Abstract

Sexual dimorphism occurs widely throughout insects and has profound influences on evolutionary path. Sex-biased genes are considered to account for most of phenotypic differences between sexes. In order to explore the sex-biased genes potentially associated with sexual dimorphism and sexual development in Drosophila suzukii, a major devastating and invasive crop pest, we conducted whole-organism transcriptome profiling and sex-biased gene expression analysis on adults of both sexes. We identified transcripts of genes involved in several sex-specific physiological and functional processes, including transcripts involved in sex determination, reproduction, olfaction, and innate immune signals. A total of 11,360 differentially expressed genes were identified in the comparison, and 1,957 differentially expressed genes were female-biased and 4,231 differentially expressed genes were male-biased. The pathway predominantly enriched for differentially expressed genes was related to spliceosome, which might reflect the differences in the alternative splicing mechanism between males and females. Twenty-two sex determination and 16 sex-related reproduction genes were identified, and expression pattern analysis revealed that the majority of genes were differentially expressed between sexes. Additionally, the differences in sex-specific olfactory and immune processes were analyzed and the sex-biased expression of these genes may play important roles in pheromone and odor detection, and immune response. As a valuable dataset, our sex-specific transcriptomic data can significantly contribute to the fundamental elucidation of the molecular mechanisms of sexual dimorphism in fruit flies, and may provide candidate genes potentially useful for the development of genetic sexing strains, an important tool for sterile insect technique applications against this economically important species.

Introduction

Sexual dimorphism in morphological, physiological, and behavioral characteristics is pervasive in animals. Females and males can differ diversely in body size, brain anatomy, symbiotic microorganisms, and immune responses (Fish 2008; Cachero et al. 2010; Markle et al. 2013; Rideout et al. 2015). Despite only slight or total absence of differences at the genomic level between females and males, the sex-biased expression occurs in different stages of embryonic, juvenile, and adult development and converges on the formation of sexual dimorphism phenotypic traits (Ellegren and Parsch 2007; Williams and Carroll 2009; Grath and Parsch 2016). Recently, using high-throughput sequencing techniques, sex-biased gene expression has been extensively explored in species of Drosophila, including Drosophilamelanogaster, Drosophilasimulans, Drosophilayakuba, and Drosophilaananassae (Swanson et al. 2001; Meiklejohn et al. 2003; Ranz et al. 2003; Zhang et al. 2004; Proschel et al. 2006; Haerty et al. 2007; Zhang et al. 2007; Jiang and Machado 2009; Assis et al. 2012; Grath and Parsch 2012; Khodursky et al. 2020), species of mosquitoes, Aedes aegypti, Anopheles gambiae, Anophelesarabiensis, Anophelesminimus, and Anophelesalbimanus (Papa et al. 2017; Whittle and Extavour 2017), species of fruit flies, Anastrepha fraterculus and Anastrephaobliqua (Congrains et al. 2018), species of fire ants, Solenopsis invicta and Solenopsisrichteri (Ometto et al. 2011), species of parasitoid wasps, Nasonia vitripennis and Nasoniagiraulti (Wang et al. 2015), the stick insect Timema californicum (Djordjevic et al. 2021), the damselfly Ischnura elegans (Chauhan et al. 2016), and the cricket Gryllus bimaculatus (Whittle et al. 2020). These studies have repeatedly shown that male-biased genes evolved rapidly in Drosophila due to adaptive changes in amino acids resulting from sexual selection pressures concerning male–male and sperm competition (Swanson et al. 2001; Zhang et al. 2004; Proschel et al. 2006), while an opposite pattern occurred in mosquitoes with rapid evolution of female-biased genes due to their mating biology in which female–female competition for suitable males takes place (Papa et al. 2017; Whittle and Extavour 2017).

In Drosophila, sex chromosome constitution (XX or XY) leads to sexually dimorphic expression of Sex lethal (Sxl), the binary switch gene in regulation of both sexual development and dosage compensation (Erickson and Quintero 2007; Vicoso and Bachtrog 2013; Lucchesi and Kuroda 2015). Two X chromosome copies initiate the expression of Sxl gene, which directs female-specific splicing of downstream target gene transformer (tra) pre-mRNA, leading to functional Tra protein only in females. Tra protein interacts with Transformer-2 protein to bind the pre-mRNA of target genes doublesex (dsx) and fruitless (fru), which produce DsxF protein and a nonfunctional Fru protein in females. In the absence of Sxl expression due to one X chromosome copy in males, male-specific tra pre-mRNA splicing results in nonfunctional TRA and the subsequent default splicing of dsx and fru pre-mRNA generates DsxM and FruM proteins (Boggs et al. 1987; Inoueet al. 1990; Hoshijima et al. 1991; Inoue et al. 1992; Ryner et al. 1996; Heinrichs et al. 1998). Indeed, these gene products sculpt sexually dimorphic traits, reproduction, and behavior (Christiansen et al. 2002; Camara et al. 2008; Villella and Hall 2008). Previous studies have found that the transcription of sex-biased genes is directly controlled by sex determination transcription factors by binding to the cis-regulatory elements of target gene (Hudry et al. 2016; Sawala and Gould 2017; Hudry et al. 2019). At present, although huge numbers of sex-biased genes have been identified in insects, studies on the expression profiles of sex-biased genes involved in sex determination are quite limited. Analysis of the differential changes in transcript levels would be very useful for understanding the functional roles of sex-biased genes in sex determination, reproduction, olfaction, immune response, and other progress.

The spotted-wing Drosophila, Drosophila suzukii (Matsumura), is a global devastating and invasive agricultural pest that causes severe economic loss due to damage to a wide variety of fruit crops such as waxberry, blueberries, strawberries, peaches, cherries, persimmon, and grapes and poses a huge threat to fruit production and security due to its polyphagy, adaptability, and robust fecundity (Lee et al. 2011; Walsh et al. 2011; Asplen et al. 2015; Karageorgi et al. 2017; Dweck et al. 2021). Whereas other members of Drosophilidae species, such as D. melanogaster, lay eggs in overripe fruit, D. suzukii lays eggs in ripe fruit, destroying crops through the rot and abscission of fruits. The infestation of D. suzukii female to ripe fruits is facilitated by the presence of a large, serrated ovipositor that enables penetrating the surface and deposition of eggs into ripe fruits (Atallah et al. 2014; Karageorgi et al. 2017; Green et al. 2019).

Chemical broad-spectrum insecticides are currently considered to be the most effective tool to control D. suzukii. However, their negative impacts on the environment and human health, and the increase in resistance to commonly applied chemical insecticides are strong arguments for the development of novel and environment friendly pest management strategies (Bruck et al. 2011; Timmeren and Isaacs 2013; Smirle et al. 2017). Recent studies evaluated gene expression profiles in antennae of mated and virgin females, as well as male and female antennae in D. suzukii (Crava et al. 2019; Ahn et al. 2020). However, a comprehensive analysis of sex-specific gene expression in D. suzukii male and female adults has not been done yet. So, identification and characterization of sex-biased genes in D. suzukii will provide important insights for the development of approaches to produce sterile males and genetic sexing strains based on sex-biased genes in support of sterile insect technique (SIT) applications.

In the current study, we identify candidate genes involved in key biological processes and obtain an overview of sex-biased gene expression profiles by constructing the sex-specific transcriptome in D. suzukii. We analyze the differential gene expression between females and males, aiming at elucidating the molecular mechanisms regulating morphological, physiological, and behavioral differences between the sexes and acquiring knowledge about these genes that are potentially involved in sex determination, reproduction, olfaction, and immune response.

Materials and methods

Insect rearing

Drosophilasuzukii were fed on an artificial diet consisting of cornmeal, yeast, and agar at Hunan Normal University (Changsha, China). All life stages were cultured at 25°C under 12 h light:12 h dark photoperiod. Newly emerged unmated D. suzukii were collected and sorted by sex. Female and male individuals were kept in isolation in standard vials for 3 days.

RNA extraction and transcriptome sequencing

Three-day-old female and male adults were collected with 3 independently biological replicates, and each replicate contained 10 individuals. Total RNA was extracted from adults of D. suzukii using RNAiso Plus reagent (TaKaRa, Dalian, China) according to the manufacturer’s protocol. The degradation and contamination of all RNA samples were monitored on a 1.0% agarose gel, the RNA purity was checked using the NanoPhotometer spectrophotometer (IMPLEN, CA, USA), whereas RNA integrity was assessed using the RNA Nano 6000 Assay Kit of the Bioanalyzer 2100 system (Agilent Technologies, CA, USA). The library construction for Illumina sequencing was conducted with a total amount of 1 μg RNA from female and male adults by using NEBNext Ultra RNA Library Prep Kit for Illumina (NEB, USA) according to the manufacturer’s instructions. Sample sequencing was conducted on an Illumina Novaseq platform using paired-end technology to generate 150-bp reads.

Transcript sequence analysis

Raw reads of fastq format were firstly processed through in-house perl scripts. In this step, clean reads were generated by removing reads containing adapter, reads containing ploy-N, and low-quality reads from raw datasets. The reads whose low-quality base ratio (base quality ≤5) was more than 20% were removed. At the same time, Q20, Q30, and GC content of the clean data were calculated. All the downstream analyses were based on the clean reads with high quality. The paired-end clean reads were then aligned to the whole-genome sequence (WGS) of D. suzukii (https://www.ncbi.nlm.nih.gov/genome/?term=txid28584) with Hisat2 v2.0.5 using the paired information produced by the reference-based aligned reads (Chiu et al., 2013; Paris et al., 2020). The discordant or unpaired alignments were removed. The mapped reads were assembled by StringTie (v1.3.3b) in a reference-based approach. The number of reads mapping to each gene was counted using HTSeq v0.9.1 and the expression level of each gene was further calculated by FPKM (Fragment Per Kilobase of exon model per million mapped reads) based on the length of the gene and read counts mapped to this gene. FPKM considers the effect of sequencing depth and gene length for the reads count simultaneously and is currently the most commonly utilized method for estimating gene expression levels (Arlt et al. 2020; Ma et al. 2022).

Differential expression and gene ontology, Kyoto Encyclopedia of Genes and Genomes enrichment analysis

Differential expression analysis of female and male adult libraries was performed using the DESeq2 R package (1.16.1). The resulting P-values were adjusted using the Benjamini and Hochberg’s approach for controlling the false discovery rate. Genes with an adjusted P-value <0.05 found by DESeq2 were assigned as differentially expressed genes (DEGs). Gene ontology (GO) enrichment analysis of DEGs was implemented by the clusterProfiler R package, in which gene length bias was corrected. GO terms with corrected P-value less than 0.05 were considered significantly enriched by DEGs. Kyoto Encyclopedia of Genes and Genomes (KEGG) is a database resource for understanding high-level functions and utilities of the biological system, such as the cell, the organism, and the ecosystem (Kanehisa and Goto 2000). We used clusterProfiler R package to test the statistical enrichment of DEGs genes in KEGG pathways.

Reverse transcription-PCR

Based on the sequences identified from our transcriptome, Sxl, tra, dsx, and tra-2 specific primers (Supplementary Table 1) were designed, and PCRs were performed on adult female and male cDNA library templates. For library construction, male and female adults’ total RNAs were extracted separately using RNAiso Plus reagent (TaKaRa, Japan) according to the manufacturer’s protocol. First-strand cDNA was synthesized from 1µg total RNA using PrimeScript Reverse Transcriptase (TaKaRa, Dalian, China) with the oligo (dT) adapter primer. Cycling conditions were denaturation at 94°C for 3 min; followed by 30 cycles of denaturation at 94°C for 30 s, annealing at 55°C for 30 s, and extension at 72°C for 3 min; with a final extension at 72°C for 10 min.

Quantitative real-time PCR

The transcript expression profiles of candidate genes were investigated using quantitative Real-Time PCR (qRT-PCR). Total RNA was extracted using RNAiso Plus reagent (TaKaRa, Dalian, China) from 10 adults per replicate, with 200 ng for each sample subjected to reverse transcription for mRNA using the PrimeScript RT Master Mix (TaKaRa, Dalian, China). The reverse transcription products were used for qRT-PCR using primers listed in Supplementary Table 1. qRT-PCR was performed using the SYBR Green qRT-PCR mix following the manufacturer’s instructions in a real-time thermal cycler (Bio-Rad, Hercules, CA, USA) using the cycling conditions: 95°C for 10 min, 40 cycles of 95°C for 15 s, 60°C for 30 s, and 72°C for 30 s. Three biological and 3 technical replicates were performed with expression data analyzed by the 2-△△Ct method (Livak and Schmittgen 2001). Dissociation curves were determined for each mRNA to confirm unique amplification. The expression of ribosomal protein 49 (Rp49) was used as an internal control to normalize the expression of mRNA.

Statistical analysis

All qRT-PCR experiments were repeated at least 3 times and analyzed using GraphPad Prism 5.0 (GraphPad Software, San Diego, CA, USA) or Microsoft Excel (Microsoft, Redmond, WA, USA) with results expressed as the mean ± SEM. Data were compared with either a 2-way ANOVA, with subsequent t-tests using Bonferroni post-tests for multiple comparisons, or with the Student’s t-test. For all tests, differences were considered significant when P < 0.05.

Results

Sequencing and assembly of D. female and male adult transcriptomes

Transcriptome libraries of the 3-day-old unmated D. suzukii female and male adults were constructed and sequenced in Illumina platform using paired-end sequencing. This generated a total of 349,532,034 125/150 bp-long PE reads with high sequence quality (BioProject accession number: PRJNA668865). After removing low-quality reads, female libraries generated 57, 59, and 56 million clean reads while male libraries generated 54, 62, and 58 million clean reads. Among these clean reads, 41–47 million (75.51–76.64%), were mapped to genes in the WGS of D. suzukii (Supplementary Table 2). The percentage of clean reads ranged from 97.88% to 98.46% in female libraries and 97.88% to 98.54% in male libraries (Supplementary Fig. 1). The percentage of reads mapped to the genome exon regions ranged from 74.17% to 79.96% in female libraries and 75.17% to 78.72% in male libraries (Supplementary Fig. 2). The filtered sequence reads from all samples were assembled and produced 16,335 protein-coding genes, 226 pseudogenes, 377 lncRNAs, 350 tRNAs, and 820 unknown biotype genes (Table 1). Gene sequences were annotated using the annotation of D. suzukii at NCBI (https://www.ncbi.nlm.nih.gov/genome/annotation_euk/Drosophila_suzukii/102/). A total of 11,909 protein-coding genes (72.9%) were matched to known genes (Supplementary Table 3). The average size of protein-coding genes was 1,926 bp with lengths ranging from 111 to 68,675 bp (Table 1). There were 10,899, 5,228, 2,707, 898, and 108 genes whose length was larger than 1,000, 2,000, 3,000, 5,000, and 10,000 bp, respectively (Supplementary Fig. 3).

Table 1.

Summary of the D. suzukii female and male transcriptomes.

Total reads349,532,034
Total number of protein-coding genes16,335
Average transcript length (bp)1,926
Minimum (bp)111
Maximum (bp)68,675
Number of transcripts >1 Kb10,899
Number of transcripts >2 Kb5,228
Number of transcripts >3 Kb2,707
Number of transcripts >5 Kb898
Number of transcripts >10 Kb108
Total reads349,532,034
Total number of protein-coding genes16,335
Average transcript length (bp)1,926
Minimum (bp)111
Maximum (bp)68,675
Number of transcripts >1 Kb10,899
Number of transcripts >2 Kb5,228
Number of transcripts >3 Kb2,707
Number of transcripts >5 Kb898
Number of transcripts >10 Kb108
Table 1.

Summary of the D. suzukii female and male transcriptomes.

Total reads349,532,034
Total number of protein-coding genes16,335
Average transcript length (bp)1,926
Minimum (bp)111
Maximum (bp)68,675
Number of transcripts >1 Kb10,899
Number of transcripts >2 Kb5,228
Number of transcripts >3 Kb2,707
Number of transcripts >5 Kb898
Number of transcripts >10 Kb108
Total reads349,532,034
Total number of protein-coding genes16,335
Average transcript length (bp)1,926
Minimum (bp)111
Maximum (bp)68,675
Number of transcripts >1 Kb10,899
Number of transcripts >2 Kb5,228
Number of transcripts >3 Kb2,707
Number of transcripts >5 Kb898
Number of transcripts >10 Kb108

Comparison of gene expression profiles in female and male adults

To evaluate the relative expression level of genes in the D. suzukii female and male adult transcriptomes, gene read counts were normalized by transforming them into FPKM. We obtained a wide range of expression levels from less than 1 FPKM to approximately 11,182 FPKM (Supplementary Table 3). 65.75% and 64.38% of the genes had low expression level (FPKM 0–10), 28.06% and 29.97% of the genes had moderate expression level (FPKM 10–100), while 6.19% and 5.65% exhibited high expression level (FPKM >100) in the female and male libraries, respectively (Fig. 1). Principal component analysis of all 6 samples showed that both female and male samples clustered together with their respective replicates (Fig. 2). We further identified DEGs between males and females. At a setting of P < 0.05, 11,360 DEGs were identified. In total, 6,319 DEGs exhibited relatively higher expression levels in males than females, and 5,041 DEGs showed relatively higher expression levels in females than males (Fig. 3 and Supplementary Table 4). Moreover, we identified that the expression of 584 DEGs was sex specific (sex-specifically expressed genes, SEGs), with 507 SEGs expressed only in male adults, and 77 SEGs expressed only in female adults (Supplementary Table 5).

FPKM distribution of the D. suzukii female and male adult transcriptomes.
Fig. 1.

FPKM distribution of the D. suzukii female and male adult transcriptomes.

Principal component analysis of the 6 transcriptome samples. Samples are female and male.
Fig. 2.

Principal component analysis of the 6 transcriptome samples. Samples are female and male.

Volcano plot showing DEGs (|log2(FoldChange)| > 0 and Padj < 0.05) in female and male adult transcriptomes.
Fig. 3.

Volcano plot showing DEGs (|log2(FoldChange)| > 0 and Padj < 0.05) in female and male adult transcriptomes.

Gene function annotation and analysis

We then analyzed the functions of DEGs based on GO classification. In total, 11,360 DEGs were characterized into 3 groups: 2,967, 1,594, and 4,750 DEGs categorized into biological processes, cellular components, and molecular function, respectively (Supplementary Fig. 4 and Supplementary Table 6). The largest representations were in peptide metabolic process and peptide biosynthetic process (biological process), nonmembrane-bounded organelle and intracellular nonmembrane-bounded organelle (cellular component), and structural constituent of ribosome (molecular function). In addition, enrichment comparisons showed that 19 DEGs were involved in sexual reproduction, and 16 DEGs were involved in spermatogenesis, spermatid development, and differentiation in the biological processes (Fig. 4 andSupplementary Fig. 4). Pathway analysis was also conducted using the KEGG annotation system (Fig. 5 and Supplementary Table 7). Of different KEGG annotations, spliceosome pathway was the most enriched in the comparison indicating that sex-specific alternative splicing of sex-biased genes plays a pivotal role in sex determination and differentiation (Fig. 6). Overall, the numbers of skipped exon, mutually exclusive exon, alternative 5′ splice site (A5SS), Alternative 3′ splice site (A3SS), and Retained intron genes which show significant differences between females and males are 251, 54, 41, 74, and 25, respectively (Supplementary Table 8).

GO significant enrichment analysis for DEGs between female and male transcriptomes of D. suzukii.
Fig. 4.

GO significant enrichment analysis for DEGs between female and male transcriptomes of D. suzukii.

KEGG significant enrichment analysis for DEGs between female and male transcriptomes of D. suzukii.
Fig. 5.

KEGG significant enrichment analysis for DEGs between female and male transcriptomes of D. suzukii.

The KEGG pathway of the spliceosome pathway responds to sex-specific splicing between female and male transcriptomes of D. suzukii.
Fig. 6.

The KEGG pathway of the spliceosome pathway responds to sex-specific splicing between female and male transcriptomes of D. suzukii.

Identification and analysis of sex-biased genes in D. suzukii

We identified in total 1,957 female-biased and 4,231 male-biased genes at a threshold of |log2(FoldChange)| > 1 and Padj < 0.01 (Supplementary Fig. 5 and Supplementary Table 9). The ratio of female-biased and male-biased genes was 10.81% and 23.37%, respectively, in D. suzukii, while this ratio for D. melanogaster was 3.6% and 13.6% analyzed under the same cutoff. First, consistent with the observation in D. melanogaster, many sex-biased genes reported for fertility were found, including vitellogenin, vitellogenin receptor, genes coding vitelline membrane protein and chorion protein in females, and genes coding accessory gland protein, sperm-specific protein and accessory gland-specific peptide in males. However, genes involved in immunity, metabolism, and chemical sensation were found to be differentially sex-biased between D. suzukii and D. melanogaster. We identified in D. suzukii, a number of female-biased genes in the Toll and IMD immune pathways such as cecropin C (CecC), cecropin A2 (CecA2), defensin (def), diptericin (dpt), diptericin A (dptA), pelle (pll), drosomycin (drs), metchnikowin (mtk), while only drs gene was female-biased and cecropin A1 (CecA1) was male-biased in D. melanogaster. For genes involved in metabolism, Fatty acid synthase (FASN), lipase 1 (lip1), lipase 3 (lip3), Acyl-CoA synthetase family member 3 (Acsf3), phospholipase A1 (PlA1), glycogen synthase (GlyS), trehalose transporter 1 (Tret1) were male-biased, and alcohol dehydrogenase (Adh), Acyl-CoA synthetase family member 4 (Acsf4), Acyl-CoA synthetase short-chain (Acss) were female-biased in D. suzukii. However, among the above-mentioned metabolism genes, only Acyl-CoA synthetase (Acs) was male-biased in D. melanogaster. For genes involved in chemical sensation, multitudinous male-biased olfaction genes were identified in D. melanogaster, namely, OBP 56d, 44a, 22a, 50b, 56g, 57b, 56i, 56f, 57c, 51a, 99c, and gustatory receptor 93d (GR93d), whereas only OBP 19c was identified as female-biased olfaction gene. In contrast, D. suzukii expressed less female-biased genes in this category, with only odorant-binding protein (OBP) 56a, 99a, 99a-like in females and odorant receptor (OR) 65 b, OBP A5, and OBP 56 h in males being sex-biased. All these results indicate that although the reproduction process requires the similar set of sex-biased genes in both D. suzukii and D. melanogaster, these 2 Drosophila species have opted to diversify sex-biased genes regulating organismal physiology, ranging from immune response, energy metabolism to sensory perception.

Drosophila suzukii sex determination and sex-related reproduction genes

A total of 22 genes, including Sxl, tra, dsx, and fru which are involved in the sex determination pathway, and sisterless A (sisA), scute (sc), runt, deadpan (dpn), and groucho (gro) which encode X-chromosome-linked signal elements (XSEs), have been identified in D. suzukii. We found that 7 of the identified sex determination genes were highly expressed in females and 7 in males while 8 genes showed no difference between the 2 sexes (Fig. 7 and Supplementary Table 10). Although tra-2 transcript was not found in our transcriptome data, we have isolated a single tra-2 transcript from both sexes by PCR (Supplementary Fig. 6). Contrary to tra-2, we have identified Sxl, tra, dsx genes, which have sex-specific transcripts using Reverse Transcription-PCR (RT-PCR) (Supplementary Fig. 7). Sxl gene comprised 1 female and 1 male transcript and tra gene comprised 1 female and 2 male transcripts. The male transcripts of Sxl and tra encode short, nonfunctional proteins because of the stop codons in the male-specific exon while the female transcript encodes a functional protein. dsx gene included 1 female and 1 male transcript which encoding a functional female-specific protein and a functional male-specific protein (Supplementary Fig. 6). We further identified a total of 16 sex-related reproduction genes, including vitellogenin (Vg), vitellogenin receptor (VgR), vitelline membrane protein (VMP), and chorion protein (ChP) which are involved in the oogenesis, and sperm-specific protein Don juan (DJ), accessory gland-specific peptide 26Ab (26Ab) and accessory gland protein (Acp) which are involved in the spermatogenesis. Eight of them were highly expressed in females, 7 in males and only one showed no difference between them (Fig. 8 and Supplementary Table 10). To confirm the transcriptome data, a group of 9 genes was randomly selected for qRT-PCR. Consistent with our deep sequencing data, qRT-PCR results showed that Vg-1, ChP, ovarian tumor (otu) were indeed expressed in a female-biased manner, while the expression of hopscotch (hop), lingerer (Lig), female-lethal(2)d (fl(2)d) had no significant differences between female and male adults. Furthermore, groucho (gro), cytosol aminopeptidase (CA), ACP showed male-biased expression (Fig. 9).

Expression profiles of sex determination transcripts identified in D. suzukii female and male transcriptomes. Expression in each sample is reported as the normalized FPKM value. Error bars indicate the SEM of 3 independent biological replicates and asterisks (** and ***) indicate the statistically significant differences (P < 0.01 and P < 0.001) between female and male adults based on Student’s t-test. Sex determination transcripts with greater than 2 FPKM value are shown.
Fig. 7.

Expression profiles of sex determination transcripts identified in D. suzukii female and male transcriptomes. Expression in each sample is reported as the normalized FPKM value. Error bars indicate the SEM of 3 independent biological replicates and asterisks (** and ***) indicate the statistically significant differences (P < 0.01 and P < 0.001) between female and male adults based on Student’s t-test. Sex determination transcripts with greater than 2 FPKM value are shown.

Expression profiles of sex-related reproduction transcripts identified in D. suzukii female and male transcriptomes. Expression in each sample is reported as the normalized FPKM value. Error bars indicate the SEM of 3 independent biological replicates and asterisks (** and ***) indicate the statistically significant differences (P < 0.01 and P < 0.001) between female and male adults based on Student’s t-test. Sex-related reproduction transcripts with greater than 2 FPKM value are shown.
Fig. 8.

Expression profiles of sex-related reproduction transcripts identified in D. suzukii female and male transcriptomes. Expression in each sample is reported as the normalized FPKM value. Error bars indicate the SEM of 3 independent biological replicates and asterisks (** and ***) indicate the statistically significant differences (P < 0.01 and P < 0.001) between female and male adults based on Student’s t-test. Sex-related reproduction transcripts with greater than 2 FPKM value are shown.

Expression pattern analysis by qRT-PCR in female and male adults. Error bars indicate the SEM of 3 independent biological replicates and asterisks (*, **, and ***) indicate the statistically significant differences (P < 0.05, P < 0.01, and P < 0.001) between female and male adults based on Student’s t-test.
Fig. 9.

Expression pattern analysis by qRT-PCR in female and male adults. Error bars indicate the SEM of 3 independent biological replicates and asterisks (*, **, and ***) indicate the statistically significant differences (P < 0.05, P < 0.01, and P < 0.001) between female and male adults based on Student’s t-test.

Drosophila suzukii sex-biased olfaction and immune response genes

To evaluate the differential expression of olfactory genes in the D. suzukii female and male adult transcriptomes, we identified 123 transcripts encoded by 24 OBPs, 57 ORs, and 3 GRs, and 20 of these transcripts were expressed in a sex-biased manner (Supplementary Table 11). Among them, transcripts encoding 5 OBPs were upregulated in females, while transcripts encoding 6 OBPs and 6 ORs, were upregulated in males. We observed upregulation of OBP 28a, 56a, 56d, 99a, and 99a-like in females, upregulation of OR 9a, 43a, 63a, 65a, 65b, 85d, and OBP A5, 19a, 19d, 56d, 56 h, 67 in males, whereas there was no difference in the expression of GR genes between males and females (Fig. 10 and Supplementary Table 11). Interestingly, OR 43a, 65a, 65b, and 85d were exclusively expressed in males and may play a fundamental role in sex pheromone detection in females (Chauhan et al. 2016; Crava et al. 2019; Ahn et al. 2020). To analyze the difference in sex-specific immunity in D. suzukii female and male adult transcriptomes, we identified many genes of innate immune signals (Supplementary Table 3). Among them, 47 transcripts were upregulated in females, while 16 transcripts were upregulated in males. Genes encoding for antimicrobial peptides such as Attacin, Defencin, Cecropin, Diptricin, and immune-induced peptides were among the most differentially upregulated transcripts in females (Supplementary Table 12). Apart from these genes, we also observed upregulation of several other components of the innate immunity pathway in females, including peptidoglycan recognition proteins (PGRPs) (such as PGRP-SB, PGRP-SC, PGRP-LA, and PGRP-LC), gram-negative bacteria-binding protein, Toll, protein toll-like, tyrosine-protein kinase, and NF-kappa-B inhibitor cactus. The upregulation of Toll in the Toll signaling pathway, PGRPs in the Immune deficiency (Imd) signaling pathway and prophenol oxidase in the prophenol oxidase signaling pathway suggest a higher level of basal immune response in D. suzukii females.

Sex-biased of the olfactory transcripts identified in D. suzukii female and male adult transcriptomes.
Fig. 10.

Sex-biased of the olfactory transcripts identified in D. suzukii female and male adult transcriptomes.

Discussion

In this study, we generated female and male transcriptomes of adult D. suzukii by next-generation sequencing technology. A total of 11,360 DEGs were identified, among which the expression pattern of 1,957 DEGs were female-biased and 4,231 DEGs were male-biased. Twenty-two sex-determining genes and 16 sex-related reproduction genes were identified, and differential expression profiles of transcripts were validated between female and male transcriptomes. As the first transcriptome analysis of sex-biased genes involved in sex determination, reproduction, olfaction, and immune processes in D. suzukii, this dataset could provide a valuable resource necessary for better understanding of the genetic basis of sexual dimorphism in this Drosophilid fruit fly.

Generally, we observed greater amount of genes with male-biased expression relative to female-biased expression in D. suzukii (23.37%: 10.81%), reminiscent of features found for D. melanogaster (13.6%: 3.6%), D. simulans (11.8%: 6.3%), D. yakuba (13.5%: 7.8%), D. ananassae (7.9%: 4.5%), and Drosophilavirilis (10.8%: 8.6%), and contrasted with Drosophilapseudoobscura (16.4%: 15.5%) and Drosophilamojavensis (12.8%: 12.2%; Zhang et al. 2007). Previous studies have revealed that male-biased genes show a greater size of bias than female-biased genes (Ranz et al. 2003; Ellegren and Parsch 2007; Parsch and Ellegren 2013; Rowe et al. 2018) and exhibit more rapid divergence in protein-coding sequence and gene expression level (Zhang et al. 2004; Jagadeeshan and Singh 2005; Zhang and Parsch 2005; Proschel et al. 2006; Haerty et al. 2007; Zhang et al. 2007; Baines et al. 2008; Meisel 2011; Grath and Parsch 2012; Muller et al. 2012). The patterns of sex-biased genes in D. suzukii and other Drosophila species indicated that male traits might be more evolvable than female traits, possibly endowing males an advantage in sexually antagonistic evolution or potentiating males to avoid resource competition with females (Allen et al., 2018). In addition, we observed that many sex-biased genes participated in reproduction, in line with the observation in D. melanogaster (Ellegren and Parsch 2007). Interestingly, genes involved in the immunity, metabolism, and olfaction were differentially sex-biased in D. suzukii and D. melanogaster. More sex-biased immunity genes in D. suzukii than in D. melanogaster might reflect a difference in microbial structure and/or load confronted by respective species, or alternatively a distinct basal immune activity (Belmonte et al. 2020). Numerous sex-biased genes in metabolism especially lipid metabolism and glycometabolism in D. suzukii might be linked to the complex ecological niche and different requirements for the reproduction between sexes (Lee et al. 2011; Walsh et al. 2011; Dweck et al. 2021). However, few sex-biased metabolism genes were identified using transcriptome of whole body samples, despite that metabolism genes can be strongly sex-biased in certain tissues. For example, genes with putative functions in carbohydrate transport and utilization were male-biased in the intestine of D. melanogaster (Hudry et al. 2019). Furthermore, the different patterns of sex-biased olfaction genes between D. suzukii and D. melanogaster might underline the distinct oviposition behavior in these 2 species, whereby D. melanogaster lay eggs in overripe fruits and D. suzukii in ripe fruits (Crava et al. 2016; Ramasamy et al. 2016; Karageorgi et al. 2017; Crava et al. 2019). Thus, the transcriptomic studies in D. suzukii should enable further understanding of sex-specific physiological processes among different Drosophila species.

Sex determination is an essential biological process and involves a cascade of transcription factors that leads to sexual dimorphism in morphology, physiology, and behavior in insects (Sánchez 2008). In D. melanogaster, the combination of double XSEs, namely sisA, sc, runt, dpn, and gro, act as the primary signal to initiate the sex determination cascade Sxl > tra/tra-2 > dsx/fru genes (Cline 1988; Torres and Sánchez 1991; Younger-Shepherd et al. 1992; Sánchez et al. 1994; Lu et al. 2008; Hashiyama et al. 2011). The expression of binary switch gene Sxl is regulated by the XSEs in a complicated manner in Drosophila. The numerator class of primary signal gene sisA positively regulates Sxl, while the denominator gene dpn and maternal gene gro negatively regulate Sxl expression (Cline 1988; Torres and Sanchez 1991; Younger-Shepherd et al. 1992; Penalva and Sánchez 2003; Harrison 2007; Lu et al. 2008). In our study, numerous sex-biased genes contributing to sex determination were identified, such as homologs of sisA, sc, runt, dpn, gro, Sxl, tra, dsx, and fru but not tra-2. Besides that, our transcriptome also uncovered other genes, fl(2)d and virilizer (vir), involved in the auto-regulation of Sxl expression (Granadino et al. 1990; Niessen et al. 2001). Therefore, consistent to previous reports, Sxl, tra, dsx, and fru genes play an important role in D. suzukii sex determination, by regulating sex-specific alternative splicing (Sánchez 2008; Salz 2011; Li and Scott 2016; Li and Handler 2017). Interestingly, we observed that the spliceosome pathway, alternative splicing events, and the differential expression of sex determination genes were highly enriched in either female or male adults. By experimental verification, we confirmed the sex-specific alternative splicing of Sxl, tra, and dsx genes while tra-2 gene had the same transcript in males and females. For A. gambiae mosquitoes, the CRISPR/Cas9 gene drive targeting of the terminal dsx sex determination gene has been used to induce female sterility, resulting in incomplete population suppression (Kyrou et al. 2018). In the silkworm Bombyx mori, a female-specific embryonic lethal system has been developed by the CRISPR/Cas9 targeting of the tra-2 gene (Zhang et al. 2018). In addition, female-specific lethality strategy can also be achieved by integrating lethal effector gene into the sex-determining genes such as Sxl, tra, dsx which possess the sex-specific alternative splicing for the female-specific expression of lethal effector gene as reported in other economically important pests (Fu et al. 2007; Jin et al. 2013; Tan et al. 2013). For D. suzukii, it should be possible to obtain male-only progeny by knocking down or knocking out tra, tra-2, dsx genes and to construct female-specific lethality transgenic strain by targeting Sxl gene with CRISPR/Cas9 to make gene drive. Although the sex determination cascade has been extensively studied in various insect species and is found highly conserved, a global picture of sex-biased genes in D. suzukii should help to extend our knowledge of sex determination in this pest and may shed light to new target that can be used to make gene drive.

A number of genes associated with reproductive processes were identified in D. suzukii. Our data uncovered female-biased genes related to female reproduction and ovarian development, such as Vg, VgR, VMP, ChP, Sphingosine kinase 2 (Sk2), and esterase 6 (EST6). In insects, Vg gene encodes for the vitellogenin protein, a precursor of lipoproteins and phosphoproteins involved in egg yolk production (Hagedorn and Kunkel 1979) while VgR encodes for the specific receptor in Vg uptake, so both Vg and VgR are involved in oocyte maturation and vitellogenesis (Sappington and Raikhel 1998; Tufail and Takeda 2009). Studies on Vg and VgR genes have demonstrated that Vg not only plays an important role in oogenesis but also regulates behavioral and survival traits (Amdam et al. 2012), whereas RNA interference targeting VgR gene can significantly suppress egg production and delay ovary development (Amdam et al. 2012; Lin et al. 2013; Lu et al. 2015; Zhang et al. 2016; Han et al. 2017). VMP and ChP genes are required for normal chorion formation, egg maturation, and oviposition process (Gaino et al. 2008; Sdralia et al. 2012; Lou et al. 2018). Sk2 and EST6 are involved in female reproductive behavior in Drosophila, and Sk2 mutant female individuals showed reduced fecundity due to retention of mature eggs in the ovaries while EST6 can stimulate egg-laying and delay receptivity to remating in females (Richmond et al. 1980; Scott 1986; Herr et al. 2004). In contrast, male-biased genes are more related to male reproduction and testis development. Examples of such genes include the sperm-specific protein DJ, ACP, ken, dpy-30, Six6, CA, and GATA-binding factor (GATA) genes. DJ is a nuclear-encoded and germ-cell specifically expressed protein, which likely participates in the final steps of mitochondrial differentiation within the flagellum and plays a key role in spermatogenesis process in D. melanogaster (Santel et al. 1997, 1998). ACPs are generated by the male accessory glands and transferred along with seminal fluid to females during copulation behavior and are essential for male fertility in most insect species (Walker et al. 2006; Dottorini et al. 2007). ken is essential for male fertility and mutations in ken gene have resulted in abnormal external genitalia in Drosophila (Castrillon et al. 1993; Arbouzova et al. 2006). Six homologs, six1 and six4, are crucial for gonadal development in mouse and a GATA homolog, GATA4, is a key regulator of testis differentiation and male differentiation in mammalians (Miyamoto et al. 2008; Fujimoto et al. 2013). In our study, dpy-30, GATA, and CA are highly expressed in males of D. suzukii, indicating that these genes may have a role in male development related to fertility and dosage compensation (Hsu and Meyer 1994Khatun et al. 2018). Overall, the identification of sex-related reproduction genes may also contribute to the development of novel genetic control strategies for D. suzukii as has been reported for A. gambiae (Hammond et al. 2016).

Previous comparative transcriptomic analyses have confirmed that sex-biased genes are related to insect olfaction-mediated behaviors, such as locating hosts, mate attraction, mate searching, or selecting oviposition sites to avoid predators (Liu et al. 2012; Chauhan et al. 2016; Bin et al. 2017; Crava et al. 2019; Ahn et al. 2020; Liu et al. 2020; Xu et al. 2021). Generally, insect OBPs and chemosensory proteins (CSPs) bind various odorant molecules in the environment and transport them to the ORs or GRs or ionotropic receptors (IRs) at the olfactory sensory neurons to induce the olfactory signal transduction system (Nakagawa et al. 2005; Benton et al. 2009). This study has identified 24 OBPs, 57 ORs, 3 GRs, but failed to identify the CSPs and IRs in the female and male transcriptomes of D. suzukii. The most differentially expressed olfactory genes between sexes were OBPs whereas OBP 28a, 56a, 56d, 99a, 99a-like were female‐biased, and OBP A5, 19a, 19d, 56d, 56h, 67 were male‐biased. The sex-dimorphic expression of the various OBPs suggests different behavioral response to volatiles. Female-biased OBPs were likely being associated with the reception of mating, perception of host volatile signal, and specific egg-laying behavior of D. suzukii (Ramasamy et al. 2016; Karageorgi et al. 2017; Crava et al. 2019). Among the 32 OBPs expressed in the antennae of D. suzukii, OBP 19a, 19b, 28a, 58c were female‐biased, and OBP 56a, 83ef, 83g, 99c were male‐biased (Ahn et al. 2020). OBP 28a was female-biased both in adults and antennae transcriptomes, likely reflecting its role in the gustation and female feeding behavior (Swarup et al. 2014). The male-biased expression of OR 9a, 43a, 63a, 65a, 65b, and 85d found in our study may suggest an essential role in detecting sex pheromone of females (Chauhan et al. 2016; Crava et al. 2019; Ahn et al. 2020). The facts that 10 ORs [Or 10a(i), 13a, 43b, 59b, 59c1, 59c2, 67a1, 67a2, 83b, 92a] were found to exhibit female-biased expression in the antennal transcriptome and they also presented increased expression in antennae of mated females, prompted a more detailed analysis of their sex-dimorphic expression profiles of ORs in future (Crava et al. 2019; Ahn et al. 2020). Concerning the gustatory receptors, we have identified 3 GRs with no sex-biased expression in the female and male adults which is consistent to their expression profile in female and male antennae (Crava et al. 2016; Ahn et al. 2020). Overall, our finding of several OBPs and ORs with a sex-biased expression in D. suzukii indicates that they may play important sex-specific role in pheromone and odor detection, and thus their role warrants further investigation.

The main role of the innate immune system is to defend and protect hosts from all kinds of exogenous pathogens (Kumar et al. 2011). The Toll, Imd, Janus kinase, and the Signal Transducer and Activator of Transcription (JAK/STAT), and prophenol-oxidase cascade are 4 different types of innate immune signaling pathways present in insects. The Toll immune and Imd pathway target Gram-positive and Gram-negative bacteria, respectively, while the JAK/STAT pathway and prophenol-oxidase cascade are activated by bacteria/viruses and PGRPs, respectively (Dziarski and Gupta 2006; Stokes et al. 2015). Sexual dimorphism in innate immunue response is widespread among insect species (Chauhan et al. 2016; Duneau et al. 2017; Leech et al. 2019; Belmonte et al. 2020) and was also reflected in our dataset. We identified several genes of the innate immune pathways including 13 antimicrobial peptides transcripts and 15 PGRPs transcripts in D. suzukii female and male transcriptomes. All the 13 antimicrobial peptides transcripts including Attacin, Defencin, Cecropin, and Diptericin were female-biased in our transcriptomes. This finding is in contrast with a previous study suggesting a male-biased expression in D. suzukii antennae (Ahn et al. 2020). The upregulation of Toll in the Toll pathway, PGRPs in the Imd pathway and prophenol oxidase in the prophenol-oxidase pathway argues for a higher level of basal immune response in D. suzukii females. Sex-specific immunity has also been observed in other insect species (Rolff 2001; Innocenti and Morrow 2010; Vincent and Sharp 2014; Chauhan et al. 2016). The discrepancy in sex-specific immunity in insects may be associated with the trade-off between immunity and reproduction whereas females can improve their fitness by regulating immunity defense systems appropriately, while in males improved fitness comes by maximizing mating frequency with females. For instance, females of I. elegans have a higher baseline immunity level than males possibly to maintain a longer reproductive life and invest more in immune defense as a consequence of the excessive male mating harassment which causes injuries and contributes to the transmission of toxins to females (Chauhan et al. 2016). In Drosophila, expression of immune genes is sexually dimorphic, both resistance and tolerance to pathogenic infection can be sexually antagonistic (Innocenti and Morrow 2010; Vincent and Sharp 2014).

Conclusion

In summary, this study reports on the differential gene expression in females and males of D. suzukii. Besides providing a comprehensive dataset, we additionally highlight functionally important genes involved in sex determination, reproduction, olfaction, and immune response which may provide insights into the phenotypic and behavioral differences between males and females. This study identified genes which could be potentially useful for the development of genetic sexing strains in support of SIT applications and other genetic control strategies against D. suzukii.

Data availability

All the RNA-sequencing reads have been deposited in the Sequence Read Archive (https://www.ncbi.nlm.nih.gov/sra) with the accession codes (BioProject accession number: PRJNA668865).

Supplementary material is available at G3 online.

Acknowledgments

We thank Yuyang Ni and Jia Huang of Zhejiang University for the assistance in D. suzukii rearing. We thank Kostas Bourtzis of Insect Pest Control Laboratory (IPCL), Joint FAO/IAEA Division of Nuclear Techniques in Food and Agriculture for the revision of the manuscript.

Funding

This research was supported by the International Atomic Energy Agency’s Coordinated Research Project (No. D44003), the Natural Science Foundation of Zhejiang Province, China (No. LQ21C140007), the Natural Science Foundation of Changsha City, China (No. kq2202244), and the Key Project of Education Department of Hunan Province (No. 21A0042).

Conflicts of interest

None declared.

Literature cited

Ahn
S-J
,
Oh
H-W
,
Corcoran
J
,
Kim
J-A
,
Park
K-C
,
Park
CG
,
Choi
M-Y.
Sex-biased gene expression in antennae of Drosophila suzukii
.
Arch Insect Biochem Physiol
.
2020
;
104
(
1
):
e21660
.

Allen
SL
,
Bonduriansky
R
,
Chenoweth
SF.
Genetic constraints on microevolutionary divergence of sex-biased gene expression
.
Phil Trans R Soc B
.
2018
;
373
(
1757
):
20170427
.

Amdam
G
,
Fennern
E
,
Havukainen
H.
Vitellogenin in Honey Bee Behavior and Lifespan. In:
Galizia
CG
,
Eisenhardt
D
,
Giurfa
M
, editors.
Honeybee Neurobiology and Behavior
.
Netherlands, Dordrecht
:
Springer
;
2012
. p.
17
29
.

Arbouzova
NI
,
Bach
EA
,
Zeidler
MP.
Ken & Barbie selectively regulates the expression of a subset of Jak/STAT pathway target genes
.
Curr Biol
.
2006
;
16
(
1
):
80
88
.

Arlt
MF
,
Brogley
MA
,
Stark-Dykema
ER
,
Hu
YC
,
Mueller
JL.
Genomic structure, evolutionary origins, and reproductive function of a large amplified intrinsically disordered protein-coding gene on the X chromosome (Laidx) in mice
.
G3 (Bethesda)
.
2020
;
10
(
6
):
1997
2005
.

Asplen
MK
,
Anfora
G
,
Biondi
A
,
Choi
D-S
,
Chu
D
,
Daane
KM
,
Gibert
P
,
Gutierrez
AP
,
Hoelmer
KA
,
Hutchison
WD
, et al.
Invasion biology of spotted wing Drosophila (Drosophila suzukii): a global perspective and future priorities
.
J Pest Sci
.
2015
;
88
(
3
):
469
494
.

Assis
R
,
Zhou
Q
,
Bachtrog
D.
Sex-biased transcriptome evolution in Drosophila
.
Genome Biol Evol
.
2012
;
4
(
11
):
1189
1200
.

Atallah
J
,
Teixeira
L
,
Salazar
R
,
Zaragoza
G
,
Kopp
A.
The making of a pest: the evolution of a fruit-penetrating ovipositor in Drosophila suzukii and related species
.
Proc Biol Sci
.
2014
;
281
(
1781
):
20132840
.

Baines
JF
,
Sawyer
SA
,
Hartl
DL
,
Parsch
J.
Effects of X-linkage and sex-biased gene expression on the rate of adaptive protein evolution in Drosophila
.
Mol Biol Evol
.
2008
;
25
(
8
):
1639
1650
.

Belmonte
RL
,
Corbally
MK
,
Duneau
DF
,
Regan
JC.
Sexual dimorphisms in innate immunity and responses to infection in Drosophila melanogaster
.
Front Immunol
.
2020
;
10
:
3075
.

Benton
R
,
Vannice
KS
,
Gomez-Diaz
C
,
Vosshall
LB.
Variant ionotropic glutamate receptors as chemosensory receptors in Drosophila
.
Cell
.
2009
;
136
(
1
):
149
162
.

Bin
SY
,
Qu
MQ
,
Pu
XH
,
Wu
ZZ
,
Lin
JT.
Antennal transcriptome and expression analyses of olfactory genes in the sweetpotato weevil Cylas formicarius
.
Sci Rep
.
2017
;
7
(
1
):
11073
.

Boggs
RT
,
Gregor
P
,
Idriss
S
,
Belote
JM
,
McKeown
M.
Regulation of sexual differentiation in D. melanogaster via alternative splicing of RNA from the transformer gene
.
Cell
.
1987
;
50
(
5
):
739
747
.

Bruck
DJ
,
Bolda
M
,
Tanigoshi
L
,
Klick
J
,
Kleiber
J
,
DeFrancesco
J
,
Gerdeman
B
,
Spitler
H.
Laboratory and field comparisons of insecticides to reduce infestation of Drosophila suzukii in berry crops
.
Pest Manag Sci
.
2011
;
67
(
11
):
1375
1385
.

Cachero
S
,
Ostrovsky
AD
,
Yu
JY
,
Dickson
BJ
,
Jefferis
GSXE.
Sexual dimorphism in the fly brain
.
Curr Biol
.
2010
;
20
(
18
):
1589
1601
.

Camara
N
,
Whitworth
C
,
Doren
MV.
The creation of sexual dimorphism in the Drosophila soma
.
Curr Top Dev Biol
.
2008
;
83
:
65
107
.

Castrillon
DH
,
Gönczy
P
,
Alexander
S
,
Rawson
R
,
Eberhart
CG
,
Viswanathan
S
,
DiNardo
S
,
Wasserman
SA.
Toward a molecular genetic analysis of spermatogenesis in Drosophila melanogaster: characterization of male-sterile mutants generated by single P element mutagenesis
.
Genetics
.
1993
;
135
(
2
):
489
505
.

Chauhan
P
,
Wellenreuther
M
,
Hansson
B.
Transcriptome profiling in the damselfly Ischnura elegans identifies genes with sex-biased expression
.
BMC Genomics
.
2016
;
17
(
1
):
985
.

Chiu
JC
,
Jiang
X
,
Zhao
L
,
Hamm
CA
,
Cridland
JM
,
Saelao
P
,
Hamby
KA
,
Lee
EK
,
Kwok
RS
,
Zhang
G
, et al.
Genome of Drosophila suzukii, the spotted wing Drosophila
.
G3 (Bethesda)
.
2013
;
3
(
12
):
2257
2271
.

Christiansen
AE
,
Keisman
EL
,
Ahmad
SM
,
Baker
BS.
Sex comes in from the cold: the integration of sex and pattern
.
Trends Genet
.
2002
;
18
(
10
):
510
516
.

Cline
TW.
Evidence that sisterless-a and sisterless-b are two of several discrete “numerator elements” of the X/A sex determination signal in Drosophila that switch Sxl between two alternative stable expression states
.
Genetics
.
1988
;
119
(
4
):
829
862
.

Congrains
C
,
Campanini
EB
,
Torres
FR
,
Rezende
VB
,
Nakamura
AM
,
de Oliveira
JL
,
Lima
ALA
,
Chahad-Ehlers
S
,
Sobrinho
IS
,
de Brito
RA
, et al.
Evidence of adaptive evolution and relaxed constraints in sex-biased genes of south American and West Indies fruit flies (Diptera: Tephritidae)
.
Genome Biol Evol
.
2018
;
10
(
1
):
380
395
.

Crava
CM
,
Ramasamy
S
,
Ometto
L
,
Anfora
G
,
Rota-Stabelli
O.
Evolutionary insights into taste perception of the invasive pest Drosophila suzukii
.
G3 (Bethesda)
.
2016
;
6
(
12
):
4185
4196
.

Crava
CM
,
Sassù
F
,
Tait
G
,
Becher
PG
,
Anfora
G.
Functional transcriptome analyses of Drosophila suzukii antennae reveal mating-dependent olfaction plasticity in females
.
Insect Biochem Mol Biol
.
2019
;
105
:
51
59
.

Djordjevic
J
,
Dumas
Z
,
Robinson-Rechavi
M
,
Schwander
T
,
Parker
DJ.
2021
. Dynamics of sex-biased gene expression over development in the stick insect Timema Californicum. bioRxiv. doi: https://doi.org/10.1101/2021.01.23.427895

Dottorini
T
,
Nicolaides
L
,
Ranson
H
,
Rogers
DW
,
Crisanti
A
,
Catteruccia
F.
A genome-wide analysis in Anopheles gambiae mosquitoes reveals 46 male accessory gland genes, possible modulators of female behavior
.
Proc Natl Acad Sci U S A
.
2007
;
104
(
41
):
16215
16220
.

Duneau
DF
,
Kondolf
HC
,
Im
JH
,
Ortiz
GA
,
Chow
C
,
Fox
MA
,
Eugénio
AT
,
Revah
J
,
Buchon
N
,
Lazzaro
BP
, et al.
The Toll pathway underlies host sexual dimorphism in resistance to both Gram-negative and Gram-positive bacteria in mated Drosophila
.
BMC Biol
.
2017
;
15
(
1
):
124
.

Dweck
HK
,
Talross
GJ
,
Wang
W
,
Carlson
JR.
Evolutionary shifts in taste coding in the fruit pest Drosophila suzukii
.
Elife
.
2021
;
10
:
e64317
.

Dziarski
R
,
Gupta
D.
The peptidoglycan recognition proteins (PGRPs)
.
Genome Biol
.
2006
;
7
(
8
):
232
.

Ellegren
H
,
Parsch
J.
The evolution of sex-biased genes and sex-biased gene expression
.
Nat Rev Genet
.
2007
;
8
(
9
):
689
698
.

Erickson
JW
,
Quintero
JJ.
Indirect effects of ploidy suggest X chromosome dose, not the X: a ratio, signals sex in Drosophila
.
PLoS Biol
.
2007
;
5
(
12
):
e332
.

Fish
EN.
The X-files in immunity: sex-based differences predispose immune responses
.
Nat Rev Immunol
.
2008
;
8
(
9
):
737
744
.

Fu
G
,
Condon
KC
,
Epton
MJ
,
Gong
P
,
Jin
L
,
Condon
GC
,
Morrison
NI
,
Dafa’alla
TH
,
Alphey
L.
Female-specific insect lethality engineered using alternative splicing
.
Nat Biotechnol
.
2007
;
25
(
3
):
353
357
.

Fujimoto
Y
,
Tanaka
SS
,
Yamaguchi
YL
,
Kobayashi
H
,
Kuroki
S
,
Tachibana
M
,
Shinomura
M
,
Kanai
Y
,
Morohashi
K-I
,
Kawakami
K
, et al.
Homeoproteins Six1 and Six4 regulate male sex determination and mouse gonadal development
.
Dev Cell
.
2013
;
26
(
4
):
416
430
.

Gaino
E
,
Piersanti
S
,
Rebora
M.
Egg envelope synthesis and chorion modification after oviposition in the dragonfly Libellula depressa (Odonata, Libellulidae)
.
Tissue Cell
.
2008
;
40
(
5
):
317
324
.

Granadino
B
,
Campuzano
S
,
Sánchez
L.
The Drosophila melanogaster fl(2)d gene is needed for the female-specific splicing of Sex-lethal RNA
.
EMBO J
.
1990
;
9
(
8
):
2597
2602
.

Grath
S
,
Parsch
J.
Rate of amino acid substitution is influenced by the degree and conservation of male-biased transcription over 50 myr of Drosophila evolution
.
Genome Biol Evol
.
2012
;
4
(
3
):
346
359
.

Grath
S
,
Parsch
J.
Sex-biased gene expression
.
Annu Rev Genet
.
2016
;
50
:
29
44
.

Green
JE
,
Cavey
M
,
Médina Caturegli
E
,
Aigouy
B
,
Gompel
N
,
Prud'homme
B.
Evolution of ovipositor length in Drosophila suzukii is driven by enhanced cell size expansion and anisotropic tissue reorganization
.
Curr Biol
.
2019
;
29
(
12
):
2075
2082
.

Haerty
W
,
Jagadeeshan
S
,
Kulathinal
RJ
,
Wong
A
,
Ravi Ram
K
,
Sirot
LK
,
Levesque
L
,
Artieri
CG
,
Wolfner
MF
,
Civetta
A
, et al.
Evolution in the fast lane: rapidly evolving sex-related genes in Drosophila
.
Genetics
.
2007
;
177
(
3
):
1321
1335
.

Hagedorn
HH
,
Kunkel
JG.
Vitellogenin and vitellin in insects
.
Annu Rev Entomol
.
1979
;
24
(
1
):
475
505
.

Hammond
A
,
Galizi
R
,
Kyrou
K
,
Simoni
A
,
Siniscalchi
C
,
Katsanos
D
,
Gribble
M
,
Baker
D
,
Marois
E
,
Russell
S
, et al.
A CRISPR-Cas9 gene drive system targeting female reproduction in the malaria mosquito vector Anopheles gambiae
.
Nat Biotechnol
.
2016
;
34
(
1
):
78
83
.

Han
C
,
Chen
E
,
Shen
G
,
Peng
Z
,
Xu
Y
,
Zhang
H
,
Liu
H
,
Zhang
Y
,
Wu
J
,
Lin
Y
, et al.
Vitellogenin receptor selectively endocytoses female-specific and highly-expressed hemolymph proteins in the silkworm, Bombyx mori
.
Biochem Cell Biol
.
2017
;
95
(
4
):
510
516
.

Harrison
DA.
Sex determination: controlling the master
.
Curr Biol
.
2007
;
17
(
9
):
R328
R330
.

Hashiyama
K
,
Hayashi
Y
,
Kobayashi
S.
Drosophila Sex lethal gene initiates female development in germline progenitors
.
Science
.
2011
;
333
(
6044
):
885
888
.

Heinrichs
V
,
Ryner
LC
,
Baker
BS.
Regulation of sex-specific selection of fruitless 5’ splice sites by transformer and transformer-2
.
Mol Cell Biol
.
1998
;
18
(
1
):
450
458
.

Herr
DR
,
Fyrst
H
,
Creason
MB
,
Phan
VH
,
Saba
JD
,
Harris
GL.
Characterization of the Drosophila sphingosine kinases and requirement for Sk2 in normal reproductive function
.
J Biol Chem
.
2004
;
279
(
13
):
12685
12694
.

Hoshijima
K
,
Inoue
K
,
Higuchi
I
,
Sakamoto
H
,
Shimura
Y.
Control of doublesex alternative splicing by transformer and transformer-2 in Drosophila
.
Science
.
1991
;
252
(
5007
):
833
836
.

Hsu
DR
,
Meyer
BJ.
The dpy-30 gene encodes an essential component of the Caenorhabditis elegans dosage compensation machinery
.
Genetics
.
1994
;
137
(
4
):
999
1018
.

Hudry
B
,
de Goeij
E
,
Mineo
A
,
Gaspar
P
,
Hadjieconomou
D
,
Studd
C
,
Mokochinski
JB
,
Kramer
HB
,
Plaçais
P-Y
,
Preat
T
, et al.
Sex differences in intestinal carbohydrate metabolism promote food intake and sperm maturation
.
Cell
.
2019
;
178
(
4
):
901
918
.

Hudry
B
,
Khadayate
S
,
Miguel-Aliaga
I.
The sexual identity of adult intestinal stem cells controls organ size and plasticity
.
Nature
.
2016
;
530
(
7590
):
344
348
.

Innocenti
P
,
Morrow
EH.
The sexually antagonistic genes of Drosophila melanogaster
.
PLoS Biol
.
2010
;
8
(
3
):
e1000335
.

Inoue
K
,
Hoshijima
K
,
Higuchi
I
,
Sakamoto
H
,
Shimura
Y.
Binding of the Drosophila transformer and transformer-2 proteins to the regulatory elements of doublesex primary transcript for sex-specific RNA processing
.
Proc Natl Acad Sci U S A
.
1992
;
89
(
17
):
8092
8096
.

Inoue
K
,
Hoshijima
K
,
Sakamoto
H
,
Shimura
Y.
Binding of the Drosophila sex-lethal gene product to the alternative splice site of transformer primary transcript
.
Nature
.
1990
;
344
(
6265
):
461
463
.

Jagadeeshan
S
,
Singh
RS.
Rapidly evolving genes of Drosophila: differing levels of selective pressure in testis, ovary, and head tissues between sibling
.
Mol Biol Evol
.
2005
;
22
(
9
):
1793
1801
.

Jiang
ZF
,
Machado
CA.
Evolution of sex-dependent gene expression in three recently diverged species of Drosophila
.
Genetics
.
2009
;
183
(
3
):
1175
1185
.

Jin
L
,
Walker
AS
,
Fu
G
,
Harvey-Samuel
T
,
Dafa'alla
T
,
Miles
A
,
Marubbi
T
,
Granville
D
,
Humphrey-Jones
N
,
O'Connell
S
, et al.
Engineered female-specific lethality for control of pest Lepidoptera
.
ACS Synth Biol
.
2013
;
2
(
3
):
160
166
.

Kanehisa
M
,
Goto
S.
KEGG: Kyoto Encyclopedia of Genes and Genomes
.
Nucleic Acids Res
.
2000
;
28
(
1
):
27
30
.

Karageorgi
M
,
Bräcker
LB
,
Lebreton
S
,
Minervino
C
,
Cavey
M
,
Siju
KP
,
Grunwald Kadow
IC
,
Gompel
N
,
Prud’homme
B.
Evolution of multiple sensory systems drives novel egg-laying behavior in the fruit pest Drosophila suzukii
.
Curr Biol
.
2017
;
27
(
6
):
847
853
.

Khatun
A
,
Kang
K-H
,
Ryu
D-Y
,
Rahman
MS
,
Kwon
W-S
,
Pang
M-G.
Effect of Aminopeptidase N on functions and fertility of mouse spermatozoa in vitro
.
Theriogenology
.
2018
;
118
:
182
189
.

Khodursky
S
,
Svetec
N
,
Durkin
SM
,
Zhao
L.
The evolution of sex-biased gene expression in the Drosophila brain
.
Genome Res
.
2020
;
30
(
6
):
874
884
.

Kumar
H
,
Kawai
T
,
Akira
S.
Pathogen recognition by the innate immune system
.
Int Rev Immunol
.
2011
;
30
(
1
):
16
34
.

Kyrou
K
,
Hammond
AM
,
Galizi
R
,
Kranjc
N
,
Burt
A
,
Beaghton
AK
,
Nolan
T
,
Crisanti
A.
A CRISPR-Cas9 gene drive targeting doublesex causes complete population suppression in caged Anopheles gambiae mosquitoes
.
Nat Biotechnol
.
2018
;
36
(
11
):
1062
1066
.

Lee
JC
,
Bruck
DJ
,
Curry
H
,
Edwards
D
,
Haviland
DR
,
Van Steenwyk
RA
,
Yorgey
BM.
The susceptibility of small fruits and cherries to the spotted-wing Drosophila, Drosophila suzukii
.
Pest Manag Sci
.
2011
;
67
(
11
):
1358
1367
.

Leech
T
,
Evison
SEF
,
Armitage
SAO
,
Sait
SM
,
Bretman
A.
Interactive effects of social environment, age and sex on immune responses in Drosophila melanogaster
.
J Evol Biol
.
2019
;
32
(
10
):
1082
1092
.

Li
J
,
Handler
AM.
Temperature-dependent sex-reversal by a transformer-2 gene-edited mutation in the spotted wing Drosophila, Drosophila suzukii
.
Sci Rep
.
2017
;
7
(
1
):
12363
.

Lin
Y
,
Meng
Y
,
Wang
Y-X
,
Luo
J
,
Katsuma
S
,
Yang
C-W
,
Banno
Y
,
Kusakabe
T
,
Shimada
T
,
Xia
Q-Y
, et al.
Vitellogenin receptor mutation leads to the oogenesis mutant phenotype “scanty vitellin” of the silkworm, Bombyx mori
.
J Biol Chem
.
2013
;
288
(
19
):
13345
13355
.

Li
F
,
Scott
MJ.
CRISPR/Cas9-mediated mutagenesis of the white and Sex lethal loci in the invasive pest, Drosophila suzukii
.
Biochem Biophys Res Commun
.
2016
;
469
(
4
):
911
916
.

Liu
Y
,
Du
L
,
Zhu
Y
,
Yang
S
,
Zhou
Q
,
Wang
G
,
Liu
Y.
Identification and sexbiased profiles of candidate olfactory genes in the antennal transcriptome of the parasitoid wasp Cotesia vestalis
.
Comp Biochem Physiol Part D Genomics Proteomics
.
2020
;
34
:
100657
.

Liu
Y
,
Gu
S
,
Zhang
Y
,
Guo
Y
,
Wang
G.
Candidate olfaction genes identified within the Helicoverpa armigera antennal transcriptome
.
PLoS One
.
2012
;
7
(
10
):
e48260
.

Livak
KJ
,
Schmittgen
TD.
Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method
.
Methods
.
2001
;
25
(
4
):
402
408
.

Lou
Y-H
,
Pan
P-L
,
Ye
Y-X
,
Cheng
C
,
Xu
H-J
,
Zhang
C-X.
Identification and functional analysis of a novel chorion protein essential for egg maturation in the brown planthopper
.
Insect Mol Biol
.
2018
;
27
(
3
):
393
403
.

Lu
H
,
Kozhina
E
,
Mahadevaraju
S
,
Yang
D
,
Avila
FW
,
Erickson
JW.
Maternal Groucho and bHLH repressors amplify the dose-sensitive X chromosome signal in Drosophila sex determination
.
Dev Biol
.
2008
;
323
(
2
):
248
260
.

Lu
K
,
Shu
Y
,
Zhou
J
,
Zhang
X
,
Zhang
X
,
Chen
M
,
Yao
Q
,
Zhou
Q
,
Zhang
W.
Molecular characterization and RNA interference analysis of vitellogenin receptor from Nilaparvata lugens (Stål)
.
J Insect Physiol
.
2015
;
73
:
20
29
.

Lucchesi
JC
,
Kuroda
MI.
Dosage compensation in Drosophila
.
Cold Spring Harb Perspect Biol
.
2015
;
7
(
5
):
a019398
.

Ma
C
,
Wang
S
,
Cao
Y
,
Tang
W
,
Wuniqiemu
T
,
Teng
F
,
Zhu
X
,
Wei
Y
,
Dong
J.
Screening and verification of differentially expressed long non-coding RNAs in the peripheral blood of patients with asthma
.
Front Pharmacol
.
2022
;
13
:
834009
.

Markle
JGM
,
Frank
DN
,
Mortin-Toth
S
,
Robertson
CE
,
Feazel
LM
,
Rolle-Kampczyk
U
,
von Bergen
M
,
McCoy
KD
,
Macpherson
AJ
,
Danska
JS
, et al.
Sex differences in the gut microbiome drive hormone-dependent regulation of autoimmunity
.
Science
.
2013
;
339
(
6123
):
1084
1088
.

Meiklejohn
CD
,
Parsch
J
,
Ranz
JM
,
Hartl
DL.
Rapid evolution of male-biased gene expression in Drosophila
.
Proc Natl Acad Sci U S A
.
2003
;
100
(
17
):
9894
9899
.

Meisel
RP.
Towards a more nuanced understanding of the relationship between sex biased gene expression and rates of protein-coding sequence evolution
.
Mol Biol Evol
.
2011
;
28
(
6
):
1893
1900
.

Miyamoto
Y
,
Taniguchi
H
,
Hamel
F
,
Silversides
DW
,
Viger
RS.
A GATA4/WT1 cooperation regulates transcription of genes required for mammalian sex determination and differentiation
.
BMC Mol Biol
.
2008
;
9
:
44
.

Muller
L
,
Grath
S
,
von Heckel
K
,
Parsch
J.
Inter- and intraspecific variation in Drosophila genes with sex-biased expression
.
Int J Evol Biol
.
2012
;
2012
:
963976
.

Nakagawa
T
,
Sakurai
T
,
Nishioka
T
,
Touhara
K.
Insect sex-pheromone signals mediated by specific combinations of olfactory receptors
.
Science
.
2005
;
307
(
5715
):
1638
1642
.

Niessen
M
,
Schneiter
R
,
Nothiger
R.
Molecular identification of virilizer, a gene required for the expression of the sex-determining gene Sex-lethal in Drosophila melanogaster
.
Genetics
.
2001
;
157
(
2
):
679
688
.

Ometto
L
,
Shoemaker
D
,
Ross
KG
,
Keller
L.
Evolution of gene expression in fire ants: the effects of developmental stage, caste, and species
.
Mol Biol Evol
.
2011
;
28
(
4
):
1381
1392
.

Papa
F
,
Windbichler
N
,
Waterhouse
RM
,
Cagnetti
A
,
D'Amato
R
,
Persampieri
T
,
Lawniczak
MKN
,
Nolan
T
,
Papathanos
PA.
Rapid evolution of female-biased genes among four species of Anopheles malaria mosquitoes
.
Genome Res
.
2017
;
27
(
9
):
1536
1548
.

Paris
M
,
Boyer
R
,
Jaenichen
R
,
Wolf
J
,
Karageorgi
M
,
Green
J
,
Cagnon
M
,
Parinello
H
,
Estoup
A
,
Gautier
M
, et al.
Near-chromosome level genome assembly of the fruit pest Drosophila suzukii using long-read sequencing
.
Sci Rep
.
2020
;
10
(
1
):
11227
.

Parsch
J
,
Ellegren
H.
The evolutionary causes and consequences of sex-biased gene expression
.
Nat Rev Genet
.
2013
;
14
(
2
):
83
87
.

Penalva
LOF
,
Sánchez
L.
RNA binding protein Sex-lethal (Sxl) and control of Drosophila sex determination and dosage compensation
.
Microbiol Mol Biol Rev
.
2003
;
67
(
3
):
343
359
.

Proschel
M
,
Zhang
Z
,
Parsch
J.
Widespread adaptive evolution of Drosophila genes with sex-biased expression
.
Genetics
.
2006
;
174
(
2
):
893
900
.

Ramasamy
S
,
Ometto
L
,
Crava
CM
,
Revadi
S
,
Kaur
R
,
Horner
DS
,
Pisani
D
,
Dekker
T
,
Anfora
G
,
Rota-Stabelli
O
, et al.
The evolution of olfactory gene families in Drosophila and the genomic basis of chemical-ecological adaptation in Drosophila suzukii
.
Genome Biol Evol
.
2016
;
8
(
8
):
2297
2311
.

Ranz
JM
,
Castillo-Davis
CI
,
Meiklejohn
CD
,
Hartl
DL.
Sex-dependent gene expression and evolution of the Drosophila transcriptome
.
Science
.
2003
;
300
(
5626
):
1742
1745
.

Richmond
RC
,
Gilbert
DG
,
Sheehan
KB
,
Gromko
MH
,
Butterworth
FM.
Esterase 6 and reproduction in Drosophila melanogaster
.
Science
.
1980
;
207
(
4438
):
1483
1485
.

Rideout
EJ
,
Narsaiya
MS
,
Grewal
SS.
The sex determination gene transformer regulates male-female differences in Drosophila body size
.
PLoS Genet
.
2015
;
11
(
12
):
e1005683
.

Rolff
J.
Effects of age and gender on immune function of dragonflies (Odonata, Lestidae) from a wild population
.
Can J Zool
.
2001
;
79
(
12
):
2176
2180
.

Rowe
L
,
Chenoweth
SF
,
Agrawal
AF.
The genomics of sexual conflict
.
Am Nat
.
2018
;
192
(
2
):
274
286
.

Ryner
LC
,
Goodwin
SF
,
Castrillon
DH
,
Anand
A
,
Villella
A
,
Baker
BS
,
Hall
JC
,
Taylor
BJ
,
Wasserman
SA.
Control of male sexual behavior and sexual orientation in Drosophila by the fruitless gene
.
Cell
.
1996
;
87
(
6
):
1079
1089
.

Salz
HK.
Sex determination in insects: a binary decision based on alternative splicing
.
Curr Opin Genet Dev
.
2011
;
21
(
4
):
395
400
.

Sánchez
L.
Sex-determining mechanisms in insects
.
Int J Dev Biol
.
2008
;
52
(
7
):
837
856
.

Sánchez
L
,
Granadino
B
,
Torres
M.
Sex determination in Drosophila melanogaster: X-linked genes involved in the initial step of Sex-lethal activation
.
Dev Genet
.
1994
;
15
(
3
):
251
264
.

Santel
A
,
Blumer
N
,
Kampfer
M
,
Renkawitz-Pohl
R.
Flagellar mitochondrial association of the male-specific Don Juan protein in Drosophila spermatozoa
.
J Cell Sci
.
1998
;
111
(
22
):
3299
3309
.

Santel
A
,
Winhauer
T
,
Blümer
N
,
Renkawitz-Pohl
R.
The Drosophila don juan (dj) gene encodes a novel sperm specific protein component characterized by an unusual domain of a repetitive amino acid motif
.
Mech Dev
.
1997
;
64
(
1–2
):
19
30
.

Sappington
TW
,
Raikhel
AS.
Molecular characteristics of insect vitellogenins and vitellogenin receptors
.
Insect Biochem Mol Biol
.
1998
;
28
(
5–6
):
277
300
.

Sawala
A
,
Gould
AP.
The sex of specific neurons controls female body growth in Drosophila
.
PLoS Biol
.
2017
;
15
(
10
):
e2002252
.

Scott
D.
Inhibition of female Drosophila melanogaster remating by a seminal fluid protein (Esterase 6)
.
Evolution
.
1986
;
40
(
5
):
1084
1091
.

Sdralia
N
,
Swevers
L
,
Iatrou
K.
BmVMP90, a large vitelline membrane protein of the domesticated silkmoth Bombyx mori, is an essential component of the developing ovarian follicle
.
Insect Biochem Mol Biol
.
2012
;
42
(
9
):
717
727
.

Smirle
MJ
,
Zurowski
CL
,
Ayyanath
M-M
,
Scott
IM
,
MacKenzie
KE.
Laboratory studies of insecticide efficacy and resistance in Drosophila suzukii (Matsumura) (Diptera: Drosophilidae) populations from British Columbia, Canada
.
Pest Manag Sci
.
2017
;
73
(
1
):
130
137
.

Stokes
BA
,
Yadav
S
,
Shokal
U
,
Smith
LC
,
Eleftherianos
I.
Bacterial and fungal pattern recognition receptors in homologous innate signaling pathways of insects and mammals
.
Front Microbiol
.
2015
;
6
(
19
):
19
.

Swanson
WJ
,
Clark
AG
,
Waldrip-Dail
HM
,
Wolfner
MF
,
Aquadro
CF.
Evolutionary EST analysis identifies rapidly evolving male reproductive proteins in Drosophila
.
Proc Natl Acad Sci U S A
.
2001
;
98
(
13
):
7375
7379
.

Swarup
S
,
Morozova
TV
,
Sridhar
S
,
Nokes
M
,
Anholt
RR.
Modulation of feeding behavior by odorant-binding proteins in Drosophila melanogaster
.
Chem Senses
.
2014
;
39
(
2
):
125
132
.

Tan
A
,
Fu
G
,
Jin
L
,
Guo
Q
,
Li
Z
,
Niu
B
,
Meng
Z
,
Morrison
NI
,
Alphey
L
,
Huang
Y.
Transgene-based, female-specific lethality system for genetic sexing of the silkworm, Bombyx mori
.
Proc Natl Acad Sci U S A
.
2013
;
110
(
17
):
6766
6770
.

Timmeren
SV
,
Isaacs
R.
Control of spotted wing Drosophila, Drosophila suzukii, by specific insecticides and by conventional and organic crop protection programs
.
Crop Prot
.
2013
;
54
:
126
133
.

Torres
M
,
Sánchez
L.
The sisterless-b function of the Drosophila gene scute is restricted to the stage when the X:A ratio determines the activity of Sex-lethal
.
Development
.
1991
;
113
(
2
):
715
722
.

Tufail
M
,
Takeda
M.
Insect vitellogenin/lipophorin receptors: molecular structures, role in oogenesis, and regulatory mechanisms
.
J Insect Physiol
.
2009
;
55
(
2
):
87
103
.

Vicoso
B
,
Bachtrog
D.
Reversal of an ancient sex chromosome to an autosome in Drosophila
.
Nature
.
2013
;
499
(
7458
):
332
335
.

Villella
A
,
Hall
JC.
Neurogenetics of courtship and mating in Drosophila
.
Adv Genet
.
2008
;
62
:
67
184
.

Vincent
CM
,
Sharp
NP.
Sexual antagonism for resistance and tolerance to infection in Drosophila melanogaster
.
Proc Biol Sci
.
2014
;
281
(
1788
):
20140987
.

Walker
MJ
,
Rylett
CM
,
Keen
JN
,
Audsley
N
,
Sajid
M
,
Shirras
AD
,
Isaac
RE.
Proteomic identification of Drosophila melanogaster male accessory gland proteins, including a pro-cathepsin and a soluble γ-glutamyl transpeptidase
.
Proteome Sci
.
2006
;
4
(
1
):
9
.

Walsh
DB
,
Bolda
MP
,
Goodhue
RE
,
Dreves
AJ
,
Lee
J.
Drosophila suzukii (Diptera: Drosophilidae): invasive pest of ripening soft fruit expanding its geographic range and damage potential
.
J Integr Pest Manag
.
2011
;
2
:
1
7
.

Wang
X
,
Werren
JH
,
Clark
AG.
Genetic and epigenetic architecture of sex biased expression in the jewel wasps Nasonia vitripennis and giraulti
.
Proc Natl Acad Sci U S A
.
2015
;
112
(
27
):
E3545
E3554
.

Whittle
CA
,
Extavour
CG.
Rapid evolution of ovarian-biased genes in the yellow fever mosquito (Aedes aegypti)
.
Genetics
.
2017
;
206
(
4
):
2119
2137
.

Whittle
CA
,
Kulkarni
A
,
Extavour
CG.
Evolutionary dynamics of sex-biased genes expressed in cricket brains and gonads. bioRxiv;
2020
. doi: https://doi.org/10.1101/2020.07.07.192039

Williams
TM
,
Carroll
SB.
Genetic and molecular insights into the development and evolution of sexual dimorphism
.
Nat Rev Genet
.
2009
;
10
(
11
):
797
804
.

Xu
L
,
Tang
KY
,
Chen
XF
,
Tao
Y
,
Jiang
HB
,
Wang
JJ.
Comparative transcriptomic analysis reveals female-biased olfactory genes potentially involved in plant volatile-mediated oviposition behavior of Bactrocera dorsalis
.
BMC Genomics
.
2021
;
22
(
1
):
25
.

Younger-Shepherd
S
,
Vaessin
H
,
Bier
E
,
Jan
LY
,
Jan
YN.
 
deadpan, an essential pan-neural gene encoding an HLH protein, acts as a denominator in Drosophila sex determination
.
Cell
.
1992
;
70
(
6
):
911
922
.

Zhang
W
,
Ma
L
,
Xiao
H
,
Xie
B
,
Smagghe
G
,
Guo
Y
,
Liang
G.
Molecular characterization and function analysis of the vitellogenin receptor from the cotton bollworm, Helicoverpa armigera (Hübner) (Lepidoptera, Noctuidae)
.
PLoS One
.
2016
;
11
(
5
):
e0155785
.

Zhang
Y
,
Sturgill
D
,
Parisi
M
,
Kumar
S
,
Oliver
B.
Constraint and turnover in sex-biased gene expression in the genus Drosophila
.
Nature
.
2007
;
450
(
7167
):
233
237
.

Zhang
Z
,
Hambuch
TM
,
Parsch
J.
Molecular evolution of sex-biased genes in Drosophila
.
Mol Biol Evol
.
2004
;
21
(
11
):
2130
2139
.

Zhang
Z
,
Niu
B
,
Ji
D
,
Li
M
,
Li
K
,
James
AA
,
Tan
A
,
Huang
Y.
Silkworm genetic sexing through W chromosome-linked, targeted gene integration
.
Proc Natl Acad Sci U S A
.
2018
;
115
(
35
):
8752
8756
.

Zhang
Z
,
Parsch
J.
Positive correlation between evolutionary rate and recombination rate in Drosophila genes with male-biased expression
.
Mol Biol Evol
.
2005
;
22
(
10
):
1945
1947
.

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