Mandibular and dental measurements for sex determination using machine learning.

The present study tested the combination of mandibular and dental dimensions for sex determination using machine learning. Lateral cephalograms and dental casts were used to obtain mandibular and mesio-distal permanent teeth dimensions, respectively. Univariate statistics was used for variables selection for the supervised machine learning model (alpha = 0.05). The following algorithms were trained: logistic regression, gradient boosting classifier, k-nearest neighbors, support vector machine, multilayer perceptron classifier, decision tree, and random forest classifier. A threefold cross-validation approach was adopted to validate each model. The areas under the curve (AUC) were computed, and ROC curves were constructed. Three mandibular-related measurements and eight dental size-related dimensions were used to train the machine learning models using data from 108 individuals. The mandibular ramus height and the lower first molar mesio-distal size exhibited the greatest predictive capability in most of the evaluated models. The accuracy of the models varied from 0.64 to 0.74 in the cross-validation stage, and from 0.58 to 0.79 when testing the data. The logistic regression model exhibited the highest performance (AUC = 0.84). Despite the limitations of this study, the results seem to show that the integration of mandibular and dental dimensions for sex prediction would be a promising approach, emphasizing the potential of machine learning techniques as valuable tools for this purpose.

Preference and Disclosure of Fetal Gender to Pregnant Women during Prenatal Ultrasonography in South South Nigeria.

BACKGROUND: Ultrasound scan (USS) in pregnancy has become a common diagnostic tool used in the assessment of pregnancy in recent time. In the course of routine pregnancy assessment using USS, some pregnant women will request to know the sex of their unborn babies. Their reasons for wanting to know the gender of their baby could be either for social reason like planning for an unborn child or their desire for a preferred gender. AIM: The aim of the study was to evaluate gender preferences and disclosure of foetal sex at prenatal USS. METHODS: This was a cross-sectional study conducted at the antenatal clinic of Central Hospital Agbor, Delta State, Nigeria. A total of 235 consecutive consenting women who came for antenatal care (ANC) registration were recruited for the study after obtaining their informed written consent. Questionnaire was used to seek for their sociodemographic characteristics, preference and desires for foetal gender disclosure, reasons for gender disclosure, and awareness of USS accuracy for gender determination. RESULTS: The desire to know the sex of baby was high (99.6%). The major reason for wanting to know the sex of baby was to plan for the unborn child (47.7%) and maternal curiosity (37.0%). Majority of the women (57.4%) had no gender preference. Sixty percent (60%) were not aware that USS sex diagnosis could be wrong. CONCLUSION: There is a strong desire by pregnant women to know the sex of their babies at routine USS. Considering the fact that many of the women were not aware that there could be wrong diagnosis at prenatal ultrasound, it is suggested that adequate counselling be given before fetal sex disclosure.

Molecular sexing of birds using quantitative PCR (qPCR) of sex-linked genes and logistic regression models.

The ability to sex individuals is an important component of many behavioural and ecological investigations and provides information for demographic models used in conservation and species management. However, many birds are difficult to sex using morphological characters or traditional molecular sexing methods. In this study, we developed probabilistic models for sexing birds using quantitative PCR (qPCR) data. First, we quantified distributions of gene copy numbers at a set of six sex-linked genes, including the sex-determining gene DMRT1, for individuals across 17 species and seven orders of birds (n = 150). Using these data, we built predictive logistic models for sex identification and tested their performance with independent samples from 51 species and 13 orders (n = 209). Models using the two loci most highly correlated with sex had greater accuracy than models using the full set of sex-linked loci, across all taxonomic levels of analysis. Sex identification was highly accurate when individuals to be assigned were of species used in model building. Our analytical approach was widely applicable across diverse neognath bird lineages spanning millions of years of evolutionary divergence. Unlike previous methods, our probabilistic framework incorporates uncertainty around qPCR measurements as well as biological variation within species into decision-making rules. We anticipate that this method will be useful for sexing birds, including those of high conservation concern and/or subsistence value, that have proven difficult to sex using traditional approaches. Additionally, the general analytical framework presented in this paper may also be applicable to other organisms with sex chromosomes.

Sex identification of birds in Taipei Zoo.

As a conservation and breeding institution for birds, Taipei Zoo plays an important role in restoring endangered species. As approximately half of all bird species are monomorphic, precisely confirming the sex of individuals is critical for the management of ex-situ conservation breeding populations, as well as for understanding the sex ratio of those in the wild. Generally, PCR is used more reliably for sex determination versus traditional methods such as plumage, behavior or hormone levels. Nevertheless, the various primer sets and annealing temperatures vary between species, and so inaccurate sexing can occasionally happen due to inadequate PCR conditions. To reduce the probability of misidentification, and to establish a PCR condition database for sex determination across the diverse range of avian taxa, we tested multiple primer sets and annealing temperatures for amplification of the bird sex-specific gene fragments (CHD1) for each captive or rescued avian species held at Taipei Zoo since 2014. A total of 162 species across 22 orders were tested using one or two primer sets. One hundred and fifty-five species were successfully sexed by the primer set 2550F/2718R and the success rate of sex typing reached over 90% of species tested in each order. Most species have suitable PCR annealing temperatures between 45°C and 55°C, and the species in the same avian taxa showed similar results in temperature. This indicates that it is possible to select the annealing temperature of other species in the same family when the species had not been tested before. We expect this study will improve the success rate of identifying sex by using applicable PCR conditions and reduce the time for searching references every time before attempts to PCR sex birds.

Sex determination by ultrasonography prior to artificial breeding of the pufferfish Arothron manilensis (Tetraodontiformes, Tetraodontidae).

Artificial breeding was induced in the pufferfish Arothron manilensis following ultrasonographic sex determination. Hormonal treatment of mature male and female specimens followed the collection (and measurement) of fully developed eggs by cannulation. Fertilized eggs (0.85 ± 0.02 mm diameter) were spherical, demersal and individually adhesive. Hatching occurred 5 days after fertilization, larvae being 2.23 ± 0.15 mm in total length and 2.08 ± 0.14 mm in notochord length. The larvae had all died within 14 days of hatching. To improve artificial breeding techniques for A. manilensis, it is necessary to determine more appropriate timing for hormone injection, as well as feeding nutrient-enhanced SS type Brachionus sp. to newly hatched larvae.

SRY gene isolation from teeth for forensic gender identification-An observational study.

Personal identification in forensics is possible with gender determination using DNA (deoxyribonucleic acid) analysis. DNA isolation from teeth samples subjected to extreme temperatures has been shown to predict the gender of the deceased. However, the literature lacks studies on DNA extracted from tooth samples exposed to freezing temperatures. This study aimed to isolate the SRY gene from the extirpated pulp of teeth that were subjected to varying temperatures for gender identification. Thirty teeth with vital pulps, divided into 3 groups were included in the study. Each group consisted of 5 male and 5 female tooth samples. The groups were exposed to diverse environmental factors for three weeks. Group 1: room temperature (R group); Group 2: high temperature (H group) and Group 3: freezing temperature (F group). Later, DNA was isolated from the pulp tissue, and the SRY gene was amplified using PCR (Polymerase Chain Reaction). The Sensitivity and Specificity of the results were analyzed. SRY gene detected in the study samples identified accurate gender with a 46.70% Sensitivity and 93.30% Specificity. Significant difference was found in the correlation between gene expression and gender among the three groups (p = 1.000). The study validates that dental pulp tissue can be a reliable source for DNA extraction. And SRY gene amplification from teeth exposed to diverse environmental conditions. Further investigations are required to validate its application in forensics.

A review of the recent advances for the in ovo sexing of chicken embryos using optical sensing techniques.

The culling of day-old male chicks has caused ethical and economic concerns. Traditional approaches for detecting the in ovo sex of chicken embryos involve opening the eggshell and inner membrane, which are destructive, time-consuming, and inefficient. Therefore, noncontact optical sensing techniques have been examined for the in ovo sexing of chicken embryos. Compared with traditional methods, optical sensing can increase determination throughput and frequency for the rapid sexing of chicken embryos. This paper presented a comprehensive review of the different optical sensing techniques used for the in ovo sexing of chicken embryos, including visible and near-infrared (Vis-NIR) spectroscopy, hyperspectral imaging, Raman spectroscopy, fluorescence spectroscopy, and machine vision, discussing their advantages and disadvantages. In addition, the latest research regarding different detection algorithms and models for the in ovo sexing of chicken embryos was summarized. Therefore, this paper provides updated information regarding the optical sensing techniques that can be used in the poultry industry and related research.

Utilization of a Gender-Based Sorting Machine for Crustacean Selection in Bioconcentration Studies with the Freshwater Amphipod Hyalella azteca.

Bioconcentration factors (BCFs) are determined by fish flow-through tests performed according to Organisation for Economic Co-operation and Development test guideline 305. These are time-consuming and expensive and use a large number of animals. An alternative test design using the freshwater amphipod Hyalella azteca for bioconcentration studies has been recently developed and demonstrated a high potential. For bioconcentration studies using H. azteca, male amphipods are preferred compared with female organisms. Manual sexing of male adult amphipods is, however, time-consuming and requires care and skill. A new fully automatic sorting and dispensing machine for H. azteca based on image analysis has recently been developed by the company Life Science Methods. Nevertheless, an anesthesia step is necessary prior to the automatic selection. In the present study, we show that a single-pulse of 90 min of tricaine at the concentration of 1 g/L can be used and is recommended to select H. azteca males manually or automatically using the sorting machine. In the second part, we demonstrate that the machine has the ability to select, sort, and disperse the males of a culture batch of H. azteca as efficiently as manual procedures. In the last part of the study, BCFs of two organic substances were evaluated using the H. azteca bioconcentration test (HYBIT) protocol, with an anesthetizing step and robotic selection compared with manual selection without an anesthetizing step. The different BCF values obtained were in accordance with those indicated in the literature and showed that an anesthetizing step had no effect on the BCF values. Therefore, these data validated the interest in this sorting machine for selecting males to perform bioconcentrations studies with H. azteca. Environ Toxicol Chem 2023;42:1075-1084. © 2023 SETAC.

Highly sensitive and quick in ovo sexing of domestic chicken eggs by two-wavelength fluorescence spectroscopy.

The in ovo sexing of chicken eggs is a current task and a prerequisite to overcome the mass killing of male day-old chicks from laying lines. Although various methods have been developed and tested in recent years, practicable methods for sex determination are still missing which can be applicated in poultry hatcheries before the chicken embryo is capable of nociception and pain sensation. Optical spectroscopic methods enable an early determination of the sex. In this study, a novel method based on two-wavelength in ovo fluorescence excitation is described. More than 1600 eggs were examined. In ovo fluorescence was sequentially excited at 532 nm and 785 nm. The fluorescence intensities of the spectral regions behave inversely with respect to sex. It is shown that the observed sex-related differences in the fluorescence intensities are based on the embryonic hemoglobin synthesis. The accuracy of sex determination is 96% for both sexes. The hatching rate is not reduced compared to an equivalent reference group.

The Use of Levels One and Two Dermatoglyphics for Sex Identification in University of Ibadan Community, Southwest Nigeria.

Dermatoglyphic traits are genetically determined and remain constant until death. Dermatoglyphics features are arranged from patterns, minutiae and ridgeology. This study utilized patterns and minutiae details of fingerprints as a means of sexual differentiation amongst the University of Ibadan community. Three hundred and eighty-four (192 males and 192 females) participants from the University of Ibadan community were recruited using multistage sampling technique. Fingerprints were obtained using fingerprint scanner Dermalog LF10, Hamburg, Germany. GraphPad Prism 7.0 was used for the test of mean of variables. Ulnar loop, whorl and radial loop patterns were found to be predominantly distributed in both male and female in that order. However, the arch pattern was significantly different between female and male. The male subjects had significantly higher total finger ridge count (TFRC). All the analysed minutiae were significantly different between male and female except bridge. The arch pattern, TFRC and level 2 details (minutiae) of dermatoglyphics could be used as markers for sexual differentiation.

Highly sensitive sex determination method using the exon 1 region of the amelogenin gene.

Sex determination is a crucial factor in the identification of unidentified human remains. Sex determination by DNA analysis is particularly useful because it can be applied to samples for which morphological characteristics are unavailable. Because samples handled in forensic DNA typing are easily degraded by environmental factors and microorganisms, there is a need for a method that can accurately determine sex even in highly decayed samples. Previous studies mainly used sex differences in an intron of the amelogenin gene. However, this region is highly polymorphic, and there are cases where accurate sexing cannot be performed because of genetic mutations in the target region. Thus, for reliable sex determination, it is desirable to select loci with as few non-sexual polymorphisms as possible. In this study, we focused on the exon 1 region of the amelogenin gene, which has very little polymorphism other than sex differences. We developed a primer set for sex determination and compared it with the GlobalFiler™ PCR Amplification Kit (GF), which is widely used for forensic DNA typing. The results showed that the amount of DNA required for accurate sex determination was 25 pg for both methods, achieving equivalent sensitivity. Next, we compared the two methods using ancient human skeletons and found that the present method with its shorter amplicon was considerably superior to GF. The present method is simple, rapid, inexpensive, and suitable for analyzing highly degraded samples. Therefore, this method is expected to contribute to forensic sciences and physical anthropology.

A qPCR-duplex assay for sex determination in ancient DNA.

Molecular biology techniques are increasingly being used in sex identification of skeletal remains when traditional anthropometric analyzes are not successful in identifying sex of remains that are incomplete, fragmented and /or of immature individuals. In the present work, we investigated the possibility of determining sex by using the qPCR-duplex method for both ancient and modern DNA samples. This method involves the co-amplification of two genes in a single reaction system and the subsequent analysis of the fusion curves; the gene sequences used for the construction of suitable primers are those of steroid sulfatase (STS) and testis specific protein Y-linked 1 (TSPY) genes which turned out to be two sensitive markers as they have a detection limit of 60 pg and 20 pg respectively on modern DNA. The validity of the method was verified on modern DNA in which gender was identified in all the samples with 100% accuracy; thus, allowing for the same results as the classic method with amelogenin, but in a faster and more immediate way, as it allows for sex determination solely by analyzing the denaturation curves without having to perform an electrophoretic run. The proposed molecular technique proves to be sensitive and precise even on degraded DNA, in fact on 9 archaeological finds dating from the VII-XII century in which sex had been identified through anthropometric analysis, it confirmed the sex of 8 out of 9 finds correctly.

In Silico Analysis of Seven PCR Markers Developed from the CHD1, NIPBL and SPIN Genes Followed by Laboratory Testing Shows How to Reliably Determine the Sex of Musophagiformes Species.

Sex determination in birds, due to the very common lack of sexual dimorphism, is challenging. Therefore, molecular sexing is often the only reliable way to differentiate between the sexes. However, for many bird species, very few genetic markers are available to accurately, quickly, and cost-effectively type sex. Therefore, in our study, using 14 species belonging to the order Musophagiformes, we tested the usefulness of seven PCR markers (three of which have never been used to determine the sex of turacos), developed based on the CHD1, NIPBL, and SPIN genes, to validate existing and develop new strategies/methods of sex determination. After in silico analysis, for which we used the three turaco nuclear genomes available in GenBank, the suitability of the seven selected markers for sexing turacos was tested in the laboratory. It turned out that the best of the markers tested was the 17th intron in the NIPBL gene (not previously tested in turacos), allowing reliable sex determination in 13 of the 14 species tested. For the one species not sexed by this marker, the 9th intron in the CHD1 gene proved to be effective. The remaining markers were of little (4 markers developed based on the CHD1 gene) or no use (marker developed based on the SPIN gene).

The Length Polymorphism of the 9th Intron in the Avian CHD1 Gene Allows Sex Determination in Some Species of Palaeognathae.

In palaeognathous birds, several PCR-based methods and a range of genes and unknown genomic regions have been studied for the determination of sex. Many of these methods have proven to be unreliable, complex, expensive, and time-consuming. Even the most widely used PCR markers for sex typing in birds, the selected introns of the highly conserved CHD1 gene (primers P2/P8, 1237L/1272H, and 2550F/2718R), have rarely been effective in palaeognathous birds. In this study we used eight species of Palaeognathae to test three PCR markers: CHD1i9 (CHD1 gene intron 9) and NIPBLi16 (NIPBL gene intron 16) that performed properly as Psittaciformes sex differentiation markers, but have not yet been tested in Palaeognathae, as well as the CHD1iA intron (CHD1 gene intron 16), which so far has not been used effectively to sex palaeognathous birds. The results of our research indicate that the CHD1i9 marker effectively differentiates sex in four of the eight species we studied. In Rhea americana, Eudromia elegans, and Tinamus solitarius, the electrophoretic patterns of the amplicons obtained clearly indicate the sex of tested individuals, whereas in Crypturellus tataupa, sexing is possible based on poorly visible female specific bands. Additionally, we present and discuss the results of our in silico investigation on the applicability of CHD1i9 to sex other Palaeognathae that were not tested in this study.

DNA methylation differences between male and female gonads of the oyster reveal the role of epigenetics in sex determination.

DNA methylation involved in sex determination mechanism by regulating gene expression related to sex determination networks are common in vertebrates. However, the mechanism linking epigenetics in invertebrates and sex determination has remained elusive. Here, methylome of the male and female gonads in the oyster Crassostrea gigas were conducted to explore the role of epigenetics in invertebrate sex determination. Comparative analysis of gonadal DNA methylation of females and males revealed that male gonads displayed a higher level of DNA methylation and a greater number of hypermethylated genes. Luxury genes presented hypomethylation, while housekeeping genes got hypermethylation. Genes in the conserved signaling pathways, rather than the key master genes in the sex determination pathway, were the major targets of substantial DNA methylation modification. The negative correlation of expression and promoter methylation in the diacylglycerol kinase delta gene (Dgkd) - a ubiquitously expressed gene - indicated DNA methylation may fine turn the expression of Dgkd and be involved in the process of sex determination. Dgkd can be used as an epigenetic marker to distinguish male C. gigas based on the different methylation regions in the promoter region. The results suggest that DNA methylation mechanisms played potential functional impacts in the sex determination in oysters, which is helpful to deepen the understanding of sex determination in invertebrate.

Gender Identification and Classification of Drosophila melanogaster Flies Using Machine Learning Techniques.

Drosophila melanogaster is an important genetic model organism used extensively in medical and biological studies. About 61% of known human genes have a recognizable match with the genetic code of Drosophila flies, and 50% of fly protein sequences have mammalian analogues. Recently, several investigations have been conducted in Drosophila to study the functions of specific genes exist in the central nervous system, heart, liver, and kidney. The outcomes of the research in Drosophila are also used as a unique tool to study human-related diseases. This article presents a novel automated system to classify the gender of Drosophila flies obtained through microscopic images (ventral view). The proposed system takes an image as input and converts it into grayscale illustration to extract the texture features from the image. Then, machine learning (ML) classifiers such as support vector machines (SVM), Naive Bayes (NB), and K-nearest neighbour (KNN) are used to classify the Drosophila as male or female. The proposed model is evaluated using the real microscopic image dataset, and the results show that the accuracy of the KNN is 90%, which is higher than the accuracy of the SVM classifier.

Candidate sex-associated gene identification in Trachinotus ovatus (Carangidae) using an integrated SLAF-seq and bulked segregant analysis approach.

It is difficult to distinguish the sexes of Trachinotus ovatus based on appearance, and little data about sex-determining genes are available for this species. Here, we generated 200 F2 individuals using the parents R404 and R403. DNA samples were collected from 50 individuals of each sex and aggregated into sex-specific DNA pools. Specific-locus amplified fragment sequencing was integrated with bulked segregant analysis to detect candidate sex-associated genes. Approximately 3,153,153 high-quality single-nucleotide polymorphism (SNP) markers and 135,363 high-quality insertion-deletion (Indel) markers were generated. Six candidate regions within chromosome 14, encompassing 132 candidate genes, were identified as closely related to sex. Based on annotations, six genes (EVM0019817, EVM0004192, EVM0001445, EVM0005260, EVM0014734, and EVM0009626) were predicted to be closely associated with sex. These results present an efficient genetic mapping approach that lays a foundation for molecular sex discrimination in T. ovatus.

Nanoparticle-Enhanced Surface Plasmon Resonance Imaging Enables the Ultrasensitive Detection of Non-Amplified Cell-Free Fetal DNA for Non-Invasive Prenatal Testing.

Although many potential applications in early clinical diagnosis have been proposed, the use of a surface plasmon resonance imaging (SPRI) technique for non-invasive prenatal diagnostic approaches based on maternal blood analysis is confined. Here, we report a nanoparticle-enhanced SPRI strategy for a non-invasive prenatal fetal sex determination based on the detection of a Y-chromosome specific sequence (single-gene SRY) in cell-free fetal DNA from maternal plasma. The SPR assay proposed here allows for detection of male DNA in mixtures of 2.5 aM male and female genomic DNAs with no preliminary amplification of the DNA target sequence, thus establishing an analytical protocol that does not require costly, time-consuming, and prone to sample contamination PCR-based procedures. Afterward, the developed protocol was successfully applied to reveal male cell-free fetal DNA in the plasma of pregnant women at different gestational ages, including early gestational ages. This approach would pave the way for the establishment of faster and cost-effective non-invasive prenatal testing.

Application of SNP in Genetic Sex Identification and Effect of Estradiol on Gene Expression of Sex-Related Genes in Strongylocentrotus intermedius.

Sea urchin (Strongylocentrotus intermedius) is an economically important mariculture species in Asia, and its gonads are the only edible part. The efficiency of genetic breeding in sea urchins is hampered due to the inability to distinguish gender by appearance. In this study, we first identified a sex-associated single nucleotide polymorphism (SNP) by combining type IIB endonuclease restriction site-associated DNA sequencing (2b-RAD-seq) and genome survey. Importantly, this SNP is located within spata4, a gene specifically expressed in male. Knocking down of spata4 by RNA interference (RNAi) in male individuals led to the downregulation of other conserved testis differentiation-related genes and germ cell marker genes. We also revealed that sex ratio in this validated culture population of S. intermedius is not 1:1. Moreover, after a 58-day feeding experiment with estradiol, the expression levels of several conserved genes that are related to testis differentiation, ovary differentiation, and estrogen metabolism were dynamically changed. Taken together, our results will contribute toward improving breeding efficiency, developing sex-controlled breeding, and providing a solid base for understanding sex determination mechanisms in sea urchins.