Polygenic inheritance

  • 文章类型: Journal Article
    目的:顺铂诱导耳毒性的基因型-表型关系尚不清楚。通过评估初始顺铂给药后畸变产物耳声发射(DPOAE)水平的早期变化,我们旨在区分患者对顺铂诱导的耳毒性的易感性,并阐明其遗传背景。
    方法:前瞻性横断面研究。
    方法:日本三级转诊医院。
    方法:26例头颈部肿瘤患者接受3个周期的100mg/m2顺铂放化疗。
    方法:重复纯音测听和DPOAE测量,并进行血液采样以进行DNA提取。根据DPOAE水平变化是否超过21天测试间隔的相应参考限值,将患者分为早期耳毒性存在或不存在。
    方法:每个顺铂周期后的听力阈值,其他不良事件的严重程度,比较了顺铂诱导的耳毒性相关基因的多态性。
    结果:14例患者出现早期耳毒性,12例患者无早期耳毒性。在整个治疗过程中,DPOAE的耳毒性存在与频率≥2kHz的听力损失的更大进展相关,并且与耳毒性缺失相比,耳毒性等级更高。耳毒性进一步与≥2级恶心相关。耳毒性的存在与NFE2L2rs6721961的GSTT1无效基因型和G等位基因在遗传上相关,而耳毒性的缺失与GSTM1无效基因型相关。在GSTT1空和rs6721961的T/G或G/G变体的组合基因型模式中,听力损失的剂量依赖性进展最大。
    结论:早期DPOAE变化反映了顺铂诱导耳毒性的遗传易感性。抗氧化剂防御系统的遗传性功能不足会导致严重的顺铂引起的听力损失和恶心。
    OBJECTIVE: The genotype-phenotype relationship in cisplatin-induced ototoxicity remains unclear. By assessing early shifts in distortion product otoacoustic emission (DPOAE) levels after initial cisplatin administration, we aimed to discriminate patients\' susceptibility to cisplatin-induced ototoxicity and elucidate their genetic background.
    METHODS: A prospective cross-sectional study.
    METHODS: Tertiary referral hospital in Japan.
    METHODS: Twenty-six patients with head and neck cancer were undergoing chemoradiotherapy with three cycles of 100 mg/m2 cisplatin.
    METHODS: Repetitive pure-tone audiometry and DPOAE measurements, and blood sampling for DNA extraction were performed. Patients were grouped into early ototoxicity presence or absence based on whether DPOAE level shifts exceeded the corresponding reference limits of the 21-day test interval.
    METHODS: Hearing thresholds after each cisplatin cycle, severity of other adverse events, and polymorphisms in cisplatin-induced ototoxicity-associated genes were compared.
    RESULTS: Early ototoxicity was present in 14 and absent in 12 patients. Ototoxicity presence on DPOAEs was associated with greater progression of hearing loss in frequencies ≥2 kHz throughout therapy and with higher ototoxicity grades compared with ototoxicity absence. Ototoxicity was further associated with grade ≥2 nausea. Ototoxicity presence was genetically associated with the GSTT1 null genotype and G-allele of NFE2L2 rs6721961, whereas ototoxicity absence was associated with the GSTM1 null genotype. Dose-dependent progression of hearing loss was the greatest in the combined genotype pattern of GSTT1 null and the T/G or G/G variants of rs6721961.
    CONCLUSIONS: Early DPOAE changes reflected genetic vulnerability to cisplatin-induced ototoxicity. Hereditary insufficiency of the antioxidant defense system causes severe cisplatin-induced hearing loss and nausea.
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  • 文章类型: Journal Article
    端粒是基因组稳定性必需的染色体末端的核蛋白复合物。基线端粒长度(TL)由罕见和常见的种系遗传变异决定,但随着年龄的增长而缩短,并且易受某些环境暴露的影响。当端粒达到极短的长度时,通常会触发细胞衰老或凋亡。但是尽管染色体不稳定,癌细胞克服了这些保护机制并继续分裂。端粒维持基因中的罕见种系变异导致端粒因年龄(<1百分位数)和端粒生物学障碍而非常短,这与骨髓衰竭的风险升高有关,骨髓增生异常综合征,急性髓系白血病,头颈部和肛门生殖器区域的鳞状细胞癌。由于相同或不同端粒维持基因中的罕见种系变异导致的长端粒与其他癌症的风险升高有关。如慢性淋巴细胞白血病或肉瘤。在普通人群中对TL的早期流行病学研究缺乏可重复性,但新方法,包括使用常见变体创建TL多基因评分,发现更长的端粒与肾细胞癌的过度风险相关,神经胶质瘤,肺癌,和其他人。很明显,当谈到TL和癌症病因时,不要太短,不要太久,但是“恰到好处”端粒对于降低癌症风险很重要。
    Telomeres are the nucleoprotein complex at chromosome ends essential in genomic stability. Baseline telomere length (TL) is determined by rare and common germline genetic variants but shortens with age and is susceptible to certain environmental exposures. Cellular senescence or apoptosis are normally triggered when telomeres reach a critically short length, but cancer cells overcome these protective mechanisms and continue to divide despite chromosomal instability. Rare germline variants in telomere maintenance genes cause exceedingly short telomeres for age (< 1st percentile) and the telomere biology disorders, which are associated with elevated risks of bone marrow failure, myelodysplastic syndrome, acute myeloid leukemia, and squamous cell carcinoma of the head/neck and anogenital regions. Long telomeres due to rare germline variants in the same or different telomere maintenance genes are associated with elevated risks of other cancers, such as chronic lymphocytic leukemia or sarcoma. Early epidemiology studies of TL in the general population lacked reproducibility but new methods, including creation of a TL polygenic score using common variants, have found longer telomeres associated with excess risks of renal cell carcinoma, glioma, lung cancer, and others. It has become clear that when it comes to TL and cancer etiology, not too short, not too long, but \"just right\" telomeres are important in minimizing cancer risk.
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  • 文章类型: Journal Article
    进化突变的力量,选择,迁移,和遗传漂移——塑造人类特征的遗传结构,包括复杂神经精神疾病的遗传结构。在遗传祖先不同的人群中研究这些疾病,历史人口学,和文化历史可以揭示进化力量如何引导适应时间和地点。共同人类生物学的一个基本事实是,一个等位基因在任何人身上都会导致疾病,任何地方,揭示了一个对每个人的正常生物学至关重要的基因,无处不在。因此,在尽可能广泛的人群中了解神经精神疾病的遗传原因,可以最大程度地了解对人脑发育至关重要的基因。从这个角度来看,我们探索基因之间的一些关系,适应,和历史,可以从进化的角度来研究不同人群中复杂的神经精神疾病。
    The forces of evolution-mutation, selection, migration, and genetic drift-shape the genetic architecture of human traits, including the genetic architecture of complex neuropsychiatric illnesses. Studying these illnesses in populations that are diverse in genetic ancestry, historical demography, and cultural history can reveal how evolutionary forces have guided adaptation over time and place. A fundamental truth of shared human biology is that an allele responsible for a disease in anyone, anywhere, reveals a gene critical to the normal biology underlying that condition in everyone, everywhere. Understanding the genetic causes of neuropsychiatric disease in the widest possible range of human populations thus yields the greatest possible range of insight into genes critical to human brain development. In this perspective, we explore some of the relationships between genes, adaptation, and history that can be illuminated by an evolutionary perspective on studies of complex neuropsychiatric disease in diverse populations.
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  • 文章类型: Journal Article
    高度近视是近视的最严重和病理形式。当球面屈光不正超过-6.00球面屈光度(SD)或眼睛的轴向长度(AL)大于26mm时,就会发生这种情况。本文主要针对早发性高度近视,一种越来越常见的疾病,影响10岁以下的儿童,并可能导致其他严重的眼部病变。通过对21个早发高度近视家系的基因分析,这项研究旨在有助于更好地理解遗传学在这种疾病中的作用,并提出候选基因。使用一组已知与病理有关的基因的全外显子组测序研究在结果不确定的家庭中进行:发现的变异中有3%被归类为致病性,6%可能是致病性的,其余91%是不确定意义的变异。这项研究中的大多数家族被发现在几个提出的基因中都有改变。这表明由于改变的累积效应,病理的多基因遗传。需要进一步的研究来验证和确认这些改变在早发性高度近视及其多基因遗传发展中的作用。
    High myopia is the most severe and pathological form of myopia. It occurs when the spherical refractive error exceeds -6.00 spherical diopters (SDs) or the axial length (AL) of the eye is greater than 26 mm. This article focuses on early-onset high myopia, an increasingly common condition that affects children under 10 years of age and can lead to other serious ocular pathologies. Through the genetic analysis of 21 families with early-onset high myopia, this study seeks to contribute to a better understanding of the role of genetics in this disease and to propose candidate genes. Whole-exome sequencing studies with a panel of genes known to be involved in the pathology were performed in families with inconclusive results: 3% of the variants found were classified as pathogenic, 6% were likely pathogenic and the remaining 91% were variants of uncertain significance. Most of the families in this study were found to have alterations in several of the proposed genes. This suggests a polygenic inheritance of the pathology due to the cumulative effect of the alterations. Further studies are needed to validate and confirm the role of these alterations in the development of early-onset high myopia and its polygenic inheritance.
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  • 文章类型: Journal Article
    大效应基因座-通过全基因组关联研究或连锁作图发现的具有统计学意义的基因座-与关键性状在次要背景下分离,通常无法察觉,野生和驯化动植物的遗传效应。在线性混合模型(LMM)分析中,准确地将均值差异和方差归因于正确的成分,对于在动植物育种中选择优良的后代和亲本至关重要。基因治疗,和人类的医学遗传学。标记辅助预测(MAP)及其后继,基因组预测(GP),在选择优秀的个体和了解疾病风险方面有许多优势。然而,这两种方法在研究具有不同遗传结构的复杂性状时比较少见。这项模拟研究表明,平均半方差可以应用于包含孟德尔的模型,寡基因,同时和多基因项,并产生对所有相关变量解释的方差的准确估计。我们先前的研究分别集中在大效应位点和多基因变异上。这项工作旨在综合和扩展平均半方差框架到各种遗传架构和相应的混合模型。该框架独立地解释了大效应基因座和多基因遗传背景的影响,并且普遍适用于人类的遗传学研究。植物,动物,和微生物。
    Large-effect loci-those statistically significant loci discovered by genome-wide association studies or linkage mapping-associated with key traits segregate amidst a background of minor, often undetectable, genetic effects in wild and domesticated plants and animals. Accurately attributing mean differences and variance explained to the correct components in the linear mixed model analysis is vital for selecting superior progeny and parents in plant and animal breeding, gene therapy, and medical genetics in humans. Marker-assisted prediction and its successor, genomic prediction, have many advantages for selecting superior individuals and understanding disease risk. However, these two approaches are less often integrated to study complex traits with different genetic architectures. This simulation study demonstrates that the average semivariance can be applied to models incorporating Mendelian, oligogenic, and polygenic terms simultaneously and yields accurate estimates of the variance explained for all relevant variables. Our previous research focused on large-effect loci and polygenic variance separately. This work aims to synthesize and expand the average semivariance framework to various genetic architectures and the corresponding mixed models. This framework independently accounts for the effects of large-effect loci and the polygenic genetic background and is universally applicable to genetics studies in humans, plants, animals, and microbes.
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  • 文章类型: Journal Article
    鹰嘴豆(Cicerarietinum)是全球重要的食用豆类,但其产量受到真菌病原体Ascochyta疫病(Ascochytarabiei)的负面影响,导致坏死病变导致植物死亡。过去的研究发现Ascochyta抗性是多基因的。重要的是从鹰嘴豆的更广泛的基因库中找到新的抗性基因。这项研究报告了在土耳其南部的田间条件下,Gokce品种与C.reticulum和C.chinospermum的野生鹰嘴豆之间的两个广泛杂交对Ascochyta枯萎病的抗性遗传。接种后,每周对感染损害进行评分,共6周.对这些家族的60个SNP进行基因分型,这些SNP定位到参考基因组上,以进行抗性的定量基因座(QTL)定位。家系表现出广泛的抗性得分分布。在网眼C.reticulum家族中鉴定出7号染色体上的一个晚期响应QTL,在C.chinospermum家族中的2、3和6号染色体上鉴定出三个早期响应QTL。野生等位基因大多显示疾病严重程度降低,而杂合基因型患病最多。围绕QTL的参考CDCFrontier基因组的200kbp基因组区域的询问确定了9个与疾病抗性和细胞壁重塑有关的候选基因。本研究确定了具有育种潜力的新候选鹰嘴豆Ascochyta白叶枯病抗性QTL。
    Chickpea (Cicer arietinum) is a globally important food legume but its yield is negatively impacted by the fungal pathogen Ascochyta blight (Ascochyta rabiei) causing necrotic lesions leading to plant death. Past studies have found that Ascochyta resistance is polygenic. It is important to find new resistance genes from the wider genepool of chickpeas. This study reports the inheritance of Ascochyta blight resistance of two wide crosses between the cultivar Gokce and wild chickpea accessions of C. reticulatum and C. echinospermum under field conditions in Southern Turkey. Following inoculation, infection damage was scored weekly for six weeks. The families were genotyped for 60 SNPs mapped to the reference genome for quantitative locus (QTL) mapping of resistance. Family lines showed broad resistance score distributions. A late responding QTL on chromosome 7 was identified in the C. reticulatum family and three early responding QTLs on chromosomes 2, 3, and 6 in the C. echinospermum family. Wild alleles mostly showed reduced disease severity, while heterozygous genotypes were most diseased. Interrogation of 200k bp genomic regions of the reference CDC Frontier genome surrounding QTLs identified nine gene candidates involved in disease resistance and cell wall remodeling. This study identifies new candidate chickpea Ascochyta blight resistance QTLs of breeding potential.
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  • 文章类型: Journal Article
    癫痫是一种复杂的神经系统疾病,可能由遗传和环境因素引起。已经进行了许多研究以调查癫痫的遗传风险变异和分子机制。激发-抑制平衡(E/I平衡)的破坏是癫痫广泛接受的疾病机制之一。E/I平衡的维持是由多种蛋白质控制的复杂过程。使用全外显子组测序(WES),我们确定了一个新的GABRA1c.448G>A(p。E150K)变体和ERBB4c.1972A>T(p。I658F,rs190654033)在一个患有遗传性广泛性癫痫(GGE)的马来西亚华人家庭中的变异。GGE可由E/I平衡机制的失调触发。通过Sanger测序验证家族中变体的分离。具有GGE的所有家族成员都继承了这两种变体。然而,仅携带一种变种的家庭成员没有表现出任何GGE症状.GABRA1和ERBB4变体都被MutationTaster和CADD预测为破坏性的,和蛋白质结构分析表明,这些变体导致在突变蛋白中形成额外的氢键。GABRA1变体可以降低GABAA受体的效率,和由ERBB4变体引起的组成型活性ERBB4受体促进GABAA受体的内化。两种变体之间的相互作用可能会导致E/I平衡的更大破坏,更有可能诱发癫痫发作。然而,这个疾病模型来自一个小家庭,仍需要进一步的研究来证实所谓疾病模型的可验证性.
    Epilepsy is a complex neurological disease that can be caused by both genetic and environmental factors. Many studies have been conducted to investigate the genetic risk variants and molecular mechanisms of epilepsy. Disruption of excitation-inhibition balance (E/I balance) is one of the widely accepted disease mechanisms of epilepsy. The maintenance of E/I balance is an intricate process that is governed by multiple proteins. Using whole exome sequencing (WES), we identified a novel GABRA1 c.448G>A (p.E150K) variant and ERBB4 c.1972A>T (p.I658F, rs190654033) variant in a Malaysian Chinese family with genetic generalized epilepsy (GGE). The GGE may be triggered by dysregulation of E/I balance mechanism. Segregation of the variants in the family was verified by Sanger sequencing. All family members with GGE inherited both variants. However, family members who carried only one of the variants did not show any symptoms of GGE. Both the GABRA1 and ERBB4 variants were predicted damaging by MutationTaster and CADD, and protein structure analysis showed that the variants had resulted in the formation of additional hydrogen bonds in the mutant proteins. GABRA1 variant could reduce the efficiency of GABAA receptors, and constitutively active ERBB4 receptors caused by the ERBB4 variant promote internalization of GABAA receptors. The interaction between the two variants may cause a greater disruption in E/I balance, which is more likely to induce a seizure. Nevertheless, this disease model was derived from a single small family, further studies are still needed to confirm the verifiability of the purported disease model.
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  • 文章类型: Journal Article
    先天性心脏病(CHD)是活出生儿童中最常见的先天性异常。与综合征性CHD(SCHD)相比,孤立性CHD(ICHD)的遗传基础复杂,潜在的致病机制似乎错综复杂,还没有完全理解。除了罕见的孟德尔病,大多数ICHD都假定体细胞镶嵌或复杂的多因素遗传结构。我们使用从心脏组织中提取的先证者DNA对73个亲代ICHD三重奏进行了外显子组测序(ES)。我们在发育中的人类心脏中表达的心脏相关基因的计算机预测中,鉴定了六个种系从头变异和625种系罕见遗传变异,具有“破坏性”。没有CHD相关的体细胞变异。传输不平衡测试(TDT)和关联测试(AT)没有统计学上的显着结果,除了纤毛基因中的错义变异的AT。体细胞突变不是ICHD的常见原因。罕见的从头和遗传性蛋白质损伤变异可能有助于ICHD,可能是寡基因或多基因疾病模型的一部分。TDT和AT未能提供信息结果,可能是由于缺乏力量,但为未来更大的队列研究提供了框架.总的来说,在个别ICHD病例中,ES对心脏组织的诊断价值有限.
    Congenital heart defects (CHD) are the most common congenital anomalies in liveborn children. In contrast to syndromic CHD (SCHD), the genetic basis of isolated CHD (ICHD) is complex, and the underlying pathogenic mechanisms appear intricate and are incompletely understood. Next to rare Mendelian conditions, somatic mosaicism or a complex multifactorial genetic architecture are assumed for most ICHD. We performed exome sequencing (ES) in 73 parent-offspring ICHD trios using proband DNA extracted from cardiac tissue. We identified six germline de novo variants and 625 germline rare inherited variants with \'damaging\' in silico predictions in cardiac-relevant genes expressed in the developing human heart. There were no CHD-relevant somatic variants. Transmission disequilibrium testing (TDT) and association testing (AT) yielded no statistically significant results, except for the AT of missense variants in cilia genes. Somatic mutations are not a common cause of ICHD. Rare de novo and inherited protein-damaging variants may contribute to ICHD, possibly as part of an oligogenic or polygenic disease model. TDT and AT failed to provide informative results, likely due to the lack of power, but provided a framework for future studies in larger cohorts. Overall, the diagnostic value of ES on cardiac tissue is limited in individual ICHD cases.
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  • 文章类型: Journal Article
    许多患有临床早发性阿尔茨海默病(EOAD)的家庭在遗传上仍无法解释。遗传因素的组合不是标准的调查。除了单基因原因,我们评估了一系列家庭中可能的多基因结构,评估家族性EOAD的基因检测是否可以扩展。
    从更大的患者队列中确定了36个家系(77名患者),与遗传数据(外显子组测序数据和/或SNP阵列)确定的关系。所有家庭包括至少一名症状发作<70岁的AD患者。我们评估了在已知的痴呆相关基因中分离的罕见变异,和其他基因或变异,如果由多个家庭共享。对APOE进行基因分型,并通过靶向测试或使用SNP阵列数据评估APP中的重复。我们计算了多基因风险评分(PRS)与参考人群数据集的比较,通过输入SNP阵列或外显子组测序数据。
    在八个家庭中,我们发现了一种致病变异,包括基因APP,PSEN1、SORL1和一个意外的GRN移码变体。APOE-ε4纯合性存在于18个家庭中,在七个家庭中显示出与疾病的完全隔离。八个家庭具有不确定意义(VUS)的变体,其中6个包括APOE-ε4纯合携带者。合并家庭的PRS与人群平均值相比并不高(β0.05,P=0.21),GRN家族的最大增加量为0.61(OR=1.84)。亚组分析表明,与其他患者相比,六个APP/PSEN1家庭的PRS较低(β-0.22vs.0.10;P=0.009)和所有八个单基因原因家庭的APOE负担较低(β0.29vs.1.15,P=0.010)。九个家庭仍然没有确定的遗传原因或危险因素。
    除了单基因原因,我们怀疑基于APOE和罕见VUS的多基因疾病体系结构在多个家庭中。在研究的家庭中,PRS传达的风险不大。没有任何确定的风险因素的家庭为进一步深入的遗传评估提供了合适的候选者。
    Many families with clinical early-onset Alzheimer\'s disease (EOAD) remain genetically unexplained. A combination of genetic factors is not standardly investigated. In addition to monogenic causes, we evaluated the possible polygenic architecture in a large series of families, to assess if genetic testing of familial EOAD could be expanded.
    Thirty-six pedigrees (77 patients) were ascertained from a larger cohort of patients, with relationships determined by genetic data (exome sequencing data and/or SNP arrays). All families included at least one AD patient with symptom onset <70 years. We evaluated segregating rare variants in known dementia-related genes, and other genes or variants if shared by multiple families. APOE was genotyped and duplications in APP were assessed by targeted test or using SNP array data. We computed polygenic risk scores (PRS) compared with a reference population-based dataset, by imputing SNP arrays or exome sequencing data.
    In eight families, we identified a pathogenic variant, including the genes APP, PSEN1, SORL1, and an unexpected GRN frameshift variant. APOE-ε4 homozygosity was present in eighteen families, showing full segregation with disease in seven families. Eight families harbored a variant of uncertain significance (VUS), of which six included APOE-ε4 homozygous carriers. PRS was not higher in the families combined compared with the population mean (beta 0.05, P = 0.21), with a maximum increase of 0.61 (OR = 1.84) in the GRN family. Subgroup analyses indicated lower PRS in six APP/PSEN1 families compared with the rest (beta -0.22 vs. 0.10; P = 0.009) and lower APOE burden in all eight families with monogenic cause (beta 0.29 vs. 1.15, P = 0.010). Nine families remained without a genetic cause or risk factor identified.
    Besides monogenic causes, we suspect a polygenic disease architecture in multiple families based on APOE and rare VUS. The risk conveyed by PRS is modest across the studied families. Families without any identified risk factor render suitable candidates for further in-depth genetic evaluation.
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  • 文章类型: Journal Article
    高通量表型鉴定是植物科学中的一种新兴方法,但是到目前为止,在园艺作物育种中只有很少的应用。叶片或冠层光谱反射率的遥感可以帮助育种者快速测量性状,提高选择的准确性,从而提高对选择的反应。在本研究中,我们评估了冠层反射率的光谱分析和基因组信息的集成,以预测草莓(Fragaria×ananassa)白粉病。在两个不同的季节中评估了两个多亲本草莓育种种群,总共包括340和464个谱系连接的幼苗。使用紫外-可见-近红外区域(350-1350nm波长)的1001个光谱波段结合8552个单核苷酸多态性标记的单性状贝叶斯预测方法显示,预测能力比单独使用标记的模型提高了2倍。高通量表型的整合在多年/试验中得到了独立的进一步验证,对选择的反应提高了90%。我们还使用估计的营养指数作为次要性状进行了贝叶斯多性状分析。三个植物指数(Datt3,REP_Li,和Vogelmann2)与白粉病视觉等级具有很高的遗传相关性(rA),平均rA值分别为0.76、0.71和0.71。通过仅将植物指数信息纳入个体来增加训练人口规模,从而大大提高了预测能力。这些结果强烈表明,将营养指数用作间接选择的次要性状。总的来说,光谱法和全基因组预测相结合,提高了抗白粉病选择的准确性和响应,展示了整合的表型-基因组学方法在草莓育种中的力量。
    High-throughput phenotyping is an emerging approach in plant science, but thus far only a few applications have been made in horticultural crop breeding. Remote sensing of leaf or canopy spectral reflectance can help breeders rapidly measure traits, increase selection accuracy, and thereby improve response to selection. In the present study, we evaluated the integration of spectral analysis of canopy reflectance and genomic information for the prediction of strawberry (Fragaria × ananassa) powdery mildew disease. Two multi-parental breeding populations of strawberry comprising a total of 340 and 464 pedigree-connected seedlings were evaluated in two separate seasons. A single-trait Bayesian prediction method using 1001 spectral wavebands in the ultraviolet-visible-near infrared region (350-1350 nm wavelength) combined with 8552 single nucleotide polymorphism markers showed up to 2-fold increase in predictive ability over models using markers alone. The integration of high-throughput phenotyping was further validated independently across years/trials with improved response to selection of up to 90%. We also conducted Bayesian multi-trait analysis using the estimated vegetative indices as secondary traits. Three vegetative indices (Datt3, REP_Li, and Vogelmann2) had high genetic correlations (rA) with powdery mildew visual ratings with average rA values of 0.76, 0.71, and 0.71, respectively. Increasing training population sizes by incorporating individuals with only vegetative index information yielded substantial increases in predictive ability. These results strongly indicate the use of vegetative indices as secondary traits for indirect selection. Overall, combining spectrometry and genome-wide prediction improved selection accuracy and response to selection for powdery mildew resistance, demonstrating the power of an integrated phenomics-genomics approach in strawberry breeding.
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