{"id":472386,"date":"2026-05-29T03:22:14","date_gmt":"2026-05-29T03:22:14","guid":{"rendered":"https:\/\/www.newsbeep.com\/ie\/472386\/"},"modified":"2026-05-29T03:22:14","modified_gmt":"2026-05-29T03:22:14","slug":"genetic-variation-in-transgenerational-immune-priming-and-its-association-with-fecundity-and-body-mass-in-the-mealworm-beetle-tenebrio-molitor","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/ie\/472386\/","title":{"rendered":"Genetic variation in transgenerational immune priming and its association with fecundity and body mass in the mealworm beetle Tenebrio molitor"},"content":{"rendered":"<p>Beetle cultures<\/p>\n<p>Tenebrio molitor used in this study originated from an outbred stock culture of more than 100,000 individuals, maintained under standard laboratory conditions (24\u2009\u00b1\u20092\u2009\u00b0C, 70% RH; permanent darkness) and allowed to breed randomly. Ten inbred lines (designated A to J) were created by subjecting a random subset of beetles from this population to five generations of full-sib mating (only one inbred pair per generation), followed by free mating in panmixis among the offspring within each line. Each inbred line was then maintained in two 47\u2009L containers, each hosting several hundred individuals. Individuals from both containers were mixed every generation to maintain genetic unity while introducing environmental variation. All the experimental beetles were reared and kept in an insectary at 24\u2009\u00b1\u20092\u2009\u00b0C, 70% relative humidity, under constant darkness, and were supplied ad libitum with bran flour, water, and apple as a supplement. Beetles used in this study were virgin adults of controlled age (10\u2009\u00b1\u20092 days post-eclosion), randomly sampled as pupae from both containers from each inbred line or the outbred stock culture. Before being used in the study, all beetles were weighed to the nearest 1\u2009mg using an OHAUS balance (Discovery Series, DU114C).<\/p>\n<p>Experimental design<\/p>\n<p>Groups of 17 females per inbred line were used to characterize maternal investment in TGIP following a standard maternal immune challenge. TGIP was analysed as a function of female body mass, fecundity, and post-reproductive survival. The data allowed us to quantify genetic variation among beetle lines for these maternal traits by calculating their respective heritabilities and testing for correlations among them. Since our focus was on genetic variation in maternal investment in TGIP across the beetle lines, all females were immune-challenged to induce TGIP, as it is a prerequisite for its expression. Indeed, there is no maternal transfer of immunity if females are not immune-challenged (Zanchi et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Zanchi C, Troussard JP, Moreau J, Moret Y (2012) Relationship between maternal transfer of immunity and mother fecundity in an insect. Proc R Soc B 279:3223&#x2013;3230.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR69\" id=\"ref-link-section-d102774899e674\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>; Dubuffet et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2015\" title=\"Dubuffet A, Zanchi C, Boutet G, Moreau J, Teixeira M, Moret Y (2015) Trans-generational immune priming protects the eggs only against gram-positive bacteria in the mealworm beetle. PLoS Pathog 11:e1005178.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR13\" id=\"ref-link-section-d102774899e677\" rel=\"nofollow noopener\" target=\"_blank\">2015<\/a>; Dhinaut et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e680\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>). Consequently, for the purpose of our study, control females (either injected with saline solution or unmanipulated) were not necessary.<\/p>\n<p>Using inbred organisms in evolutionary research can be problematic, particularly when inbreeding depression leads to a significant reduction in fitness or fitness-related traits, or when the inbred lines do not accurately represent a random sample of genotypes from the original outbred population (Archer et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Archer CR, Zajitschek F, Sakaluk SK, Royle NJ, Hunt J (2012) Sexual selection affects the evolution of lifespan and ageing in the decorated cricket Gryllodes sigillatus. Evolution 66:3088&#x2013;3100.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR1\" id=\"ref-link-section-d102774899e686\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>). Conversely, purging of recessive deleterious alleles during inbreeding may further bias the surviving lines toward genotypes with higher fitness, potentially altering trait distributions and reducing genetic variance. Inbreeding can also distort quantitative genetic parameters, especially the direction and magnitude of genetic correlations between traits (Rose <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1984\" title=\"Rose MR (1984) Genetic covariation in Drosophila life history: untangling the data. Am Nat 123:565&#x2013;569.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR50\" id=\"ref-link-section-d102774899e689\" rel=\"nofollow noopener\" target=\"_blank\">1984<\/a>). Therefore, to illustrate the potential impact of inbreeding on trait expression, we included 17 females from the outbred population, alongside the inbred lines, and measured their investment in TGIP following a standard maternal immune challenge, as well as body mass, fecundity, and post-reproductive survival, as outlined above.<\/p>\n<p>While we did not specifically aim to test for inbreeding effects, we compared traits between outbred and inbred lines (see below) to establish a baseline for comparison. The females from the outbred population were not included in further statistical analyses but were incorporated into the figures for visual comparison, helping determine whether the trait means for the inbred lines fell within the natural range observed in the outbred population. However, there may still be effects of inbreeding on quantitative genetic estimates. Therefore, as with any study involving inbred lines, caution is needed when interpreting our quantitative genetic estimates.<\/p>\n<p>Maternal investment in offspring immune protection, following a standard benign bacterial immune challenge, was estimated based on the proportion of eggs that show antibacterial activity and the level of antibacterial activity in protected eggs (Zanchi et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Zanchi C, Troussard JP, Moreau J, Moret Y (2012) Relationship between maternal transfer of immunity and mother fecundity in an insect. Proc R Soc B 279:3223&#x2013;3230.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR69\" id=\"ref-link-section-d102774899e698\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>). To conduct the immune challenge, we used the gram-positive bacterium Bacillus thuringiensis, known to be a common bacterial pathogen of coleopteran insects (Jurat-Fuentes and Jackson <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Jurat-Fuentes JL, Jackson T (2012) Bacterial entomopathogens. In: Kaya H, Vera F (eds) Insect Pathology, 2nd edn. Academic Press, London, pp 265&#x2013;349\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR24\" id=\"ref-link-section-d102774899e704\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>). For each inbred line, 17 virgin adult females were weighed to the nearest mg and underwent an immune challenge by being injected with a 5\u2009\u00b5L suspension of inactivated B. thuringiensis in sterile phosphate-buffered saline (PBS, 10\u2009mM, pH 7.4) after being chilled on ice for 10\u2009minutes (Zanchi et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Zanchi C, Troussard JP, Moreau J, Moret Y (2012) Relationship between maternal transfer of immunity and mother fecundity in an insect. Proc R Soc B 279:3223&#x2013;3230.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR69\" id=\"ref-link-section-d102774899e710\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>). Inactivation of the bacteria was done by fixation in formaldehyde solution (see below for the method). Following the immune challenge, the females were paired with a virgin and immunologically naive male from the outbred stock culture. They were then allowed to produce eggs for 8 days after the immune challenge in Petri dishes supplied with wheat flour, apple, and water under standard laboratory conditions. Similarly, 17 virgin adult females from the outbred stock culture were used as a control group to compare with the inbred lines. The total number of eggs produced by each female during the 8 days following their immune challenge was recorded. However, only the eggs produced between days 2 and 8 after the maternal immune challenge were used to test their antibacterial activity, as previous studies have shown that immune-challenged females of T. molitor mainly protect their eggs within this period (Zanchi et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Zanchi C, Troussard JP, Moreau J, Moret Y (2012) Relationship between maternal transfer of immunity and mother fecundity in an insect. Proc R Soc B 279:3223&#x2013;3230.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR69\" id=\"ref-link-section-d102774899e717\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>). Furthermore, it was found that the eggs of females immune-challenged with B. thuringiensis require 3 days of development after being laid to exhibit antibacterial activity (Dhinaut et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e723\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>). As a result, the eggs were kept under standard laboratory conditions for 3 days post-oviposition before being frozen in liquid nitrogen and stored at \u201380\u2009\u00b0C, pending measurement of their antibacterial activity. On the 8th day after their immune challenge, females were isolated in grid boxes (boxes with 10 compartments; each compartment: L x W x H, 4.8 \u00d73.2 \u00d72.2\u2009cm) without food. The females were checked once a week for survival under starvation to assess their remaining resources for survival (Moret and Schmid-Hempel <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2000\" title=\"Moret Y, Schmid-Hempel P (2000) Survival for immunity: the price of immune system activation for bumblebee workers. Science 290:1166&#x2013;1168.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR38\" id=\"ref-link-section-d102774899e726\" rel=\"nofollow noopener\" target=\"_blank\">2000<\/a>). Therefore, this approach allowed us to estimate female body mass, fecundity within 8 days post-challenge, investment in egg protection, and survival under starvation after reproduction.<\/p>\n<p>Bacterial cultures for immune challenges<\/p>\n<p>Bacterial cultures and immune challenges were performed as described by Dhinaut et al. (<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e737\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>). The bacterium B. thuringiensis (CIP53.1) used for the immune challenges was obtained from the Pasteur Institute. The bacteria were grown overnight at 28\u2009\u00b0C in liquid Broth medium (10\u2009g bacto-tryptone, 5\u2009g yeast extract, and 10\u2009g NaCl in 1000\u2009mL of distilled water, pH 7). Afterward, the bacteria were inactivated for 30\u2009minutes in 0.5% formaldehyde prepared in PBS, rinsed three times in PBS, and their concentration was adjusted to 108 bacteria per mL using a Neubauer improved cell counting chamber under a phase-contrast microscope (magnification x 400). The success of the inactivation was verified by plating a sample of the bacterial solution on sterile Broth medium with 1% bacterial agar and incubating it at 28\u2009\u00b0C for 24\u2009hours. Aliquots of the bacterial suspension were kept at \u221220\u2009\u00b0C until use. Immune challenges of the beetles were performed by injection through the pleural membrane between the second and third abdominal tergites using sterile glass capillaries that had been pulled out to a fine point with an electrode puller (Narashige PC-10).<\/p>\n<p>Egg antibacterial activity<\/p>\n<p>The antimicrobial activity of each collected egg was measured using a standard zone-of-inhibition assay (Dhinaut et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e753\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>). Individual egg samples were thawed on ice, and egg extracts were prepared by homogenizing each egg into an acetic acid solution (0.05%, 5\u2009\u03bcL per egg). After centrifugation (3500\u2009g, 2\u2009min, 4\u2009\u00b0C), 2\u2009\u00b5L of the supernatant was applied to zone-of-inhibition plates seeded with Arthrobacter globiformis (CIP105365), obtained from the Pasteur Institute. A. globiformis is commonly used as the target bacterium in antibacterial assays due to its high sensitivity to insect-derived antibacterial compounds, which enhances assay resolution (Dubuffet et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2015\" title=\"Dubuffet A, Zanchi C, Boutet G, Moreau J, Teixeira M, Moret Y (2015) Trans-generational immune priming protects the eggs only against gram-positive bacteria in the mealworm beetle. PLoS Pathog 11:e1005178.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR13\" id=\"ref-link-section-d102774899e762\" rel=\"nofollow noopener\" target=\"_blank\">2015<\/a>). This sensitivity is crucial for detecting antibacterial activity at the level of individual eggs. Zone inhibition plates were prepared from an overnight culture of A. globiformis, which was added to Broth medium containing 1% agar to reach a final concentration of 105 cells per mL. Six millilitres of this seeded medium were poured into Petri dishes and allowed to solidify. Sample wells were made using a Pasteur pipette fitted with a ball pump. Two microliters of the sample solution were added to individual wells. A positive control (Tetracycline: Sigma-Aldrich, St. Louis, MO, USA, T3383; 2.5\u2009mg\/mL in absolute ethanol) was included on each plate (Dhinaut et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e771\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>). Plates were incubated overnight at 28\u2009\u00b0C, after which the diameter of each inhibition zone was measured. Due to slight variations in inhibition zones in tetracycline controls, sample inhibition zones were normalized. This was achieved by adjusting each sample\u2019s zone diameter based on the ratio between the tetracycline control on a reference plate (the plate showing the largest inhibition zone) and the tetracycline control on the plate where the sample was measured (Dhinaut et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018a\" title=\"Dhinaut J, Chogne M, Moret Y (2018a) Immune priming specificity within and across generations reveals the range of pathogens affecting evolution of immunity in an insect. J Anim Ecol 87:448&#x2013;463.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR11\" id=\"ref-link-section-d102774899e774\" rel=\"nofollow noopener\" target=\"_blank\">2018a<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2018b\" title=\"Dhinaut J, Chogne M, Moret Y (2018b) Trans-generational immune priming in the mealworm beetle protects eggs through pathogen-dependent mechanisms imposing no immediate fitness cost for the offspring. Dev Comp Immunol 79:105&#x2013;112.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR12\" id=\"ref-link-section-d102774899e777\" rel=\"nofollow noopener\" target=\"_blank\">2018b<\/a>).<\/p>\n<p>From this assay, we estimated female investment in egg protection using two complementary measures. First, the proportion of protected eggs per female was calculated as the number of eggs exhibiting antibacterial activity (i.e., showing a detectable zone of inhibition) divided by the total number of eggs produced. Second, among the subset of eggs that showed antibacterial activity, the mean diameter of the inhibition zone was used to estimate the amount of antimicrobial compounds transferred to the eggs. These two measures respectively captured (1) the proportion of offspring receiving protection and (2) the level of protection provided to those offspring.<\/p>\n<p>Statistics<\/p>\n<p>We compared maternal trait measures between outbred and inbred females with linear mixed-effects models (LMMs) or generalized linear mixed-effects models (GLMMs) implemented in the lme4 package (Bates et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2015\" title=\"Bates D, M&#xE4;chler M, Bolker B, Walker S (2015) Fitting linear mixed-effects models using lme4. J Stat Softw 67:1&#x2013;48.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR2\" id=\"ref-link-section-d102774899e792\" rel=\"nofollow noopener\" target=\"_blank\">2015<\/a>) in R (R Core Team <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2015\" title=\"R Core Team (2015) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. &#010;                https:\/\/www.R-project.org\/&#010;                &#010;              .\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR44\" id=\"ref-link-section-d102774899e795\" rel=\"nofollow noopener\" target=\"_blank\">2015<\/a>), including a binary fixed effect for inbreeding status (inbred vs. outbred) and controlling for body mass. All inbred lines were pooled into a single category (\u2018inbred\u2019), while the outbred population was coded as \u2018outbred\u2019. Body mass was included as a covariate, as it is a proxy for female quality in T. molitor (Jehan et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2020\" title=\"Jehan C, Chogne M, Rigaud T, Moret Y (2020) Sex-specific patterns of senescence in artificial insect populations varying in sex ratio to manipulate reproductive effort. BMC Evol Biol 20:18.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR20\" id=\"ref-link-section-d102774899e801\" rel=\"nofollow noopener\" target=\"_blank\">2020<\/a>, <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2021\" title=\"Jehan C, Sabarly C, Rigaud T, Moret Y (2021) Late-life reproduction in an insect: terminal investment, reproductive restraint or senescence. J Anim Ecol 90:282&#x2013;297.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR21\" id=\"ref-link-section-d102774899e804\" rel=\"nofollow noopener\" target=\"_blank\">2021<\/a>, 2022; Crosland et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2022\" title=\"Crosland A, Rigaud T, Balourdet A, Moret Y (2022) &#x201C;Born with a silver spoon in the mouth has bad sides too&#x201D;: experimentally increasing growth rate enhances individual quality but accelerates reproductive senescence in females of the mealworm beetle Tenebrio molitor. Front Ecol Evol 10:915054.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR9\" id=\"ref-link-section-d102774899e808\" rel=\"nofollow noopener\" target=\"_blank\">2022<\/a>; Zanchi et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2022\" title=\"Zanchi C, Moret Y, Gillingham MAF (2022) Size matters, so does condition: the use of a body condition index reveals the costs and benefits of structural body size in an insect. bioRxiv. &#010;                https:\/\/doi.org\/10.1101\/774893&#010;                &#010;              \" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR67\" id=\"ref-link-section-d102774899e811\" rel=\"nofollow noopener\" target=\"_blank\">2022<\/a>), and line identity was included as a random factor. The proportion of protected eggs laid by each female was analyzed with a binomial GLMM, taking into account the number of protected eggs and the number of eggs tested per female. Fecundity (total egg number) and survival time under starvation were analyzed using Poisson GLMMs, whereas levels of antibacterial activity in protected eggs were analyzed with an LMM. Finally, we tested the effect of inbreeding on female body mass itself with an LMM that included line identity as a random effect.<\/p>\n<p>Phenotypic relationships between the two measures of maternal investment in egg protection (the proportion of protected eggs among those tested, and the average antibacterial activity of protected eggs from each female) and female body mass, fecundity, and starvation resistance were tested using LMMs or GLMMS as above. Female body mass, fecundity, and starvation resistance were included as covariates, with the inbred line treated as a random factor. The outbred population was not included in this analysis.<\/p>\n<p>To assess the potential heritability of maternal investment in egg protection (measured both as the proportion of protected eggs among those tested and as the average antibacterial activity of protected eggs from each female), body mass, fecundity, and post-reproductive survival, we calculated the repeatability of each trait across lines using the rptR package in R (Nakagawa and Schielzeth <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2010\" title=\"Nakagawa S, Schielzeth H (2010) Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biol Rev 85:935&#x2013;956.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR40\" id=\"ref-link-section-d102774899e820\" rel=\"nofollow noopener\" target=\"_blank\">2010<\/a>; Stoffel et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2017\" title=\"Stoffel MA, Nakagawa S, Schielzeth H (2017) rptR: repeatability estimation and variance decomposition by generalized linear mixed-effects models. Methods Ecol Evol 8:1639&#x2013;1644.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR59\" id=\"ref-link-section-d102774899e823\" rel=\"nofollow noopener\" target=\"_blank\">2017<\/a>). Each of the 10 inbred lines (the original outbred population from which the lines were derived was not included in these analyses) consisted of 17 individuals, and all individuals were measured once for the traits listed above. In this context, repeatability reflects the proportion of phenotypic variance explained by differences among lines and sets an upper bound on broad-sense heritability (H\u00b2), which in turn represents an upper bound on narrow-sense heritability (h\u00b2), particularly if additive genetic effects predominate. This approach assumes that lines are genetically homogeneous and that environmental variation is randomly distributed across them. Repeatability was estimated using linear mixed-effects models with \u201cLine\u201d as a random effect and 10,000 bootstrap iterations to compute 95% confidence intervals (CIs). Additionally, we used a likelihood ratio test (LRT), as implemented in the rptR package (REML-based), to assess whether repeatability estimates for each trait were significantly greater than zero. P-values from the LRT were adjusted for multiple testing using the Benjamini-Hochberg false discovery rate (FDR) procedure (Benjamini and Hochberg <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1995\" title=\"Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc B 57:289&#x2013;300.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR3\" id=\"ref-link-section-d102774899e836\" rel=\"nofollow noopener\" target=\"_blank\">1995<\/a>). However, as a conservative criterion, we considered repeatability to be significant only when the 95% CI did not include zero.<\/p>\n<p>Genetic correlations between maternal traits were estimated by accounting for within-line variation for each pair of traits. To this end, we employed a repeated sampling procedure: one female was randomly sampled from each line, and a Pearson correlation coefficient (along with its standard error) was calculated for all pairs of traits. For each correlation estimate, the jackknife resampling method was applied following the approach of Roff and Preziosi (<a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1994\" title=\"Roff DA, Preziosi R (1994) The estimation of the genetic correlation: The use of the jackknife. Heredity 73:544&#x2013;548.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR47\" id=\"ref-link-section-d102774899e842\" rel=\"nofollow noopener\" target=\"_blank\">1994<\/a>). Specifically, a series of N (in this case 10) pseudo values was computed by sequentially excluding each line one by one and re-estimating the correlation using the formula:<\/p>\n<p>$${S}_{N,{i}}=\\,{N}_{{rN}}-\\,{\\left(N-1\\right)}_{{rN}-1,{i}}$$<\/p>\n<p>where SN,i is the ith pseudo value, rN is the correlation coefficient estimated using one randomly sampled female per inbred line across all N lines, and rN\u22121,i is the correlation coefficient calculated after excluding the ith inbred line (Archer et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Archer CR, Zajitschek F, Sakaluk SK, Royle NJ, Hunt J (2012) Sexual selection affects the evolution of lifespan and ageing in the decorated cricket Gryllodes sigillatus. Evolution 66:3088&#x2013;3100.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR1\" id=\"ref-link-section-d102774899e961\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>; Letendre et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2021\" title=\"Letendre C, Duffield KR, Sadd BM, Sakaluk SK, House CM, Hunt J (2021) Genetic covariance in immune measures and pathogen resistance in decorated crickets is sex and pathogen specific. J Anim Ecol 91:1471&#x2013;1488.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR30\" id=\"ref-link-section-d102774899e965\" rel=\"nofollow noopener\" target=\"_blank\">2021<\/a>). The jackknife estimate of the genetic correlation (rj) is the mean of the pseudo values, and an estimate of the standard error (SE) is given by:<\/p>\n<p>$${SE}=\\frac{{\\sum }_{i=1}^{i=N}{\\left({S}_{N,i}-{r}_{j}\\right)}^{2}}{N\\left(N-1\\right)}$$<\/p>\n<p>The entire procedure, comprising random sampling of one female per line, correlation estimation, jackknife resampling, and computation of rj and SE, was repeated 10,000 times. From these iterations, we calculated the mean genetic correlation coefficient, its average standard error, and the proportion of iterations in which the correlation was statistically significant.<\/p>\n<p>According to simulation models, the jackknife method yields more precise genetic estimates than traditional inbred line means when fewer than 20 inbred lines are used (Roff and Preziosi <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1994\" title=\"Roff DA, Preziosi R (1994) The estimation of the genetic correlation: The use of the jackknife. Heredity 73:544&#x2013;548.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR47\" id=\"ref-link-section-d102774899e1087\" rel=\"nofollow noopener\" target=\"_blank\">1994<\/a>). These genetic (co)variance estimates from inbred lines include dominance or epistasis variance and are thus considered broad-sense estimates (Falconer and Mackay <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 1996\" title=\"Falconer, DS, Mackay, TFC, 1996. Introduction to Quantitative Genetics, 4th edn. Addison Wesley Longman, Harlow, UK.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR15\" id=\"ref-link-section-d102774899e1090\" rel=\"nofollow noopener\" target=\"_blank\">1996<\/a>). By rearing beetles individually, we reduced the variance between lines caused by shared environmental factors and interactions (Archer et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2012\" title=\"Archer CR, Zajitschek F, Sakaluk SK, Royle NJ, Hunt J (2012) Sexual selection affects the evolution of lifespan and ageing in the decorated cricket Gryllodes sigillatus. Evolution 66:3088&#x2013;3100.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR1\" id=\"ref-link-section-d102774899e1093\" rel=\"nofollow noopener\" target=\"_blank\">2012<\/a>; Letendre et al. <a data-track=\"click\" data-track-action=\"reference anchor\" data-track-label=\"link\" data-test=\"citation-ref\" aria-label=\"Reference 2021\" title=\"Letendre C, Duffield KR, Sadd BM, Sakaluk SK, House CM, Hunt J (2021) Genetic covariance in immune measures and pathogen resistance in decorated crickets is sex and pathogen specific. J Anim Ecol 91:1471&#x2013;1488.\" href=\"http:\/\/www.nature.com\/articles\/s41437-026-00850-9#ref-CR30\" id=\"ref-link-section-d102774899e1096\" rel=\"nofollow noopener\" target=\"_blank\">2021<\/a>). Average genetic correlations were considered statistically significant if their ratios to average standard errors exceeded 1.96, rejecting the null hypothesis of no correlation based on a two-tailed t-distribution with infinite degrees of freedom.<\/p>\n","protected":false},"excerpt":{"rendered":"Beetle cultures Tenebrio molitor used in this study originated from an outbred stock culture of more than 100,000&hellip;\n","protected":false},"author":2,"featured_media":472387,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[4730,120721,2138,6835,77703,1437,5207,61,60,6833,82,6289],"class_list":["post-472386","post","type-post","status-publish","format-standard","has-post-thumbnail","category-science","tag-biomedicine","tag-cytogenetics","tag-ecology","tag-evolutionary-biology","tag-evolutionary-ecology","tag-general","tag-human-genetics","tag-ie","tag-ireland","tag-plant-genetics-and-genomics","tag-science","tag-structural-variation"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/472386","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/comments?post=472386"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/472386\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media\/472387"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media?parent=472386"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/categories?post=472386"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/tags?post=472386"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}