; Lai et al., <xref ref-type="bibr" rid="B42">2001</xref>, <xref ref-type="bibr" rid="B43">2003</xref>). Affected individuals have difficulties mastering the coordinated movement sequences of syllables/phonemes for fluent speech, described as developmental verbal dyspraxia (DVD) or childhood apraxia of speech (CAS), as well as impacting written language. These deficits occur against a background of relatively preserved cognitive and physical abilities (Lai et al., <xref ref-type="bibr" rid="B42">2001</xref>; Watkins et al., <xref ref-type="bibr" rid="B67">2002a</xref>; Fisher et al., <xref ref-type="bibr" rid="B14">2003</xref>). The affected KE family members carry a missense mutation in one copy of the <italic>FOXP2</italic> gene, yielding an arginine-to-histidine substitution (p.R553H) that disturbs the DNA-binding domain of the encoded protein (Fisher et al., <xref ref-type="bibr" rid="B17">1998</xref>; Lai et al., <xref ref-type="bibr" rid="B42">2001</xref>; Vernes et al., <xref ref-type="bibr" rid="B65">2006</xref>). Subsequently, a growing number of other families and individuals with spoken language disorders have been identified with point mutations or chromosome rearrangements (translocations and deletions) involving the <italic>FOXP2</italic> gene (Bacon and Rappold, <xref ref-type="bibr" rid="B4">2012</xref>; Turner et al., <xref ref-type="bibr" rid="B64">2013</xref>).</p>
<p>Many downstream targets of the FOXP2 transcription factor control neural connectivity and plasticity (Fisher and Scharff, <xref ref-type="bibr" rid="B16">2009</xref>), and functional experiments suggest a role in modulating neurite branching and length (Vernes et al., <xref ref-type="bibr" rid="B66">2011</xref>). A number of FOXP2 target genes have been independently implicated in language impairments, autism, schizophrenia, bipolar disorders, epilepsy, and intellectual disabilities (Deriziotis and Fisher, <xref ref-type="bibr" rid="B11">2013</xref>; Graham and Fisher, <xref ref-type="bibr" rid="B26">2013</xref>). Comparative studies across vertebrates showed that FOXP2&#x00027;s coding sequence and brain expression are remarkably conserved (Lai et al., <xref ref-type="bibr" rid="B43">2003</xref>; Haesler et al., <xref ref-type="bibr" rid="B30">2004</xref>; Teramitsu et al., <xref ref-type="bibr" rid="B61">2004</xref>). It is expressed in cortical and subcortical brain structures that are important for multimodal sensory processing, sensorimotor integration, and motor-skill learning (Lai et al., <xref ref-type="bibr" rid="B43">2003</xref>). These include corticostriatal, corticocerebellar, sensory thalamic (Haesler et al., <xref ref-type="bibr" rid="B30">2004</xref>; Teramitsu et al., <xref ref-type="bibr" rid="B61">2004</xref>), and midbrain modulatory circuits (Campbell et al., <xref ref-type="bibr" rid="B6">2009</xref>) involved in the acquisition and performance of motor skills (Ferland et al., <xref ref-type="bibr" rid="B13">2003</xref>; Lai et al., <xref ref-type="bibr" rid="B43">2003</xref>; Campbell et al., <xref ref-type="bibr" rid="B6">2009</xref>). It has been hypothesized that the ancestral ortholog in mammals contributes to the development of motor-related brain regions (Lai et al., <xref ref-type="bibr" rid="B43">2003</xref>; Fisher and Marcus, <xref ref-type="bibr" rid="B15">2006</xref>; Fujita and Sugihara, <xref ref-type="bibr" rid="B22">2012</xref>; Garcia-Calero et al., <xref ref-type="bibr" rid="B23">2016</xref>). Moreover, manipulations of the avian ortholog (<italic>FoxP2</italic>) in the songbird striatal nucleus Area X have demonstrated <italic>FoxP2&#x00027;s</italic> role in vocal learning and plasticity, during development and adulthood (Haesler et al., <xref ref-type="bibr" rid="B29">2007</xref>; Murugan et al., <xref ref-type="bibr" rid="B48">2013</xref>).</p>
<p>It would be useful to know if a mammalian model could be used to study genetic deficits associated with language disorders. However, unlike human speech and learned birdsong, most species are vocal non-learners; this includes mice, where males have been reported to have limited to no plasticity of their ultrasonic vocalization (USV) songs (Grimsley et al., <xref ref-type="bibr" rid="B27">2011</xref>; Kikusui et al., <xref ref-type="bibr" rid="B40">2011</xref>; Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>; Hammerschmidt et al., <xref ref-type="bibr" rid="B32">2012</xref>; Arriaga and Jarvis, <xref ref-type="bibr" rid="B1">2013</xref>; Mahrt et al., <xref ref-type="bibr" rid="B47">2013</xref>; Portfors and Perkel, <xref ref-type="bibr" rid="B54">2014</xref>). Despite this limitation, rudimentary cortical-striatal circuits similar to those that control production of learned vocalizations in humans and songbirds are activated in the brains of adult mice when they vocalize (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>). These circuits include an elementary laryngeal motor cortex (LMC) region of the mouse primary motor cortex (M1), once thought to be present only in humans among mammals, that makes a sparse projection (as opposed to dense projection in humans and songbirds) to motor neurons that control the vocal organ (larynx in mammals; syrinx in birds; Figures <xref ref-type="fig" rid="F1">1A&#x02013;C</xref>; Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>; Okobi et al., <xref ref-type="bibr" rid="B51">2013</xref>). In contrast to humans and the analogous forebrain region in song-learning birds, the LMC in mice is not necessary for producing normal vocalizations; nonetheless, it seems to be involved in modulating the frequency of USVs (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>) [although this is debated from studies in genetically modified mice lacking most of the cortex (Hammerschmidt et al., <xref ref-type="bibr" rid="B33">2015</xref>)].</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>Mouse song system anatomy and syllable types. (A)</bold> Proposed anatomy of the rudimentary mouse forebrain vocal communication circuit based on Arriaga et al. (<xref ref-type="bibr" rid="B3">2012</xref>). Not shown are other connected brainstem regions, the amygdala, and insula. <bold>(B)</bold> Comparison with human, based on Arriaga et al. (<xref ref-type="bibr" rid="B3">2012</xref>) and Pfenning et al. (<xref ref-type="bibr" rid="B53">2014</xref>). <bold>(C)</bold> Comparison with songbird. <bold>(D)</bold> Sonograms of examples syllables of the four syllable categories quantified from a C57 male mouse USV song, labeled according to pitch jumps. Anatomical abbreviations: ADSt, anterior dorsal striatum; Amb, nucleus ambiguous; ASt, anterior striatum; aT, anterior thalamus; Av, nucleus avalanche; HVC, a letter-based name; LArea X, lateral Area X; LMO, lateral mesopallium oval nucleus; LMAN, lateral magnocellular nucleus of the nidopallium; LMC, laryngeal motor cortex; LSC, laryngeal somatosensory cortex; M1, primary motor cortex; M2, secondary motor cortex; NIf, interfacial nucleus of the nidopallium; PAG, periaqueductal gray; RA, robust nucleus of the arcopallium; T, thalamus; VL, ventral lateral nucleus of the thalamus; XIIts, 12th vocal motor nucleus, tracheosyringeal part.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0001.tif"/>
</fig>
<p>Several mouse lines have been developed carrying <italic>Foxp2</italic> disruptions (French and Fisher, <xref ref-type="bibr" rid="B18">2014</xref>). Mice with homozygous <italic>Foxp2</italic> disruptions display reduced postnatal weight gain, severe developmental delays, motor problems, and die at 3&#x02013;4 weeks of age, demonstrating that <italic>Foxp2</italic> is necessary for long-term survival. Indeed, no human has been found with a homozygous inactivating <italic>FOXP2</italic> mutation. Shu et al. (<xref ref-type="bibr" rid="B57">2005</xref>) reported that heterozygous knockout pups emitted fewer ultrasonic isolation calls compared to wildtypes, along with moderate developmental delays. In contrast, other studies on mice with heterozygous <italic>Foxp2</italic> disruptions of various kinds found no significant alteration of pup calls and overtly normal development (French et al., <xref ref-type="bibr" rid="B19">2007</xref>; Groszer et al., <xref ref-type="bibr" rid="B28">2008</xref>; Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>; French and Fisher, <xref ref-type="bibr" rid="B18">2014</xref>). For example, Groszer et al. (<xref ref-type="bibr" rid="B28">2008</xref>) studied heterozygous mice carrying the KE family mutation (referred to as <italic>Foxp2-R552H</italic>, since the murine protein is one amino-acid shorter than the human), and found that pups produce normal numbers of isolation and distress calls, with normal characteristics. Gaub et al. (<xref ref-type="bibr" rid="B25">2010</xref>) showed with a null <italic>Foxp2</italic> mutation, that even homozygous pups produce normal temporal patterns of vocalizations and clicks, but only at comparably low intensities. Notably, most prior studies focused primarily on pup calls.</p>
<p>We previously showed that adult male mice modify their syntax, including syllable sequence length, composition, and order, based on different stimuli and social contexts (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). That study used techniques from the songbird field and dynamic syntax analysis to characterize mouse USVs. &#x0201C;Syntax&#x0201D; is used here in its broad definition in studies of animal communication, which differs from formal definitions applied in human linguistics. In characterizing animal vocalizations, &#x0201C;syntax&#x0201D; denotes the properties of an ordered, non-random, sequence of sounds, whether or not the sequences have meaning to the listening animals.</p>
<p>In the current study, we developed more advanced statistical tools to characterize the effects of the KE heterozygous <italic>Foxp2</italic>-<italic>R552H</italic> mutation on USVs syntax of adult male mice, in different social contexts. We found that, as in humans, the KE <italic>Foxp2</italic> heterozygous mutation in mice affects more the sequencing than the acoustic structure of vocalizations. Using transynaptic-tracing techniques, we also found that the mutation is associated with a posterior shift in the position of the LMC layer-5 neurons.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methods</title>
<p>All experimental protocols were approved by the Duke University Institutional Animal Care and Use Committee (IACUC).</p>
<sec>
<title>Animals</title>
<p><italic>Foxp2-R552H</italic> mutant mice were bred from strains previously described (Groszer et al., <xref ref-type="bibr" rid="B28">2008</xref>); heterozygous fertile males were paired with C57BL6/J females. The pairs were housed in regular plastic home cages at average temperature of 25&#x000B0;C and a 12-h light-dark cycle. Wood shaving served as bedding, water and food were available <italic>ad libitum</italic>. To avoid post mating in the postpartum estrus female and ensure a calm raising of the pups by the female, fathers were removed at the day of birth of the pups. Pups were sexed, tagged at weaning (postnatal day 22). A tail sample was also taken for genotyping purposes. Young males were then group housed blind to genotype.</p>
</sec>
<sec>
<title>Genotyping</title>
<p>Mice were genotyped by polymerase chain reaction (PCR) using <italic>Titanium Taq polymerase</italic> and restriction digestion of genomic DNA from tail samples. The following primers were used: Foxp2_Forward 5&#x02032;-GTTCCTCTGGACATTTCAAC-3&#x02032; and Foxp2_Reverse 5&#x02032;-TGTGAGCATGCCTTTAGCTG-3&#x02032;. PCR conditions were as follows: 95&#x000B0;C for 3 min (1 cycle), 95&#x000B0;C for 30 s (13 cycles), 65&#x000B0;C (&#x02212;0.5&#x000B0;C/cycle) for 30 s (13 cycles), 68&#x000B0;C for 45 s (13 cycles), 95&#x000B0;C for 30 s (25 cycles), 58&#x000B0;C for 30 s (25 cycles), 68&#x000B0;C for 40 s (25 cycles), 68&#x000B0;C for 7 min (1 cycle). The 603 bp PCR products were digested overnight at 37&#x000B0;C with <italic>HgaI</italic> which yields fragments of 372 and 231 bp for the wildtype allele, while the mutant R552H allele remains undigested.</p>
</sec>
<sec>
<title>Recording of vocalizations in different social contexts</title>
<p>Vocalizations were recorded from males when they were around 8&#x02013;9 weeks old (young adults). For this first set of animals, a total of 19 adult male mice were recorded, 10 heterozygous, and 9 wildtypes. One wildtype animal did not sing at all in any condition and was thus removed from the study (10 het/8 WT). After an overnight experience with a sexually mature wildtype female, male mice were placed back in the same social housed cages (4/5 mice per cage) until the test day. The males were then removed from their cages, placed in a new cage and then singly habituated in the sound recording environment (15&#x02033; &#x000D7; 24&#x02033; &#x000D7; 12&#x02033; beach cooler with a tube for pumped air circulation input, no light and a hanging microphone, as a soundproof compartment (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>; Chabout et al., <xref ref-type="bibr" rid="B9">in press</xref>) for 15 min. Although no recordings were made for this period, overall observation of the live audio recording on the computer monitor by Avisoft Recorder USG software showed no songs were emitted during the habituation. We then exposed the males to one of the four different social contexts to stimulate singing (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>): (1) Fresh female urine collected from at least two different wildtype females from two distinct grouped housed cages within minutes of exposure on a urine-dipped cotton tip placed inside the male&#x00027;s cage (UF); (2) awake and behaving adult wildtype female placed inside the cage (LF); (3) an anesthetized wildtype female placed on the metal lid of the cage (AF); and (4) an anesthetized adult wildtype male placed on the metal lid of the cage (AM). We modified our original abbreviations for these context descriptions (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>) to have a more consistent systematic naming: first characteristic of the context (U-urine; L-Live; A-Anesthetized) followed by sex of the stimulus animal (F-female; M-male). Exposure and recordings lasted for 5 min. The same mouse was exposed on 3 consecutive days to the same social context (either UF, LF, AF, or AM), but the identity of the stimulus (specific animal) was changed every day to ensure against a familiarity effect. Then the next week, the same mouse was exposed to a different stimulus following the same procedure. We repeated this for 4 consecutive weeks, where the order of stimulus was shuffled between weeks and genotypes such that each animal received a different stimulus, in order to normalize against any possible order effect. We tried to use females in pro-estrus or estrus (wide vaginal opening and pink surround) for the female stimuli when possible with the scheduled recordings. The anesthetized animals were anesthetized with ketamine/xylazine (100 and 10 mg/kg, respectively, intraperitoneally) and put on a heat pad outside of the test cage between recording sessions for at least 5 min. Between trials, the recording cages were cleaned with 1% Trifectant and water.</p>
<p>To replicate our key findings using a different population of <italic>Foxp2-R552H</italic> mice from the same founder line, a total of 31 mice were recorded, 16 heterozygous and 15 wildtype. Males were treated the same as above, except that, for litter delivery reasons all males were treated sequentially in the three contexts in the following order: UF, AF, and LF. In this second experiment, the timing of litter deliveries of different males on different days did not allow us to randomize the study with groups of the same age or a maximum of 1 week apart. We still managed to test equal numbers of heterozygous and wildtype on test days. The first experiment above was conducted in October and the replicate experiment in March.</p>
<p>Sounds were recorded with UltraSoundGate CM16/CMPA ultrasound microphones that were suspended over the center of each cage in the recording box, high enough so that the receiving angle of the microphone covered the whole area of the test cage. The microphones were connected to a multichannel ultrasound recording interface Ultrasound Gate 416H, which was plugged into a computer running Avisoft Recorder USG software v4.2.18 (Sampling frequency: 250 kHz, FFT-length: 1024 points; 16-bits). All recording hardware and software were from Avisoft Bioacoustics&#x000AE; (Berlin, Germany). Further, detail of the recording method is described in Chabout et al. (<xref ref-type="bibr" rid="B9">in press</xref>).</p>
</sec>
<sec>
<title>Acoustic definitions</title>
<p>Following standard definitions as described in Arriaga and Jarvis (<xref ref-type="bibr" rid="B1">2013</xref>), we considered a sound note as the most basic acoustic unit, formed by a single continuous sound with or without variations in fundamental frequency. One or more notes can be combined to form a &#x0201C;call&#x0201D; or a &#x0201C;syllable,&#x0201D; as a single acoustic unit not separated by silence. We distinguish &#x0201C;calls&#x0201D; and &#x0201C;syllables&#x0201D; by the pattern of usage. Calls are typically produced in isolation or in short bursts, and are usually repeated single acoustic unit types. Syllables, however, derive their classification from being included in a longer series of rapidly produced vocalizations of varying types. We define a sequence as a succession of syllables spaced by short intervals, with each sequence separated by a longer interval (250 ms or more) of silence as described in Chabout et al. (<xref ref-type="bibr" rid="B10">2015</xref>) and the main text. Thus, a song is a sequence of syllables, often elaborate, delivered periodically and sometimes with rhythm. When pitched to the human hearing range, male USV sequences in the four social contexts are strikingly reminiscent of the songs of certain songbirds (Holy and Guo, <xref ref-type="bibr" rid="B36">2005</xref>; Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>).</p>
</sec>
<sec>
<title>Sound analysis</title>
<p>Acoustic waveforms were processed using a custom MATLAB program (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>), originally modified from code written by Timothy E. Holy (Holy and Guo, <xref ref-type="bibr" rid="B36">2005</xref>) that we call &#x0201C;Mouse Song Analyzer v1.3&#x0201D; and is available on our website (<ext-link ext-link-type="uri" xlink:href="http://jarvislab.net/research/mouse-vocal-communication/">http://jarvislab.net/research/mouse-vocal-communication/</ext-link>). Briefly, the software computed the sonograms from each waveform (256 samples/block, half overlap), thresholded to eliminate the white noise component of the signal, and truncated for frequencies outside the USV song range (35&#x02013;125 kHz). We used a criterion of 10 ms minimum of silence to separate two syllables and 3 ms as the minimum duration of a syllable. The identified syllables were then classified by presence or absence of instantaneous &#x0201C;pitch jumps&#x0201D; separating notes within a syllable into four categories: (1) simple syllables without any pitch jumps (type &#x0201C;s&#x0201D;); (2) complex syllables containing two notes separated by a single upward (type &#x0201C;u&#x0201D;) or (3) downward (type &#x0201C;d&#x0201D;) pitch jump; and (4) more complex syllables containing two or more multiple pitch jumps (type &#x0201C;m&#x0201D;; Figure <xref ref-type="fig" rid="F1">1B</xref>). Any sounds that the software could not classify were put into an &#x0201C;unclassified&#x0201D; category and removed from the analysis. Manual visual inspection of the sonograms of the unclassified sounds revealed that most of them were either syllables that overlapped with mechanical, non-vocal noises the mouse made, such as scratching, walking on the plastic cage, chewing on the cage lid etc., or non-vocal mechanical sounds that included frequencies that reached above our 25 kHz cut off. All analyses were conducted on a total of 10,720 classified syllables in the urine condition (UF), 19,193 syllables in the anesthetized female condition (AF), 41,209 in the live female condition (LF), and 1,293 in the anesthetized male condition (AM). Sonograms were analyzed and the following spectral features were calculated automatically by the Mouse Song Analyzer MATLAB code from the sonograms of each of the classified syllable types: Syllable duration, inter-syllable interval (ISI), mean (pitch), minimum, maximum, start, and end frequencies, frequency modulation, spectral purity, amplitude, and bandwidth. Spectral purity was calculated as the instantaneous maximum power at the peak frequency normalized by the instantaneous total power in the spectrum, averaged across the entire syllable; a pure tone has a spectral purity of 1, and white noise approaches 0. In the main text, we only report on five main features (e.g. mean frequency), as more minor features (e.g. end or start mean frequencies) did not reveal new information relative to the main features.</p>
</sec>
<sec>
<title>Syntax/sequence analyses using probabilities</title>
<p>Following a method described in a previous study of ours (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), we used our custom script generated in Microsoft Excel (2013) that detects silences (gap &#x0003E; 250 ms), and letter-coded sequences of syllables and silence (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). These data were used to calculate the &#x0201C;conditional probabilities&#x0201D; of different syllable transition types for each mouse:</p>
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<p>We then averaged the probabilities from all males within a group and contexts, to obtain conditional probabilities for the entire group. We graphed these group-context conditional probabilities into syntax diagrams using Graphviz v2.36 (<ext-link ext-link-type="uri" xlink:href="http://www.graphviz.org/">http://www.graphviz.org/</ext-link>), with nodes designating different syllable categories or silence, and arrows the transitions between the syllables and silence. Arrow thickness in pixel size was made proportional to the conditional probability values. In the diagrams, we only include transitions that were produced by the mice with a probability higher than 0.05 to show the common transitions, and not rare events. The statistical analyses of syntax described below include all transitions recorded, even if rare, such as produced by one animal.</p>
<p>Using these conditional probabilities, we then investigated whether the transition dynamics, as characterized by these transition probabilities, varied significantly between the two genotypes, using two different modes of a novel statistical approach. The first allowed us to test for statistical differences in transition dynamics in the animals from the same genotype between two different contexts. The second allowed us to test the differences in transitions between two independent groups of animals from two different genotypes within the same context. This approach allowed us to test differences in transitions <italic>to</italic> and <italic>from</italic> different syllables, and provided additional insights into differences in individual transition types that made up these sets of probabilities. The procedure comprised two stages. In the first stage, we focused separately on each of the 24 transition types and tested whether the corresponding context-specific or genotype-specific distributions are different. We used non-parametric rank based tests, avoiding restrictive parametric assumptions on the transition probabilities. For the within genotype comparisons between contexts, we used paired sample Wilcoxon signed rank sum tests (WSR). For the between genotype comparisons within the same context, we used two sample Wilcoxon-Mann-Whitney (WMW) tests. In the second stage, we combined the <italic>p</italic>-values returned by these &#x0201C;local&#x0201D; tests to obtain test statistics and <italic>p</italic>-values for testing the differences in the transition probabilities <italic>to</italic> and <italic>from</italic> different syllables as well as for testing the differences in the global dynamics. We used the method of Zaykin et al. (<xref ref-type="bibr" rid="B69">2002</xref>), which is robust to the presence of a few outlying local <italic>p</italic>-values. The null distributions of the combined test statistics were determined using a permutation based Monte Carlo method that accounts for the correlation among the local <italic>p</italic>-values. The <italic>p</italic>-values for the combined tests were finally corrected for multiple combined tests corresponding to different syllables. We include in the supplement our R program generated scripts (which we called Syntax Decoder) for the syntax analyses. See Data Sheet <xref ref-type="supplementary-material" rid="SM9">1</xref> in Supplementary Material for additional details.</p>
</sec>
<sec>
<title>O<sub>2</sub> and CO<sub>2</sub> respiratory measurements</title>
<p>At &#x0007E;20 weeks of age Oxygen (O<sub>2</sub>) consumption and carbon dioxide (CO<sub>2</sub>) production were measured in 8 C57 wildtype and 9 <italic>Foxp2-R552H</italic> heterozygous mice individually using CLAMS chambers from Columbus Instruments system (Columbus, OH). Measurements were recorded every 20 min over &#x0007E;48 h. The respiratory exchange ratio (RER) was calculated as the ratio of CO<sub>2</sub> production (V<sub>CO2</sub>) to O<sub>2</sub> consumption (V<sub>O2</sub>) at any given time (Thupari et al., <xref ref-type="bibr" rid="B63">2002</xref>). V<sub>CO2</sub> is the expired CO<sub>2</sub> volume at ml/kg&#x000B7;h and V<sub>O2</sub> is the expired O<sub>2</sub> volume in the same units.</p>
</sec>
<sec>
<title>Double labeling tracer experiment and Foxp2 immunocytochemistry</title>
<p>After all their recording sessions, six heterozygous and six wildtype males were used to trace the connections between the laryngeal muscles and the primary motor cortex M1 following a procedure described in Arriaga et al. (<xref ref-type="bibr" rid="B3">2012</xref>, <xref ref-type="bibr" rid="B2">2015</xref>). We used a recombinant strain of pseudorabies Bartha (PRV-Bartha) expressing enhanced Green Fluorescent Protein (eGFP) under the control of the histomegalovirus immediate-early gene promoter (Smith et al., <xref ref-type="bibr" rid="B59">2000</xref>; Card and Enquist, <xref ref-type="bibr" rid="B7">2001</xref>). Live virus was received from Dr. Lynn Enquist&#x00027;s laboratory at Princeton University at a titer of 9.55 &#x000D7; 10<sup>8</sup> pfu/ml (Virus center grant &#x00023;P40RR018604), aliquoted at 4 &#x003BC;l per tube, then stored at &#x02212;80&#x000B0;C, and thawed immediately before injection. General anesthesia was induced with 1% isoflurane. A midline incision of &#x0007E;1.5 cm was made under the hyoid bone. The skin, fat tissue and membranes were carefully separated to allow access to the deep muscles. We gently pulled back the sternohyoid muscle to expose the larynx and its muscles. A total of 1 &#x003BC;l was injected into the cricothyroid muscle at a rate of 0.05 &#x003BC;l per min using a Nanofil microsyringe system with a 34-gauge stainless steel needle (World Precision Instrument, Sarasota, FL). After 5 min, the micromanipulator was retracted, and the same injection was repeated for the cricoarythenoid lateralis muscle. Injections were made bilaterally in both muscles. A single puncture point was made for the injection to avoid any leakage outside the muscles and spreading to other tissues.</p>
<p>About 120 h after infection, when the virus is expected to infect 2nd order LMC neurons (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>, <xref ref-type="bibr" rid="B2">2015</xref>), mice were given an overdose of pentobarbital sodium and perfused transcardially with 0.1M PBS followed by 4% paraformaldehyde (PFA) in 0.1M PBS. Brains were removed, post fixed in 4% PFA overnight, then cryoprotected in 30% sucrose in 0.1M PBS until they sank at the bottom of the tube. Brains were then frozen in TissueTek&#x000AE; O.C.T. compound. Forty micrometer coronal sections were cut on a cryostat and put into 0.1M PBS. Forebrain (from &#x0002B;0.50 mm to &#x02212;0.46 mm) sections were mounted directly on SuperFrost&#x000AE; Plus slides with Vectastain with DAPI (Vector Labs) to observe eGFP expression pattern. Pictures of the slides where taken either with Olympus DVX10 or Olympus BX61 (for high magnification). Then the number of positive layer V neurons in M1 per section was quantified manually and graphed in an Excel (2013) file.</p>
<p>To measure the expression profile of Foxp2 protein in these and adjacent neurons, we unmounted the sections with PRV positive cells in 0.1M PBS and stained them with a FOXP2 antibody (abcam 160046). Sections were washed 3 times in 0.1M PBS, then incubated in 0.1M PBS &#x0002B; 0.3% Triton (X100) &#x0002B; 10% NGS for 1 h at room temperature. Section were incubated overnight at 4&#x000B0;C with anti-FOXP2 at a 1:5000 dilution in 0.1M PBS &#x0002B; 3% BSA &#x0002B; 0.3% Triton (X100) &#x0002B; 10% NGS. After three washes in 0.1M PBS, a fluorescent secondary anti-Rabbit Cy3 anti-body was used at a 1:500 dilution in PBS 1X &#x0002B; 3% BSA &#x0002B; 0.3% Triton (X100) &#x0002B;10% NGS for 1.5 h at room temperature. Washed sections were mounted with DAPI medium (Vectashield) and coverslipped.</p>
</sec>
<sec>
<title>Statistical analysis of acoustic features and repertoire composition</title>
<p>Statistical analyses were conducted using either IBM SPSS Statistic software (v.22.0) or R (R Development Core Team, <xref ref-type="bibr" rid="B55">2011</xref>). Two-way repeated measures ANOVA or MANOVA were used to compare male subject performances across genotypes, stimuli, or across syllable types. For the Repeated-measure ANOVA, when the assumption of sphericity was violated (Mauchly&#x00027;s test) we reported the corrected degrees of freedom using Greenhouse-Geisser correction. <italic>Post-hoc</italic> analyses were performed using WMW tests for independent variables. Student&#x00027;s paired <italic>t</italic>-test comparisons were used for dependent variables when appropriate.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>We compared acoustic features and sequencing of four major USV syllable categories [simple (s), down (d), up (u), and multiple (m) pitch jumps; Figure <xref ref-type="fig" rid="F1">1D</xref>] from wildtype (<italic>n</italic> &#x0003D; 8) and <italic>Foxp2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 10) male littermates in four social contexts: with female urine [UF], live female [LF], anesthetized female [AF], or anesthetized male [AM]. Previously, we found that the B6D2F1/J strain of male mice produce differences in their song repertoires in these four contexts (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), and thus, we thought it prudent to characterize vocal behavior in heterozygous mice in each context separately.</p>
<sec>
<title><italic>Foxp2-R552H</italic> heterozygotes produce normal syllables and at normal rates</title>
<p>Since the <italic>Foxp2</italic>-<italic>R552H</italic> mutation was backcrossed on a different wildtype background (C57BL6/J, hereafter called C57) than the strain used for our previous study (B6D2F1/J, hereafter called B6; Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), we first checked whether the C57 wildtype also showed social context differences. Although we did not find social context differences in acoustic features of C57 adult male USV song syllables (Figure <xref ref-type="supplementary-material" rid="SM1">S1</xref>), they produced higher rates of syllables in the presence of a live female (LF; Figure <xref ref-type="fig" rid="F2">2A</xref> [unlike B6 males which had highest rates for fresh female urine UF (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>)]. Like B6 males (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), C57 males produced intermediate rates in the presence of an anesthetized female (AF) and very few or no syllables in the presence of an anesthetized male (AM; Figure <xref ref-type="fig" rid="F2">2A</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p><bold>Syllables production rate and repertoire composition across contexts</bold>. <bold>(A)</bold> Syllable production rate for wildtype (<italic>n</italic> &#x0003D; 8) and <italic>FoxP2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 10) mice in each context. Data are presented as mean &#x000B1; SEM. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05, <sup>&#x0002A;&#x0002A;</sup><italic>p</italic> &#x0003C; 0.005 for <italic>post-hoc</italic> Student&#x00027;s paired <italic>t</italic>-test after Benjamini-Hochberg correction. <bold>(B)</bold> Repertoire compositions of the four major syllable categories in each context. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05 repeated measure ANOVA across contexts for a given syllable type and genotype.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0002.tif"/>
</fig>
<p>Relative to C57 wildtypes, the <italic>Foxp2</italic> heterozygous C57 male littermates did not differ in any acoustic features measured (Figure <xref ref-type="supplementary-material" rid="SM1">S1</xref> white vs. black bars). However, in female-associated contexts (UF, LF, and AF), <italic>Foxp2</italic> heterozygotes had a non-significant trend for lower syllable production rates (Figure <xref ref-type="fig" rid="F2">2A</xref>), which was related to an interaction with sequence length, described later in this study. These adult findings are consistent with a previous study on pup calls (Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>), which found no differences in syllable acoustic structure or production rate in <italic>Foxp2-R552H</italic> heterozygotes.</p>
</sec>
<sec>
<title><italic>Foxp2-R552H</italic> heterozygotes have subtle differences in repertoire composition</title>
<p>Relative to B6 males in our previous study (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), C57 wildtype males in the current study produced fewer differences in syllable repertoire composition across context, where only the down &#x0201C;d&#x0201D; pitch jump syllable type was produced proportionally more in the presence of female-associated stimuli (UF, LF, and AF) compared to anesthetized males (AM; Figure <xref ref-type="fig" rid="F2">2B</xref>). <italic>Foxp2</italic> heterozygous males lost the &#x0201C;d&#x0201D; syllable context-dependent difference, and also produced proportionally less complex multiple &#x0201C;m&#x0201D; pitch-jump syllables in the anesthetized male context (Figure <xref ref-type="fig" rid="F2">2B</xref>). Despite these within-genotype effects, differences were not detected when comparing between genotypes. These findings suggest subtle differences in context-dependent syllable repertoire composition in <italic>Foxp2</italic> heterozygotes, which appear to affect production of more complex syllables.</p>
</sec>
<sec>
<title><italic>Foxp2-R552H</italic> heterozygotes have altered sequence structure</title>
<p>To analyze syllable syntax (i.e., sequencing), we used our previous approach of defining a song-bout sequence based on automated quantification of Inter-Syllable Intervals (ISI; Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). Similar to B6 males (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), C57 males had several peaks in ISI distribution, with the shortest two [short interval (SI) and medium interval (MI)] corresponding to silences between syllables within a bout, and a longer interval (LI) of 250 ms or more (2 times the <italic>S.D</italic>. of the central peak) corresponding to separating sequences (Figures <xref ref-type="fig" rid="F3">3A,B</xref>). There were no overt differences in ISI peak timing between wildtypes and <italic>Foxp2</italic> heterozygotes within or across contexts (Figure <xref ref-type="fig" rid="F3">3A</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p><bold>Temporal organization of sequences in different contexts</bold>. <bold>(A)</bold> Distribution of the inter-syllables intervals, for the four context (colors), defining three types of silent intervals (horizontal red dashed lines) in sequences of syllables for wildtype (<italic>n</italic> &#x0003D; 8) and <italic>FoxP2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 10) mice. <bold>(B)</bold> Sonogram showing example syllable sequence intervals of a C57 wildtype male.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0003.tif"/>
</fig>
<p>We next measured the ratio of complex sequences (containing at least two occurrences of the complex syllable type &#x0201C;m&#x0201D;) vs. simple sequences (containing one or no &#x0201C;m&#x0201D;) in the different contexts, and found that in contrast to B6 males in the female urine context (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), wildtype C57 males produced a &#x0003E;3-fold increase in sequences with complex &#x0201C;m&#x0201D; syllables specifically in the live female context (LF; Figures <xref ref-type="fig" rid="F4">4A,C,D</xref>). <italic>Foxp2</italic> heterozygotes lost this context-dependent increase (Figures <xref ref-type="fig" rid="F4">4A,C,D</xref>). We know that females (at least B6) prefer to listen to these more complex pitch jump syllable sequences (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>Sequence measures for each context</bold>. <bold>(A)</bold> Ratio of complex song syllable sequences over simple songs in each context. Graphed are the number of sequences with two or more complex &#x0201C;m&#x0201D; syllables divided by the number of sequences with one or no &#x0201C;m&#x0201D; syllables in each context. Sequences with two syllables or less were not included. <bold>(B)</bold> Lengths of syllable sequences. Graphed are the average number of syllables per sequence, regardless of the total length of the syllables or sequence in seconds. Data are presented as mean &#x000B1; SEM. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05 using Wilcoxon-Mann-Whitney tests for independent samples (<italic>n</italic> &#x0003D; 8 WT; 10 heterozygous). The values for the AF group approached significance. <bold>(C,D)</bold> Example sonograms of longer complex and shorter simple syllable sequence differences between wildtype and <italic>Foxp2-R552H</italic> heterozygous mice, respectively, in the LF context.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0004.tif"/>
</fig>
<p><italic>Foxp2</italic> heterozygous males also produced shorter sequences (i.e., a lower number of syllables per sequence) than their wildtype littermates in the female associated contexts (UF, LF, AF; Figure <xref ref-type="fig" rid="F4">4B</xref>). Additionally, there was a positive correlation between syllable sequence length (Figure <xref ref-type="fig" rid="F4">4B</xref>) and production rate (Figure <xref ref-type="fig" rid="F2">2A</xref>) in all contexts involving the presence of another animal (LF, AF, and AM; Figure <xref ref-type="fig" rid="F5">5</xref>). However, only in the live female context was there a difference in the correlations (slopes) between genotypes, where the heterozygotes produced both proportionally shorter sequences and lower syllable rates (Figure <xref ref-type="fig" rid="F5">5C</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p><bold>Correlations between syllable sequence length and syllable rate across context</bold>. Shown are correlations in wildtype (<italic>n</italic> &#x0003D; 8) and <italic>Foxp2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 10) mice in the four context: <bold>(A)</bold> Fresh female urine (UF); <bold>(B)</bold> Live female (LF); <bold>(C)</bold> Anesthetized female (AF); and <bold>(D)</bold> Anesthetized male (AM). The x-axes are not drawn to the same scale, since the males produced greater differences in ranges of syllable production rates than sequence lengths (y-axes) across contexts. The correlations in the AM context <bold>(D)</bold> are still significant when removing from the analyses animals that did not sing (0 syllables; &#x0002B;/&#x0002B;<italic>R</italic> &#x0003D; 0.976, <italic>p</italic> &#x0003D; 0.005; &#x0002B;/R552H <italic>R</italic> &#x0003D; 0.988, <italic>p</italic> &#x0003D; 0.0001). Statistics are Spearman&#x00027;s correlation.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0005.tif"/>
</fig>
<p>The above findings led us to investigate whether there were differences in internal song sequence structure of heterozygous animals. We calculated the conditional probabilities of different transition types (i.e., with fixed starting syllables; Figure <xref ref-type="supplementary-material" rid="SM2">S2</xref>) and generated graphical syntax diagrams (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>) (Figures <xref ref-type="fig" rid="F6">6A&#x02013;C</xref>; for common transitions with an occurrence &#x0003E;0.05 probability; red lines in Figure <xref ref-type="supplementary-material" rid="SM2">S2</xref>). Similar to B6 male mice (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), C57 wildtypes in all contexts typically started a sequence with the &#x0201C;s&#x0201D; syllable type, followed by either looping with the &#x0201C;s&#x0201D; type or transitioning to the &#x0201C;d&#x0201D; and then to other syllable types (Figures <xref ref-type="fig" rid="F6">6A&#x02013;C</xref>). At this probability cut-off level, the &#x0201C;s,&#x0201D; &#x0201C;d,&#x0201D; and &#x0201C;m&#x0201D; types were repeated in loops, whereas the &#x0201C;u&#x0201D; type was not. However, instead of producing greater syntax diversity in the female urine context as previously found in B6 males (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>), C57 males produced greater syntax diversity in the live female context, also involving transitions with &#x0201C;m&#x0201D; type syllables (Figures <xref ref-type="fig" rid="F6">6A&#x02013;C</xref>). The <italic>Foxp2</italic> heterozygotes produced all the same syllable transition types as the C57 wildtype in the urine and anesthetized female contexts, but they did not switch to the more diverse syntax in the live female context (Figure <xref ref-type="fig" rid="F6">6B</xref>). Instead, syntax of heterozygous animals in the presence of live females was more similar to the socially-reduced contexts (urine only or anesthetized females). There also appeared to be differences in relative proportions of transition types between wildtypes and heterozygotes under different social contexts (Figures <xref ref-type="fig" rid="F6">6A&#x02013;C</xref>; differences in syllable transition probabilities, represented by arrow thickness).</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p><bold>Syntax analyses</bold>. <bold>(A&#x02013;C)</bold> Diagrams representing conditional probabilities (for those produced at <italic>p</italic> &#x0003D; 0.05 or greater) of syllable transitions within song sequences in each context and genotype. Arrow thickness is proportional to probability value of going from one syllable type to another (averaged from <italic>n</italic> &#x0003D; 8 WT; 10 heterozygous males). Red colored arrows are transitions produced by wildtype in the LF context that add to increased diversity. <bold>(D&#x02013;F)</bold> Heat map distributions of the statistical probabilities of differences between wildtype and <italic>Foxp2-R552H</italic> heterozygous mice for each transition type across contexts. For each of the 24 transition types we tested whether the corresponding group-specific distributions are equal between genotype (WMW). Combined <italic>p</italic>-values returned by these &#x0201C;local&#x0201D; WMW tests provide test statistics and <italic>p</italic>-values for testing the differences in the transition probabilities <italic>to</italic> (<italic>columns</italic>) and <italic>from</italic> (<italic>rows</italic>) different syllables. The individual cells within correspond to transitions from (start) a given syllable type to (end) a given syllable type. Figure <xref ref-type="supplementary-material" rid="SM3">S3</xref> shows the <italic>to</italic> (<italic>columns</italic>) and <italic>from</italic> (<italic>rows</italic>) <italic>p</italic>-values for multiple tests using Benjamini-Hochberg correction.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0006.tif"/>
</fig>
<p>To determine whether these syntax findings are statistically different, we could not use our previous approach (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>) as it was only sufficient for comparing differences within the same animals from one condition (e.g., context) to another. Thus, we developed a new approach based on Markov chain frameworks, Wilcoxon-Mann-Whitney rank sum tests, and Monte Carlo permutations, to test whether the syllable transition dynamics varied significantly between two groups of animals (two sample test), i.e., wildtypes and heterozygotes, within contexts, as well as between different contexts (paired test) within genotypes (see Section Methods and Data Sheet <xref ref-type="supplementary-material" rid="SM9">1</xref> in Supplementary Material). We tested for statistical differences at three levels: globally for the entire syntax network; for all transitions <italic>to</italic> and <italic>from</italic> a particular syllable type; and for individual transitions between two specific syllable types. In the <italic>to syllable</italic> case, we asked: when starting with different syllable types (&#x0201C;d,&#x0201D; &#x0201C;m,&#x0201D; &#x0201C;s,&#x0201D; &#x0201C;u,&#x0201D; or silence), do the probabilities of transitioning to a particular specified syllable type (say &#x0201C;d&#x0201D;) differ between the two groups of animals? In the <italic>from syllable</italic> case, we asked: when starting with a particular specified syllable type (say &#x0201C;m&#x0201D;), do the probabilities of transitioning to different syllables (&#x0201C;d,&#x0201D; &#x0201C;m,&#x0201D; &#x0201C;s,&#x0201D; &#x0201C;u,&#x0201D; and silence) differ between the two groups? These analyses included all transitions, whether they were produced at &#x0003C; 0.05 occurrence.</p>
<p>In the pairwise analyses with genotypes fixed, consistent with the syntax graphs, C57 wildtypes had global statistically significant syntax differences between contexts (e.g., AF vs. UF and AF vs. FE), whereas <italic>Foxp2</italic> heterozygotes did not (Table <xref ref-type="table" rid="T1">1A</xref>). When examining transitions <italic>to</italic> (top row) and <italic>from</italic> (last column) different syllable types, relative to C57 wildtypes, <italic>Foxp2</italic> heterozygotes had weaker differences in transition probabilities (greener colors/higher <italic>p</italic>-values), particularly in the anesthetized female context (Figure <xref ref-type="fig" rid="F7">7</xref>). These global <italic>to</italic> and <italic>from</italic> transition differences were due to differences in specific syllable transition types in the heterozygotes across contexts compared to wild type (Figure <xref ref-type="fig" rid="F7">7</xref>; greener colors in inner cells of heatmaps for heterozygotes).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p><bold>Comparison of syntax dynamics: (A) Table of global <italic>p</italic>-values across contexts; (B) Table of global <italic>p</italic>-values between genotypes</bold>.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left" colspan="3" style="background-color:#bbbdc0"><bold>A: GLOBAL</bold> <italic><bold>P</bold></italic><bold>-VALUES BETWEEN CONTEXTS</bold></th>
</tr>
<tr>
<th valign="top" align="left"><bold>Condition</bold></th>
<th valign="top" align="center"><bold>Wild-type</bold></th>
<th valign="top" align="center"><bold><italic>Foxp2-R552H</italic></bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">UF vs. AF</td>
<td valign="top" align="center">&#x0003C;0.0001</td>
<td valign="top" align="center">0.5243</td>
</tr>
<tr>
<td valign="top" align="left">UF vs. LF</td>
<td valign="top" align="center">0.094</td>
<td valign="top" align="center">0.2908</td>
</tr>
<tr>
<td valign="top" align="left">LF vs. AF</td>
<td valign="top" align="center">&#x0003C;0.0001</td>
<td valign="top" align="center">0.4677</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3" style="background-color:#bbbdc0"><bold>B: GLOBAL</bold> <italic><bold>P</bold></italic><bold>-VALUES ACROSS GENOTYPES</bold></td>
</tr>
<tr style="border-bottom: thin solid #000000;">
<td valign="top" align="left"><bold>Condition</bold></td>
<td valign="top" align="center"><italic><bold>p</bold></italic><bold>-values</bold></td>
<td/>
</tr> <tr>
<td valign="top" align="left">UF</td>
<td valign="top" align="center">0.052</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">AF</td>
<td valign="top" align="center">0.2913</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">LF</td>
<td valign="top" align="center">0.0255</td>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p><bold>Syntax comparisons across contexts</bold>. <bold>(A&#x02013;C)</bold> Heat maps distributions of the statistical probabilities of differences between <bold>(A)</bold> UF and LF, <bold>(B)</bold> UF and AF, <bold>(C)</bold> LF and AF for wildtypes (WT; left columns) and <italic>Foxp2-R552H/</italic>&#x0002B; heterozygotes (right columns). For each of the 24 transition types, we tested whether the corresponding group-specific distributions are equal between contexts (See Data Sheet <xref ref-type="supplementary-material" rid="SM9">1</xref> in Supplementary Material). Combined <italic>p</italic>-values returned by these &#x0201C;local&#x0201D; tests provide statistics and <italic>p</italic>-values for testing the differences in the transition probabilities <italic>to</italic> (<italic>columns</italic>) and <italic>from</italic> (<italic>rows</italic>) different syllables. The individual cells within correspond to transitions from (start) of a given syllable type to (end) of a given syllable type.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0007.tif"/>
</fig>
<p>In the two sample analyses directly comparing genotypes, consistent with the pairwise analyses, the heterozygotes had global statistically significant syntax differences with wildtype, in the urine and live female contexts (Table <xref ref-type="table" rid="T1">1B</xref>; Figures <xref ref-type="fig" rid="F6">6D,E</xref>). This was in part due to relatively stronger differences in transition probabilities <italic>to</italic> (top row) silence in the urine and live female contexts (Figures <xref ref-type="fig" rid="F6">6D,E</xref>); these relative differences survive a Benjamini and Hochberg false-discovery-rate correction for multiple testing (Table <xref ref-type="supplementary-material" rid="SM8">S1</xref>; Figure <xref ref-type="supplementary-material" rid="SM3">S3</xref>). When examining the specific transitions that contributed to these differences (inner cells of the heat maps in Figures <xref ref-type="fig" rid="F6">6D&#x02013;F</xref>; Figure <xref ref-type="supplementary-material" rid="SM2">S2</xref> for direction of the changes), the strongest differences between heterozygous and wildtype animals were in the transitions from all syllables to silence in the live female context (Figure <xref ref-type="fig" rid="F6">6F</xref> and Figure <xref ref-type="supplementary-material" rid="SM2">S2B</xref>), from all syllables except &#x0201C;u&#x0201D; to silence in the female urine context (Figure <xref ref-type="fig" rid="F6">6D</xref> and Figure <xref ref-type="supplementary-material" rid="SM2">S2A</xref>), and mainly from &#x0201C;d&#x0201D; to silence in the anesthetized female context (Figure <xref ref-type="fig" rid="F6">6E</xref> and Figure <xref ref-type="supplementary-material" rid="SM2">S2C</xref>). These differences can be explained by two types of global transition changes: (1) heterozygous mice producing more transitions to silence in all contexts (thicker arrows for heterozygotes in Figures <xref ref-type="fig" rid="F6">6A&#x02013;C</xref>), consistent with heterozygotes producing shorter sequences; and (2) heterozygous mice producing decreased transitions from other syllables to &#x0201C;d&#x0201D; (Figures <xref ref-type="fig" rid="F6">6A,D</xref>) and from &#x0201C;m&#x0201D; syllables to other syllables (Figures <xref ref-type="fig" rid="F6">6C,F</xref>), consistent with the analyses within genotype.</p>
<p>Taken together, the above findings indicate that compared to wildtypes, heterozygous males produced shorter sequences in most contexts (due mainly to transitioning to silence more often from specific syllable types), had reduced internal sequencing with more acoustically complex syllable types, and did not increase syntax diversity with live females.</p>
</sec>
<sec>
<title>Most differences in <italic>Foxp2-R552H</italic> heterozygotes are stable across season and experimental paradigm</title>
<p>The strain and genotype differences in the results above, subtle in some cases and large in others, along with the variable conclusions in different studies on pup calls (Shu et al., <xref ref-type="bibr" rid="B57">2005</xref>; French et al., <xref ref-type="bibr" rid="B19">2007</xref>; Groszer et al., <xref ref-type="bibr" rid="B28">2008</xref>; Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>; French and Fisher, <xref ref-type="bibr" rid="B18">2014</xref>) led us to seek replication of the key findings in an independent set of 31 animals (16 heterozygous and 15 wildtype males) and at a different time of the year (Fall/October instead of Spring/March). The only other difference from the first set of experiments was that we performed analyses across contexts in a sequential fashion (UF, AF, and FE order) instead of a randomized design (see Section Methods).</p>
<p>Overall, the results were consistent with the first set of experiments: no significant differences between genotypes in the acoustic features measured (Figure <xref ref-type="supplementary-material" rid="SM4">S4</xref>); switching to a higher ratio of complex-vs.-simple sequences in wildtype and absence of such switching in heterozygotes in the live female context (Figure <xref ref-type="supplementary-material" rid="SM5">S5A</xref>); and shorter sequences in heterozygotes (Figure <xref ref-type="supplementary-material" rid="SM5">S5B</xref>). However, we noted some differences compared to the first experiments: a higher rate of singing in the anesthetized instead of live female context for both genotypes (Figure <xref ref-type="supplementary-material" rid="SM5">S5C</xref> vs. Figure <xref ref-type="fig" rid="F2">2</xref>); a higher rate of singing for the heterozygous animals in the urine context (Figure <xref ref-type="supplementary-material" rid="SM5">S5C</xref>), even though they had shorter sequences (Figure <xref ref-type="supplementary-material" rid="SM5">S5B</xref>); increased use of &#x0201C;m&#x0201D; syllables in the repertoires of both genotypes (Figure <xref ref-type="supplementary-material" rid="SM5">S5D</xref> vs. Figure <xref ref-type="fig" rid="F4">4</xref>), and differences in the exact transitions that differed between heterozygotes and wildtypes in each context (Figure <xref ref-type="fig" rid="F6">6</xref> vs. Figure <xref ref-type="supplementary-material" rid="SM6">S6</xref>). Such variability between experiments could be due either to the random vs. sequential experimental design, a motivation to sing more complex courtship songs in the fall vs. the spring, or some other unmeasured variable. The findings, however, remain consistent with our main conclusions that <italic>FoxP2</italic> heterozygotes produce less complex and shorter syllable sequences relative to wildtypes under the same conditions.</p>
</sec>
<sec>
<title>Altered sequencing of <italic>Foxp2-R552H</italic> heterozygotes is not due to differences in respiration</title>
<p>The production of shorter USV sequences in heterozygotes led us to wonder if this could be due to shortness of breath compared to wildtype. We examined the consumption/production rates of oxygen and carbon dioxide (V<sub>O2</sub>/V<sub>CO2</sub>) in all mice in a 48-h period using isolated CLAMS (Comprehensive Lab Animal Monitoring System) chambers. Although, we found some large differences among some animals, there was there was no significant difference between genotypes [repeated measures ANOVA: V<sub>O2</sub>: <italic>F</italic><sub>(1, 13)</sub> &#x0003D; 1.279, <italic>p</italic> &#x0003D; 0.27; V<sub>CO2</sub>: <italic>F</italic><sub>(1, 13)</sub> &#x0003D; 0.544, <italic>p</italic> &#x0003D; 0.47; RER: <italic>F</italic><sub>(1, 13)</sub> &#x0003D; 3.83, <italic>p</italic> &#x0003D; 0.072; Figure <xref ref-type="supplementary-material" rid="SM7">S7</xref>]. These findings indicate no detectable deficits in respiration in heterozygotes that could explain their production of shorter sequences.</p>
</sec>
<sec>
<title>Position of laryngeal motor cortex neurons is shifted in <italic>Foxp2-R552H</italic> heterozygotes</title>
<p>It has been proposed that human <italic>FOXP2</italic> may contribute to speech acquisition and production through effects on vocal motor pathways of the cortex and basal ganglia, as the human LMC region and parts of the anterior striatum both show altered activation in human KE family <italic>FOXP2</italic> heterozygotes during speech/language-related tasks (Li&#x000E9;geois et al., <xref ref-type="bibr" rid="B45">2003</xref>). The recently discovered mouse rudimentary LMC region that projects to the anterior striatum and to nucleus ambiguous (Amb) brainstem vocal motor neurons (Figure <xref ref-type="fig" rid="F1">1A</xref>; Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>) is within the same coordinate region where <italic>Foxp2</italic> is conspicuously expressed in layer-5 neurons of M1 compared to other parts of M1 (Hisaoka et al., <xref ref-type="bibr" rid="B35">2010</xref>; Pfenning et al., <xref ref-type="bibr" rid="B53">2014</xref>). This prompted us to ask whether these LMC layer-5 neurons have any change in connectivity or other properties in heterozygous mice.</p>
<p>Using our previous approach (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>, <xref ref-type="bibr" rid="B2">2015</xref>), we injected laryngeal muscles with a pseudorabies virus that travels retrogradely and transynaptically through functional synapses, and confirmed the presence of M1 LMC layer-5 neurons in C57 male mice (Figure <xref ref-type="fig" rid="F8">8A</xref>). Double-labeling experiments confirmed that these cells were located in the same region of M1 that has <italic>Foxp2</italic>-expressing layer-5 neurons, but that specific laryngeal connected layer-5 neurons expressed less <italic>Foxp2</italic> (Figure <xref ref-type="fig" rid="F8">8B</xref>); this difference of less Foxp2 expression could be due to real differences in <italic>Foxp2</italic> expression in laryngeal connected layer-5 neurons or toxicity to the neurons from the pseudorabies virus. The <italic>Foxp2</italic> heterozygotes had these same laryngeal connected layer-5 cells, with no significant difference in the total number of labeled cells (Figure <xref ref-type="fig" rid="F8">8C</xref>). However, heterozygous mice showed a significant posterior shift and a more shallow peak in the distribution of LMC layer-5 neurons compared to wildtypes, resulting in the heterozygous LMC layer-5 neurons being more spread out in the cortex (Figure <xref ref-type="fig" rid="F8">8D</xref>). We therefore conclude that the heterozygous <italic>Foxp2</italic> mutation did not change the presence, number, or gross connectivity of these laryngeal premotor neurons, but did alter their relative localization in the cortex. Future studies will be required to determine if there is a causal relationship between the change in distribution of these cells and the alterations in USV sequencing in the heterozygous animals.</p>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p><bold>Retrograde tracing of the laryngeal motor cortex neurons</bold>. <bold>(A)</bold> Example of GFP-labeled (green) layer 5 neurons in mouse LMC-M1 from a pseudorabies virus (PRV) unilateral injection in the cricothyroid and cricoarytenoid lateralis larynx muscles (diagram to right) of a C57 male mouse. Roman numbers correspond to different layers of the cortex as determined in DAPI counterstaining. Section is coronal, contralateral hemisphere to muscle injection. Scale bar, 500 &#x003BC;m. Left image schematic from (Arriaga et al., <xref ref-type="bibr" rid="B2">2015</xref>). <bold>(B)</bold> Total number of PRV-GFP positive cells labeled from all rostral to caudal coronal sections processed in wildtype and <italic>Foxp2-R552H</italic> heterozygous mice. No significant difference was found (<italic>p</italic> &#x0003D; 0.42; Wilcoxon-Mann-Whitney tests for independent samples). <bold>(C)</bold> Example double labeling of GFP-backfilled (green) LMC layer 5 neurons and Foxp2 protein expression (red Cy3). Layer 6, as known (Hisaoka et al., <xref ref-type="bibr" rid="B35">2010</xref>), has the highest numbers of neurons with Foxp2 expression, followed by layer 5 in this particular region of the cortex. Arrow, example doubled labeled cell with intermediate levels of Foxp2 expression; arrowhead, example non-backfilled layer 5 cell with high Foxp2 expression. <bold>(D)</bold> Distribution, section-by-section, of the PRV positive cells in both genotypes. Data are presented as mean &#x000B1; SEM normalized per number of section counted for wildtype and <italic>Foxp2-R552H</italic> heterozygous mice. Kolmogorov-Smirnov test was used to assess the difference between the two distributions (<italic>n</italic> &#x0003D; 6 males per genotype). Anatomical coronal diagrams below the graph show representative locations with coordinates relative to Bregma indicated; images used from The Mouse Brain in Stereotaxic Coordinates, Paxinos G. and Franklin K. B. J. with permission.</p></caption>
<graphic xlink:href="fnbeh-10-00197-g0008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Mice do not have the complex vocal learning behavior of humans and song-learning birds (Kikusui et al., <xref ref-type="bibr" rid="B40">2011</xref>; Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>; Hammerschmidt et al., <xref ref-type="bibr" rid="B32">2012</xref>, <xref ref-type="bibr" rid="B33">2015</xref>; Arriaga and Jarvis, <xref ref-type="bibr" rid="B1">2013</xref>; Mahrt et al., <xref ref-type="bibr" rid="B47">2013</xref>; Portfors and Perkel, <xref ref-type="bibr" rid="B54">2014</xref>). Nonetheless, we find that the same <italic>FoxP2</italic> mutation in mice and in humans leads to overlapping effects on sequencing of vocalizations. In particular, against a background of preserved syllable acoustic structure, we see reductions in the length and complexity of syllable sequences. Moreover, in both mice and humans carrying the KE mutation, the effects become more profound as the expected sequence becomes more complex. In humans the deficits are manifested more when heterozygous individuals are asked to produce words or non-word vocalizations with more complex sequences of syllables/phonemes, whereas they more easily produce words with just two syllables or less complex sequences of similar syllable types (Hurst et al., <xref ref-type="bibr" rid="B37">1990</xref>; Watkins et al., <xref ref-type="bibr" rid="B67">2002a</xref>). In mice, the analogous effects occur in heterozygotes in a context where wildtype animals normally produce longer and more complex syllable sequences.</p>
<p>The altered sequencing in heterozygous mice may be more subtle than in humans, as heterozygous mice can still sequence many simple syllables together (albeit shorter sequences). The more subtle effect in mice is consistent with the continuum hypothesis of vocal learning or vocal plasticity (Petkov and Jarvis, <xref ref-type="bibr" rid="B52">2012</xref>; Arriaga and Jarvis, <xref ref-type="bibr" rid="B1">2013</xref>), where instead of being completely absent in so-called vocal non-learning species, mice (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>) and some vocal non-learning birds (Liu et al., <xref ref-type="bibr" rid="B46">2013</xref>) have rudimentary behavior and neural circuitry that is present in the more advanced vocal learners like humans and song-learning birds.</p>
<p>Crucially, the tools and ideas we borrowed from the songbird field, novel ones we developed here, and analyses of adult mice in different social contexts have revealed differences in heterozygous animals that were either missed in past studies or not considered. For example, we considered social context as a possible variable that might impact vocal plasticity (Jarvis et al., <xref ref-type="bibr" rid="B38">1998</xref>; Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). If we had only used female urine or an anesthetized female to stimulate male USV songs, we would have missed some of the larger effects on syllable sequencing, besides sequence length, produced by heterozygous males in the presence of awake females. Future studies will be necessary to determine whether C57 females, like B6 females, prefer the more complex syllable sequences, and if so, why B6 males produce them more often in the presence of female urine (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). If C57 females find more complex sequences more attractive, then a prediction would be that they would find heterozygous <italic>Foxp2</italic> male songs less attractive [although in our past study a minority of 1&#x02013;2 females found simpler songs more attractive (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>)].</p>
<p>Females also produce USV syllables similar to males, but not as often, and especially not in the presence of vocalizing males (Neunuebel et al., <xref ref-type="bibr" rid="B49">2015</xref>). We do not believe that the increased sequence diversity in the live female context with C57 male mice is due to females vocalizing with the males, as we did not find an appreciable overlap of two animals vocalizing in the sonograms and we did not find the increased sequence diversity when heterozygous males were housed with wildtype females. Future studies would benefit from using triangulation of multiple microphones as recently done for mice housed in small groups (Neunuebel et al., <xref ref-type="bibr" rid="B49">2015</xref>), to determine the USV properties of heterozygous <italic>Foxp2</italic> females in different social contexts.</p>
<p>Most prior studies of vocal behavior in mice with various <italic>Foxp2</italic> disruptions have been largely limited to analyzing pup isolation calls (Fujita et al., <xref ref-type="bibr" rid="B21">2008</xref>; Groszer et al., <xref ref-type="bibr" rid="B28">2008</xref>; Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>; French and Fisher, <xref ref-type="bibr" rid="B18">2014</xref>). Although some early reports using either <italic>Foxp2</italic> knockouts (Shu et al., <xref ref-type="bibr" rid="B57">2005</xref>) or <italic>Foxp2</italic>-<italic>R552H</italic> heterozygous (Fujita et al., <xref ref-type="bibr" rid="B21">2008</xref>) mice concluded that pups with heterozygous <italic>Foxp2</italic> disruptions display decreased isolation call rates, these initial claims have not been replicated by independent in-depth analyses of pup calls (Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>). The later study also did not find consistent significant effects on the acoustic measures studied. Although young mouse pups are able to produce complex syllables, the complexity of bouts of vocal sequences increases as the pups age, with a greater tendency to switch between syllable types (Grimsley et al., <xref ref-type="bibr" rid="B27">2011</xref>). Furthermore, while isolation calls may be informative readouts of arousal states and/or motor function, they do not necessarily translate to socially motivated communication. In the present study we went beyond pup calls and acoustic structure of individual syllables to discover changes in syllable sequences in adult heterozygous <italic>Foxp2-R552H</italic> males, in multiple contexts. The acoustic structure results in adults of our study are consistent with the lack of differences in heterozygous <italic>Foxp2-R552H</italic> pups (Gaub et al., <xref ref-type="bibr" rid="B25">2010</xref>).</p>
<p>Two studies conducted in parallel with ours examined whether adult heterozygous mice with <italic>Foxp2</italic> disruptions display vocalization differences (Castellucci et al., <xref ref-type="bibr" rid="B8">2016</xref>; Gaub et al., <xref ref-type="bibr" rid="B24">2016</xref>). Gaub et al. (<xref ref-type="bibr" rid="B24">2016</xref>) examined different arousal and emotional contexts in the same <italic>Foxp2-R552H</italic> founder line, but backcrossed to a different strain (C3H/HenNHsd, rather than C57Bl6). Consistent with the present study, all syllable types that were found in wildtype animals also occurred in heterozygotes, with largely similar properties. However, they reported some subtle effects among two contexts (water vs. female urine), including where heterozygous animals had a longer latency to start their first syllable, a longer syllable duration, increased rate of several complex pitch jump syllable types, and louder USVs at higher minimum frequencies with increased overtones, as compared to wildtype littermates. We saw a trend of increased volume in our analyses (not reaching statistical significance); thus this could represent a difference in context and/or strain background among studies. It is not known if heterozygous humans in the KE family produce louder vocalizations in more emotional contexts. Some of the differences that Gaub et al. (<xref ref-type="bibr" rid="B24">2016</xref>) reported in the proportion of complex syllables produced by mice in different contexts were those that varied between our two replicate experiments and thus could be influenced by other variables interacting with the mutation. Of note, the Gaub et al. (<xref ref-type="bibr" rid="B24">2016</xref>) study did not analyze sequencing properties of USVs.</p>
<p>Castellucci et al. (<xref ref-type="bibr" rid="B8">2016</xref>) focused on song development in mice with a heterozygous knockout of <italic>Foxp2</italic>, on the same strain background (C57Bl/6J) as that used in our study. They used live females to stimulate male song, and found that as wildtype juvenile mice got older they produced a higher proportion of what the authors call &#x0201C;long syllables,&#x0201D; which is similar to our complex multiple &#x0201C;m&#x0201D; pitch jump syllables. They found that heterozygous <italic>Foxp2</italic> knockouts had a much more limited increase of long syllables. Consistent with our findings, heterozygous <italic>Foxp2</italic> knockout mice had normal acoustic structure (duration and frequency modulation), shorter syllable sequences, and decreased transition probabilities to the long (our &#x0201C;m&#x0201D; type) syllables, using similar methods based on our previous approach for quantifying sequences (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref>). Differences with Castellucci et al. (<xref ref-type="bibr" rid="B8">2016</xref>) are: we examined multiple contexts and revealed a relationship with social context (that is, complexity differences are mostly restricted to the context with live females); we have a more advanced statistical tool that detected the specific syllable syntax differences; and we examined the brain, revealing a change in the LMC layer-5 neurons in <italic>Foxp2</italic> heterozygotes. Moreover, our study targeted a mutation that directly matched that found in the most well-studied case of human <italic>FOXP2</italic> disruption (the KE family), while Castellucci et al. (<xref ref-type="bibr" rid="B8">2016</xref>) employed a standard heterozygous knockout of the gene. The combined findings support the view that <italic>Foxp2</italic> disruptions impact the more complex sequences of vocalizations as the mice mature, in specific social contexts where such sequences are preferred, with a potential neural substrate in the cortex.</p>
<p>Our findings in heterozygous mice show some interesting differences from prior studies in songbirds. In zebra finches, local viral-based <italic>FoxP2</italic> knockdown in the Area X striatal song nucleus during the vocal learning critical period disrupted vocal imitation of the tutor&#x00027;s song (Haesler et al., <xref ref-type="bibr" rid="B29">2007</xref>); the acquired acoustic structure and the duration of song syllables were abnormally variable, whereas the sequencing of the syllables was less affected. <italic>FoxP2</italic> knockdown in adult Area X abolished context-dependent changes in pitch variability, a feature controlled by Area X, while the length of the motifs and the number of introductory notes did not change (Murugan et al., <xref ref-type="bibr" rid="B48">2013</xref>). <italic>FoxP2</italic> levels in Area X show significant variation in singing-driven gene expression levels in different social contexts (Teramitsu and White, <xref ref-type="bibr" rid="B62">2006</xref>), and developmental and seasonal variation during vocal learning periods (Haesler et al., <xref ref-type="bibr" rid="B30">2004</xref>). Vocal behavioral differences in mice vs. songbirds with FoxP2 manipulations could be due to differences between avian and mammalian brains, or between vocal learners and vocal non-learners. Alternatively, the type of genetic manipulation and its location in the brain could make a difference. In the KE family and mice with the matching mutation, the crucial genetic disruption is present in all cells of the body and brain, throughout the entire life of the individual, such that there is a half-dosage of the functional protein in all the cells that normally express it. In the avian studies, the protein product level was reduced by reducing its RNA translation, and in a localized portion of the brain, lateral Area X. The main downstream output of the lateral portion of Area X is to the RA song nucleus analogous to the layer-5-like LMC neurons (Kubikova et al., <xref ref-type="bibr" rid="B41">2007</xref>; Pfenning et al., <xref ref-type="bibr" rid="B53">2014</xref>), which in songbirds mainly controls the acoustic structure of the vocalizations (Hahnloser et al., <xref ref-type="bibr" rid="B31">2002</xref>; Fee et al., <xref ref-type="bibr" rid="B12">2004</xref>). If <italic>FoxP2</italic> were to be manipulated in medial Area X or other parts of the avian vocal learning circuit, then sequencing deficits might be predicted (Hahnloser et al., <xref ref-type="bibr" rid="B31">2002</xref>).</p>
<p>Which brain circuits mediate the effects on vocalization sequences of a <italic>Foxp2</italic> disruption? Our findings of a shift in the position of the LMC layer-5 neurons adds to the candidate regions, and is the first finding that we are aware of in a non-human mammal showing an alteration in a vocalization-related circuit by a <italic>Foxp2</italic> disruption. Furthermore, a recent study showed that when <italic>Foxp1</italic> (a close transcription factor paralogue of <italic>Foxp2</italic>) is deleted in spinal cord motor neuron progenitors, the neurons are shifted to a more medial location (Hinckley et al., <xref ref-type="bibr" rid="B34">2015</xref>). Future studies would need to investigate if the LMC layer-5 neuron shift is causally related to the alterations in vocal sequencing. One would also need to determine if other motor cortex layer-5 neurons are shifted. An alternative or possibly complementary explanation is that the shifted LMC M1 neurons impact the anterior striatal regions they project to (Arriaga et al., <xref ref-type="bibr" rid="B3">2012</xref>). Prior studies on humans and mice with <italic>FOXP2</italic>/<italic>Foxp2</italic> mutations uncovered structural and functional effects on the striatum (Watkins et al., <xref ref-type="bibr" rid="B68">2002b</xref>; Groszer et al., <xref ref-type="bibr" rid="B28">2008</xref>; Vernes et al., <xref ref-type="bibr" rid="B66">2011</xref>; French et al., <xref ref-type="bibr" rid="B20">2012</xref>; French and Fisher, <xref ref-type="bibr" rid="B18">2014</xref>). Studies in humans indicate that cortico-basal ganglia circuits are involved in combining isolated movements into precise and robust sequences targeted to achieve a particular action (Tanji, <xref ref-type="bibr" rid="B60">2001</xref>; Jin and Costa, <xref ref-type="bibr" rid="B39">2015</xref>), and that parts of the anterior striatum are involved in adult vocal learning (Simmonds et al., <xref ref-type="bibr" rid="B58">2014</xref>). The striatum expresses the highest levels of Foxp2 within the forebrain (Haesler et al., <xref ref-type="bibr" rid="B30">2004</xref>; Teramitsu et al., <xref ref-type="bibr" rid="B61">2004</xref>). Perhaps the heterozygous inactivation preferentially impacts an anterior part of the striatum and its LMC input to affect vocal sequencing more than other behaviors. Thus, our work generates specific testable hypotheses for future studies.</p>
<p>When testing such hypotheses, our statistical tools for syllable sequence analyses will be useful (Chabout et al., <xref ref-type="bibr" rid="B10">2015</xref> and this study). The diverse syllable variability and sequencing in mouse songs have been difficult to quantify. We believe that the novel statistical techniques that we developed in Chabout et al. (<xref ref-type="bibr" rid="B10">2015</xref>, <xref ref-type="bibr" rid="B9">in press</xref>) and in this paper provide powerful computational tools to analyze their syntax to discover subtle to strong differences between genotypes and social contexts. Using these tools and knowledge from prior experience with songbirds, our findings indicate that mouse USVs are not as stereotyped in sequence as the songs of the commonly studied zebra finch are among songbirds. Therefore, more sophisticated computational tools are necessary to analyze mouse USVs.</p>
<p>In conclusion, a well-studied heterozygous mutation involved in a human speech deficit neither impedes USV production nor affects syllable acoustic features in adult mice. However, advanced statistical tools developed in this paper revealed that it does alter the dynamic organization of syllables in song sequences. This approach should be useful to more fully exploit the mouse vocal communication system for providing insights into the contributions of <italic>FOXP2</italic> and other genes to spoken-language functions in humans.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>JC conducted research, performed analyses, and wrote the paper; AS and DD developed statistical tools and performed analyses; SP and TR conducted research; SF and EJ co-supervised the study and co-wrote the paper.</p>
<sec>
<title>Conflict of interest statement</title>
<p>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.</p></sec>
</sec>
</body>
<back>
<ack><p>We thank members of the Jarvis lab (Matthew Biegler, Mukta Chakraborty, Joshua Jones-Macopson, and Gregory Gedman) for their help and their insightful input on the manuscript. We are grateful to Pelagia Derizioti and Catherine French for their assistance with the <italic>Foxp2-R552H</italic> mouse line; Gustavo Arriaga for sharing data on an initial attempt to analyze these mice and for valuable discussions; Halina Staniszewska and Lynn Enquist for providing the PRV-152 virus; Gregory Gedman in the Jarvis lab for help with the FOXP2 immunostaining protocol; Christopher Means and Ramona Rodriguiz for the CLAMS analyses; and Constantina Theofanopoulou for useful comments on the manuscript. Funding for the project was supported by HHMI to EJ; Max Planck Society to SF; and the Office of Naval Research (Grant N00014-14-1-0245) to DD.</p>
</ack>
<sec sec-type="supplementary-material" id="s6">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="http://journal.frontiersin.org/article/10.3389/fnbeh.2016.00197">http://journal.frontiersin.org/article/10.3389/fnbeh.2016.00197</ext-link></p>
<supplementary-material xlink:href="Image1.JPEG" id="SM1" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S1</label>
<caption><p><bold>Acoustic features measured in each context</bold>. Acoustic features (rows of graphs) were measured from USV vocalizations in the following context: <bold>(A)</bold> Female urine (UF); <bold>(B)</bold> Live female (LF); <bold>(C)</bold> Anesthetized female (AF); <bold>(D)</bold> and Anesthetized male (AM). Data are presented as mean &#x000B1; SEM. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05 using Wilcoxon-Mann-Whitney tests for independent samples (<italic>n</italic> &#x0003D; 8 WT; 10 heterozygous males).</p></caption></supplementary-material>
<supplementary-material xlink:href="Image2.JPEG" id="SM2" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S2</label>
<caption><p><bold>Conditional probabilities for each transition type across context. (A)</bold> UF; <bold>(B)</bold> LF; <bold>(C)</bold> AF contexts for wildtypes (<italic>n</italic> &#x0003D; 8) and <italic>Foxp2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 10) mice. Red dashed lines indicate the 0.05 threshold for values used to generate the syntax graphs. For statistical comparisons between genotype for each transition type see values in Figures <xref ref-type="fig" rid="F6">6D&#x02013;F</xref>.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image3.JPEG" id="SM3" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S3</label>
<caption><p><bold>Statistical analyses of syntax with Benjamini-Hochberg correction</bold>. Shown are the Benjamini-Hochberg analyses of the data in Figures <xref ref-type="fig" rid="F6">6D&#x02013;F</xref>.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image4.JPEG" id="SM4" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S4</label>
<caption><p><bold>Acoustic features measured in each context replicate experiment</bold>. Data are presented as mean &#x000B1; SEM. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05 using Wilcoxon-Mann-Whitney tests for independent samples (<italic>n</italic> &#x0003D; 15 WT; 16 heterozygous males). Explanation for other items is the same as Figure <xref ref-type="supplementary-material" rid="SM1">S1</xref>.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image5.JPEG" id="SM5" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S5</label>
<caption><p><bold>Syllable sequence and syllable repertoire measures replicate experiment. (A)</bold> Ratio of complex song syllable sequences over simple songs in each context. <bold>(B)</bold> Syllable sequences lengths. <bold>(C)</bold> Syllable production rate. <bold>(D)</bold> Repertoire compositions of the four major syllable categories. Data are presented as mean &#x000B1; SEM. <sup>&#x0002A;</sup><italic>p</italic> &#x0003C; 0.05 using Wilcoxon-Mann-Whitney tests for independent samples (<italic>n</italic> &#x0003D; 15 WT; 16 heterozygous males). Explanations for other items are the same as Figures <xref ref-type="fig" rid="F2">2A,B</xref>, <xref ref-type="fig" rid="F5">5C,D</xref>.</p></caption></supplementary-material>
<supplementary-material xlink:href="Image6.JPEG" id="SM6" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S6</label>
<caption><p><bold>Syntax analyses in the replicate experiment</bold>. Explanation the same as Figure <xref ref-type="fig" rid="F6">6</xref> (<italic>n</italic> &#x0003D; 15 WT; 16 heterozygous males).</p></caption></supplementary-material>
<supplementary-material xlink:href="Image7.JPEG" id="SM7" mimetype="image/jpeg" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Figure S7</label>
<caption><p><bold>Respiratory analyses. (A)</bold> V<sub>O2</sub> readings. <bold>(B)</bold> V<sub>CO2</sub> readings. <bold>(C)</bold> RER &#x0003D; V<sub>O2</sub>:V<sub>CO2</sub> respiratory ratio. There are no statistical differences between respiration (y axes) between wildtype (<italic>n</italic> &#x0003D; 8) and <italic>Foxp2-R552H</italic> heterozygous (<italic>n</italic> &#x0003D; 9) males in the curves. Measurements were recorded every 20 min over a &#x0007E;48 h period (x-axes) in CLAMS chambers.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table1.docx" id="SM8" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S1</label>
<caption><p><bold>Raw <italic>p</italic>-values of the difference between wildtype and <italic>Foxp2-R552H</italic>/&#x0002B; mutant mice for each transition type conditional probability (rows to columns) across contexts using Benjamini-Hochberg (FDR) or Bonferroni (FWER) correction</bold>. Red, significant at <italic>p</italic> &#x0003C; 0.05.</p></caption></supplementary-material>
<supplementary-material xlink:href="DataSheet2.zip" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Supplementary File</label>
<caption><p><bold>Syntax decoder R program</bold>. This folder that contains the R programs used in the syntax analysis. We have named the collection of programs &#x0201C;Syntax Decoder.&#x0201D; Tables of transitions syllable frequencies are required to be fed to the codes. To help the user understand the data structure, we have included two such example files (containing tables of transitions for LF and AF contexts), which can be used to understand the data structures and to try out the codes.</p></caption></supplementary-material>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM9" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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