Application of Pattern Recognition Techniques to the Classification of Full-Term and Preterm Infant Cry.

OBJECTIVES: Scientific and clinical advances in perinatology and neonatology have enhanced the chances of survival of preterm and very low weight neonates. Infant cry analysis is a suitable noninvasive complementary tool to assess the neurologic state of infants particularly important in the case of preterm neonates. This article aims at exploiting differences between full-term and preterm infant cry with robust automatic acoustical analysis and data mining techniques. STUDY DESIGN: Twenty-two acoustical parameters are estimated in more than 3000 cry units from cry recordings of 28 full-term and 10 preterm newborns. METHODS: Feature extraction is performed through the BioVoice dedicated software tool, developed at the Biomedical Engineering Lab, University of Firenze, Italy. Classification and pattern recognition is based on genetic algorithms for the selection of the best attributes. Training is performed comparing four classifiers: Logistic Curve, Multilayer Perceptron, Support Vector Machine, and Random Forest and three different testing options: full training set, 10-fold cross-validation, and 66% split. RESULTS: Results show that the best feature set is made up by 10 parameters capable to assess differences between preterm and full-term newborns with about 87% of accuracy. Best results are obtained with the Random Forest method (receiver operating characteristic area, 0.94). CONCLUSIONS: These 10 cry features might convey important additional information to assist the clinical specialist in the diagnosis and follow-up of possible delays or disorders in the neurologic development due to premature birth in this extremely vulnerable population of patients. The proposed approach is a first step toward an automatic infant cry recognition system for fast and proper identification of risk in preterm babies.

Spectrographic cry analysis in newborns with profound hearing loss and perinatal high-risk newborns.

BACKGROUND: Crying is the first neurophysiological demonstration of the newborn. The acoustic analysis of crying episodes can provide useful information in the early diagnosis of several pathologies. METHODS: We carried out a spectrographic cry analysis of 40 infants with several diseases such as neonatal asphyxia, breathing disorders, deafness and neurological disorders. Statistical t-test was used in order to compare means of fundamental frequencies (F0) of cries among pathologies, as well as contingency tables for qualitative variables and melodic form. RESULTS: No significant differences of F0 were found by applying the t-test among pathologies. Time of inspiration in breathing disorders is higher compared with other groups. Infants with deafness and neurological disorders present poor melodic forms. Qualitative analysis revealed more often glottal roll and vibrato. CONCLUSIONS: Cry analysis is clinically useful for early detection of diseases in newborns as a result of alterations in the central nervous system that are reflected in phonoarticulatory and respiratory functions for sound emission.

Análisis del llanto en niños hipoacúsicos y normoyentes de 0 a 2 años de edad

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Abstract: Infant crying is a complex phenomenon that implies several functions: breathing, action of laryngeal and supralaryngeal muscles under the control of the neurovegetative systems of the brainstem, and the limbic system, and the association of cortical areas and the cerebellum. Although it is a communication system different to babbling and language, it is related with the future development of phonation. Cry analysis provides information about the neuro-physiologic and psychological states of newborns and the identification of perinatal abnormalities. It is necessary to discuss the subject extensively because there are new data on situations such as laringomalacia, congenital hypothyroidism, deafness and sleep apnea that seem to be associated to infantile crying behaviors. Infant cries can be analyzed as behavioral conditions (hunger, anger and pain cries) allows knowing of mother-child relationship or the effect under diverse cultural conditions, such as stress, emo-tional deprivation or illness. A spectrographic analysis of the cries may identify several characteristics: threshold, latency, duration of phonation, maximum and minimum of the fundamental frequency (F0), occurrence and maximum pitch of shift, gliding, melody, biphonation, bifurcation, noise concentration, quality of the voice, double harmonic break, glottal plosives, vibratos, melody types, F0 stability and inspiratory stridor. To date, it has not been possible to establish alteration patterns. The best studied variables are F0, its harmonics and the duration of each emission; it is accepted that F0 varies between 400 and 600 Hz, during 1.4 ± 0.6s. Under such approaches, diverse alterations and risk factors have been studied: congenital alterations, malnutrition, sudden death, maternal exposition to drugs, prematurely born babies or perinatal asphyxia and disturbances of the central nervous system. Authors have reported F0 equal or less than 300 Hz in cases of sudden death or with high frequencies, near the 1000 Hz in the Cri du chat syndrome, perinatal asphyxia and other cases who died suddenly. During the cry, there is an increase of intra-abdominal pressure, heart rate and blood pressure, reduction of oxygen saturation, increase of the intra cranial-pressure, beginning of stress reactions, depletion of the energy anf oxygen reserves, such as the found in the Valsalva's maneuver. Every event of prolonged cries implies alteration of the breathing control like a Hering-Breuer reflex. Considering that some authors have proposed early vocalizations are a good predictor of deafness, in a previous paper we reported the characteristics of the cry of 20 deaf neonates. However, we were not able to demonstrate differences when comparing them with normal hearing neonates and infants, using only parametric methods. Still, we decided to go further and investgate the quality of infant cries of deaf neonates and infants. Material and methods. Twenty zero-to two-year old cases were studied; they were deaf children of both sexes; all cases were included in a follow-up program on the Human Communication Department of the National Institute of Perinatology of Mexico and were compared with 20 normal hearing children. We re-corded Brain Stem Evoked Auditory Responses (BEAR) and cry recording using a digital Sony recorder during the physical exploration. We analyzed the frequency (Hz) and duration of the espiratory cries, the duration of inspiration between two cry emissions and the characteristics of the spectrogram. Quantitative analysis. The usual estimates of means and standard variation were obtained and they were compared with one way analysis of variance. We organized typologies of frequency by means of cluster techniques (Ward method). The distribution of the duration of the periods of crying and silence was explored with a contingency tables. Qualitative analysis. Two standardized observers visually analyzed all the cries to determine any variation of F0 and of harmonic frequencies. Whenever a variation of F0 was observed, we obtained maximum and minimum frequencies, as well as average duration of each cry emission. The procedure was validated by means of the graphic comparison with a Fouries analysis. Results. Mean duration of cries in the deaf group was 0.5845 ± 0.6150 s (range 0.08-5.2 s), while in the group of normal hearing cases was 0.5387 ± 0.2631 (range 0.06-1.75 s). From the deaf group, five cases had very prolonged duration of cries, without statistical significance. The mean duration of the inspiration was 0.3962 ± 0.2326, with a range of 0.06 to 1.75 in the deaf group and of 0.4083 ± 0.1854, with a range of 0.21 at 0.96, in the controls, without difference among groups. There was no correlation between the time of espiratory cry and that of the inspiration. Three cry topologies were organized: one of shorter duration (mean 0.30 s), with 111 spectrograms, an intermediate one (mean 0.73) with 85 spectrograms and one of prolonged duration (mean 4.5 s) with spectrograms of three cases. Three topologies of the inspiratory period were obtained: one of short periods (mean 0.33 s), with 171 spectrograms, one of intermediate duration (mean 0.80 s) with 18 spectrograms and one of prolonged duration (mean 1.60 s) with three cases. There were no statistical differences of tipologies between the deaf groups and normal hearing cases. On the qualitative analysis of cries, we came across several variations which are interpreted as abnormalities: vibratos, poor melodic control, loss of fundamental frequencies, harmonic limited production, plosives, gliding, bi phonation, and a loss of intensity at end of cry emissions. These changes were also observed on the control cases, but only in a very limited number. Discussion. Cry spectrogram analysis are non invasive indicators of the neonate's neurophysiologic organization. Although cry duration varies in healthy newborns, the accepted variation for a normal range is 1.1 to 2.8 s, with standard deviations around 0.6 s. Consistent differences have not been demonstrated between risk and control groups. However, abnormal cases such as Down syndrome or severe asphyxia have very short cries, whereas on the Cri du chat syndrome the duration of cries is prolonged. Extended cries imply cardiac and respiratory risks which have been associated with later outcomes as development retardation and sudden death. There are also some questions to solve, such as the regulation and control of cry, starting from breathing mechanisms or from a sensorial afferent, mediated by hearing. The deaf infants are constituted in a study model, considering that the auditory afference is suppressed and the control of the cry is restricted to the breathing environment. In the studied spectrograms, the duration of the cry was within reported normal limits by other authors, inasmuch in the normal hearing control cases as in the deaf, except the dissident cases, but without these reaching statistical significance. Further research of brainstem function is needed for the abnormal cases with prolonged cry periods, since such cries are interpreted as an alteration of the breathing reflexes of Hering-Breuer, which might have a pathological meaning in the sense of the sob's spasm or even more severe risk factors as sleep apnea and even sudden death. The qualitative analysis in the deaf individuals demonstrated a poor quality and unstable character of melodic control, with a smaller number of harmonics. The deaf cases lost the relationship between the fundamental frequencies and their harmonics, mainly because of the participation of supraglottic structures that modulate pitch and due to the poorness of melodic control, either for monotony or due to the impossibility of returning to a normal pattern, following variations such as vibrato, plosives or noise concentration. In the cases of prolonged cries, starting from the third second, the sound intensity tends to diminish and the harmonics are lost, perhaps due to a decrease of the subglottal pressure of phonation. This finding supports the auditory control of crying related to breathing mechanisms. Conclusions. In preliminary terms, by means of the melodic analysis of the spectrograms, differences are demonstrated be-tween the cries of the deaf and of the normal hearing cases. The increase of the complexity of the melody of the cry, or their poverty, are indicative of the neuromuscular function and they may support the evaluation of phonation before language development. The study of the spectrograms of deaf individuals does not constitute an element for the detection or for diagnosis since, to date, estimators of sensibility or of specificity have not been established, but they constitute a support for its integral evaluation, with the possibility of evaluating and of improving therapeutic rehabilitation.

[Cry analysis of hypoacoustic children and normal hearing children]. / Análisis del llanto del niño hipoacúsico y del niño normo-oyente.

OBJECTIVE: We analyzed the spectrograms of the cry of deaf children and compared the results with those of normal children. MATERIAL AND METHODS: Twenty deaf children (0-2 years of age, both sexes) and 20 normal hearing children of both sexes within the same age range were studied. The deaf cases were selected from patients with high-risk pregnancies who are followed up at the National Institute of Perinatology (INPer), Department of Human Communication. Brainstem evoked potential responses were carried out in order to corroborate hearing loss in the affected group and to verify normal hearing in the other group. During physical examination in the Human Communication Clinic of the Inper, the cry was recorded with a Fisher tape recorder and MK2 unidirectional microphone. Sonograms were analyzed in the "Laboratorio de Bioacústica" of the Institute of the Human Communication (CNR) using the Software Cool Edit 96. We registered the fundamental frequency and 6 harmonic F1 at F6 (Hz). The cry frequencies of the deaf children were compared and of the normal hearing children using one-way analysis of variance. A typology of frequencies was organized by means of cluster analysis by the method of Ward and was compared with the study groups by means of contingency analysis (chi square). RESULTS: No significant difference was demonstrated in the fundamental frequency or in the harmonic by means of the one-way analysis. With cluster analysis, 8 types were obtained that were not different when compared with the study groups. The hypothesis was rejected with the obtained data. CONCLUSIONS: Upon confirmation of the obtained results, analysis of the spectrogram of deaf children at early ages does not have the ability to identify the problem and thus cannot be used as a method for early detection of deafness.