Effectiveness of Create ML in microscopy image classifications: a simple and inexpensive deep learning pipeline for non-data scientists.

Observing chromosomes is a time-consuming and labor-intensive process, and chromosomes have been analyzed manually for many years. In the last decade, automated acquisition systems for microscopic images have advanced dramatically due to advances in their controlling computer systems, and nowadays, it is possible to automatically acquire sets of tiling-images consisting of large number, more than 1000, of images from large areas of specimens. However, there has been no simple and inexpensive system to efficiently select images containing mitotic cells among these images. In this paper, a classification system of chromosomal images by deep learning artificial intelligence (AI) that can be easily handled by non-data scientists was applied. With this system, models suitable for our own samples could be easily built on a Macintosh computer with Create ML. As examples, models constructed by learning using chromosome images derived from various plant species were able to classify images containing mitotic cells among samples from plant species not used for learning in addition to samples from the species used. The system also worked for cells in tissue sections and tetrads. Since this system is inexpensive and can be easily trained via deep learning using scientists' own samples, it can be used not only for chromosomal image analysis but also for analysis of other biology-related images.

Nondisjunction in favor of a chromosome: the mechanism of rye B chromosome drive during pollen mitosis.

B chromosomes (Bs) are supernumerary components of the genome and do not confer any advantages on the organisms that harbor them. The maintenance of Bs in natural populations is possible by their transmission at higher than Mendelian frequencies. Although drive is the key for understanding B chromosomes, the mechanism is largely unknown. We provide direct insights into the cellular mechanism of B chromosome drive in the male gametophyte of rye (Secale cereale). We found that nondisjunction of Bs is accompanied by centromere activity and is likely caused by extended cohesion of the B sister chromatids. The B centromere originated from an A centromere, which accumulated B-specific repeats and rearrangements. Because of unequal spindle formation at the first pollen mitosis, nondisjoined B chromatids preferentially become located toward the generative pole. The failure to resolve pericentromeric cohesion is under the control of the B-specific nondisjunction control region. Hence, a combination of nondisjunction and unequal spindle formation at first pollen mitosis results in the accumulation of Bs in the generative nucleus and therefore ensures their transmission at a higher than expected rate to the next generation.

Generation of an artificial ring chromosome in Arabidopsis by Cre/LoxP-mediated recombination.

A eukaryotic chromosome consists of a centromere, two telomeres and a number of replication origins, and 'artificial chromosomes' may be created in yeast and mammals when these three elements are artificially joined and introduced into cells. Plant artificial chromosomes (PACs) have been suggested as new vectors for the development of new crops and as tools for basic research on chromosomes. However, indisputable PAC formation has not yet been confirmed. Here, we present a method for generating PACs in the model plant Arabidopsis thaliana using the Cre/LoxP and Activator/Dissociation element systems. The successfully generated PAC, designated AtARC1 (A. thaliana artificial ring chromosome 1), originated from a centromeric edge of the long arm of chromosome 2, but its size (2.85 Mb) is much smaller than that of the original chromosome (26.3 Mb). Although AtARC1 contains only a short centromere domain consisting of 180 bp repeats approximately 250 kb in length, compared with the 3 Mb domain on the original chromosome 2, centromere-specific histone H3 (HTR12) was detected on the centromeric region. This result supported the observed stability of the PAC during mitosis in the absence of selection, and transmission of the PAC to the next generation through meiosis. Because AtARC1 contains a unique LoxP site driven by the CaMV 35S promoter, it is possible to introduce a selectable marker and desired transgenes into AtARC1 at the LoxP site using Cre recombinase. Therefore, AtARC1 meets the criteria for a PAC and is a promising vector.

Identification and characterization of functional centromeres of the common bean.

In higher eukaryotes, centromeres are typically composed of megabase-sized arrays of satellite repeats that evolve rapidly and homogenize within a species' genome. Despite the importance of centromeres, our knowledge is limited to a few model species. We conducted a comprehensive analysis of common bean (Phaseolus vulgaris) centromeric satellite DNA using genomic data, fluorescence in situ hybridization (FISH), immunofluorescence and chromatin immunoprecipitation (ChIP). Two unrelated centromere-specific satellite repeats, CentPv1 and CentPv2, and the common bean centromere-specific histone H3 (PvCENH3) were identified. FISH showed that CentPv1 and CentPv2 are predominantly located at subsets of eight and three centromeres, respectively. Immunofluorescence- and ChIP-based assays demonstrated the functional significance of CentPv1 and CentPv2 at centromeres. Genomic analysis revealed several interesting features of CentPv1 and CentPv2: (i) CentPv1 is organized into an higher-order repeat structure, named Nazca, of 528 bp, whereas CentPv2 is composed of tandemly organized monomers; (ii) CentPv1 and CentPv2 have undergone chromosome-specific homogenization; and (iii) CentPv1 and CentPv2 are not likely to be commingled in the genome. These findings suggest that two distinct sets of centromere sequences have evolved independently within the common bean genome, and provide insight into centromere satellite evolution.

Tobacco karyotyping by accurate centromere identification and novel repetitive DNA localization.

Tobacco (Nicotiana tabacum) is an amphidiploid species (2n = 4x = 48, genome constitution SSTT) derived from a natural hybrid between Nicotiana sylvestris (2n = 2x = 24, SS) and Nicotiana tomentosiformis (2n = 2x = 24, TT). Genomic in situ hybridization (GISH), using the genomic DNA from these ancestral species as probes, revealed the chromosomal origins (S or T) and the occurrence of intergenomic translocations in N. tabacum. Fluorescence in situ hybridization (FISH) was also used to distinguish between chromosomes. However, the use of repetitive DNA sequences as probes for FISH analysis is limited by an inability to identify all chromosomes. In addition to this limitation, the occurrence of chromosomal tertiary constrictions can easily lead to the misclassification of chromosomes. To overcome these issues, immunostaining with anti-N. tabacum centromere-specific histone H3 antibody was carried out to determine the centromere position of each chromosome, followed by FISH analysis with ten distinct repetitive DNA probes. This approach allowed us to identify 22 of the 24 chromosome pairs in N. tabacum and revealed novel intergenomic chromosome rearrangements and B-chromosome-like minichromosomes. Hence, the combination of immunostaining with FISH and GISH is critical to accurately karyotype tobacco.

Meiosis-specific loading of the centromere-specific histone CENH3 in Arabidopsis thaliana.

Centromere behavior is specialized in meiosis I, so that sister chromatids of homologous chromosomes are pulled toward the same side of the spindle (through kinetochore mono-orientation) and chromosome number is reduced. Factors required for mono-orientation have been identified in yeast. However, comparatively little is known about how meiotic centromere behavior is specialized in animals and plants that typically have large tandem repeat centromeres. Kinetochores are nucleated by the centromere-specific histone CENH3. Unlike conventional histone H3s, CENH3 is rapidly evolving, particularly in its N-terminal tail domain. Here we describe chimeric variants of CENH3 with alterations in the N-terminal tail that are specifically defective in meiosis. Arabidopsis thaliana cenh3 mutants expressing a GFP-tagged chimeric protein containing the H3 N-terminal tail and the CENH3 C-terminus (termed GFP-tailswap) are sterile because of random meiotic chromosome segregation. These defects result from the specific depletion of GFP-tailswap protein from meiotic kinetochores, which contrasts with its normal localization in mitotic cells. Loss of the GFP-tailswap CENH3 variant in meiosis affects recruitment of the essential kinetochore protein MIS12. Our findings suggest that CENH3 loading dynamics might be regulated differently in mitosis and meiosis. As further support for our hypothesis, we show that GFP-tailswap protein is recruited back to centromeres in a subset of pollen grains in GFP-tailswap once they resume haploid mitosis. Meiotic recruitment of the GFP-tailswap CENH3 variant is not restored by removal of the meiosis-specific cohesin subunit REC8. Our results reveal the existence of a specialized loading pathway for CENH3 during meiosis that is likely to involve the hypervariable N-terminal tail. Meiosis-specific CENH3 dynamics may play a role in modulating meiotic centromere behavior.

Sequencing of a rice centromere uncovers active genes.

Centromeres are the last frontiers of complex eukaryotic genomes, consisting of highly repetitive sequences that resist mapping, cloning and sequencing. The centromere of rice Chromosome 8 (Cen8) has an unusually low abundance of highly repetitive satellite DNA, which allowed us to determine its sequence. A region of approximately 750 kb in Cen8 binds rice CENH3, the centromere-specific H3 histone. CENH3 binding is contained within a larger region that has abundant dimethylation of histone H3 at Lys9 (H3-Lys9), consistent with Cen8 being embedded in heterochromatin. Fourteen predicted and at least four active genes are interspersed in Cen8, along with CENH3 binding sites. The retrotransposons located in and outside of the CENH3 binding domain have similar ages and structural dynamics. These results suggest that Cen8 may represent an intermediate stage in the evolution of centromeres from genic regions, as in human neocentromeres, to fully mature centromeres that accumulate megabases of homogeneous satellite arrays.

CRISPR-FISH: A CRISPR/Cas9-Based In Situ Labeling Method.

Fluorescence in situ hybridization (FISH) has been widely used to visualize target DNA sequences in fixed chromosome samples by denaturing the dsDNA to allow complementary probe hybridization, thus damaging the chromatin structure by harsh treatments. To overcome this limitation, a CRISPR/Cas9-based in situ labeling method was developed, termed CRISPR-FISH. This method is also known as RNA-guided endonuclease-in situ labeling (RGEN-ISL). Here we present different protocols for the application of CRISPR-FISH on acetic acid: ethanol or formaldehyde-fixed nuclei and chromosomes as well as tissue sections for labeling repetitive sequences in a range of plant species. In addition, methods on how immunostaining can be combined with CRISPR-FISH are provided.

Phenotypic effects of Am genomes in nascent synthetic hexaploids derived from interspecific crosses between durum and wild einkorn wheat.

Allopolyploid speciation is a major evolutionary process in wheat (Triticum spp.) and the related Aegilops species. The generation of synthetic polyploids by interspecific crosses artificially reproduces the allopolyploidization of wheat and its relatives. These synthetic polyploids allow breeders to introduce agriculturally important traits into durum and common wheat cultivars. This study aimed to evaluate the genetic and phenotypic diversity in wild einkorn Triticum monococcum ssp. aegilopoides (Link) Thell., to generate a set of synthetic hexaploid lines containing the various Am genomes from wild einkorn, and to reveal their trait characteristics. We examined the genetic diversity of 43 wild einkorn accessions using simple sequence repeat markers covering all the chromosomes and revealed two genetically divergent lineages, L1 and L2. The genetic divergence between these lineages was linked to their phenotypic divergence and their habitats. L1 accessions were characterized by early flowering, fewer spikelets, and large spikelets compared to L2 accessions. These trait differences could have resulted from adaptation to their different habitats. We then developed 42 synthetic hexaploids containing the AABBAmAm genome through interspecific crosses between T. turgidum cv. Langdon (AABB genome) as the female parent and the wild einkorn accessions (AmAm genome) as the male parents. Two of the 42 AABBAmAm synthetic hexaploids exhibited hybrid dwarfness. The phenotypic divergence between L1 and L2 accessions of wild einkorn, especially for days to flowering and spikelet-related traits, significantly reflected phenotypic differences in the synthetic hexaploids. The differences in plant height and internodes between the lineages were more distinct in the hexaploid backgrounds. Furthermore, the AABBAmAm synthetic hexaploids had longer spikelets and grains, long awns, high plant heights, soft grains, and late flowering, which are distinct from other synthetic hexaploid wheat lines such as AABBDD. Utilization of various Am genomes of wild einkorn resulted in wide phenotypic diversity in the AABBAmAm synthetic hexaploids and provides promising new breeding materials for wheat.

Stability of monocentric and dicentric ring minichromosomes in Arabidopsis.

A dicentric ring minichromosome (miniδ) was identified in transgenic Arabidopsis thaliana and added to a wild type as a supernumerary chromosome. This line is relatively stable and has been maintained for generations, notwithstanding its ring and dicentric structure. To determine the mechanism for stable transmission of miniδ, the structure and behavior of two new types of ring minichromosomes (miniδ1 and miniδ1-1) derived from miniδ were investigated. Fluorescence in situ hybridization analysis revealed that miniδ1 is dicentric just like miniδ, whereas miniδ1-1 is monocentric. The estimated sizes of miniδ1 and miniδ1-1 were 3.8~5.0 and 1.7 Mb, respectively. The sizes of the two centromeres on miniδ1 were identical (ca. 270 kb) and similar to that of miniδ1-1 (ca. 250 kb). Miniδ1 was relatively stable during mitosis and meiosis, as is miniδ, whereas miniδ1-1 was unstable during mitosis, and the number of minichromosomes per cell varied. This possibly resulted from misdivision caused by a short centromere on monocentric miniδ1-1. Transmission through the female was quite limited for all three ring minichromosomes (0-3.2%), whereas that through the male was relatively high (15.4-27.3%) compared with that of other supernumerary chromosomes in Arabidopsis. Ring structure without telomeres itself seems not to limit the female transmission.

Functional centromeres in Astragalus sinicus include a compact centromere-specific histone H3 and a 20-bp tandem repeat.

The centromere plays an essential role for proper chromosome segregation during cell division and usually harbors long arrays of tandem repeated satellite DNA sequences. Although this function is conserved among eukaryotes, the sequences of centromeric DNA repeats are variable. Most of our understanding of functional centromeres, which are defined by localization of a centromere-specific histone H3 (CENH3) protein, comes from model organisms. The components of the functional centromere in legumes are poorly known. The genus Astragalus is a member of the legumes and bears the largest numbers of species among angiosperms. Therefore, we studied the components of centromeres in Astragalus sinicus. We identified the CenH3 homolog of A. sinicus, AsCenH3 that is the most compact in size among higher eukaryotes. A CENH3-based assay revealed the functional centromeric DNA sequences from A. sinicus, called CentAs. The CentAs repeat is localized in A. sinicus centromeres, and comprises an AT-rich tandem repeat with a monomer size of 20 nucleotides.

CENH3 distribution and differential chromatin modifications during pollen development in rye (Secale cereale L.).

Microgametogenesis in angiosperms results in two structurally and functionally different cells, one generative cell, which subsequently forms the sperm cells, and the vegetative cell. We analysed the chromatin properties of both types of nuclei after first and second pollen mitosis in rye (Secale cereale). The condensed chromatin of generative nuclei is earmarked by an enhanced level of histone H3K4/K9 dimethylation and H3K9 acetylation. The less condensed vegetative nuclei are RNA polymerase II positive. Trimethylation of H3K27 is not involved in transcriptional downregulation of genes located in generative nuclei as H3K27me3 was exclusively detected in the vegetative nuclei. The global level of DNA methylation does not differ between both types of pollen nuclei. In rye, unlike in Arabidopsis thaliana (Ingouff et al. Curr Biol 17:1032-1037 2007; Schoft et al. EMBO Rep 10:1015-1021 2009), centromeric histone H3 is not excluded from the chromatin of the vegetative nucleus and the condensation degree of centromeric and subtelomeric regions did not differ between the generative and vegetative nuclei. Differences between rye and A. thaliana data suggest that the chromatin organization in mature nuclei of pollen grains is not universal across angiosperms.

Coexistence of NtCENH3 and two retrotransposons in tobacco centromeres.

Although a centromeric DNA fragment of tobacco (Nicotiana tabacum), Nt2-7, has been reported, the overall structure of the centromeres remains unknown. To characterize the centromeric DNA sequences, we conducted a chromatin immunoprecipitation assay using anti-NtCENH3 antibody and chromatins isolated from two ancestral diploid species (Nicotiana sylvestris and Nicotiana tomentosiformis) of N. tabacum and isolated a 178-pb fragment, Nto1 from N. tomentosiformis, as a novel centromeric DNA. Fluorescence in situ hybridization (FISH) showed that Nto1 localizes on 24 out of 48 chromosomes in some cells of a BY-2 cell line. To identify the origins of the Nt2-7 and Nto1, a tobacco bacterial artificial chromosome (BAC) library was constructed from N. tabacum, and then screened by polymerase chain reaction (PCR) with primer sets designed from the Nt2-7 and Not1 DNA sequences. Twelve BAC clones were found to localize on the centromeric regions by FISH. We selected three BAC clones for sequencing and identified two centromeric retrotransposons, NtCR and NtoCR, the DNA sequences of which are similar to that of Nt2-7 and Nto1, respectively. Quantitative PCR analysis using coprecipitated DNA with anti-NtCENH3 clearly showed coexistence of NtCENH3 with both retrotransposons. These results indicate the possibility that these two retrotransposons act as centromeric DNA sequences in tobacco. NtoCR was found to be specific to N. tomentosiformis and T genome of N. tabacum, and a NtCR-like centromeric retrotransposon (TGRIV) exists in tomato. This specificity suggests that the times of amplification of these centromeric retrotransposons were different.

Isolation of centromeric-tandem repetitive DNA sequences by chromatin affinity purification using a HaloTag7-fused centromere-specific histone H3 in tobacco.

The centromere is a multi-functional complex comprising centromeric DNA and a number of proteins. To isolate unidentified centromeric DNA sequences, centromere-specific histone H3 variants (CENH3) and chromatin immunoprecipitation (ChIP) have been utilized in some plant species. However, anti-CENH3 antibody for ChIP must be raised in each species because of its species specificity. Production of the antibodies is time-consuming and costly, and it is not easy to produce ChIP-grade antibodies. In this study, we applied a HaloTag7-based chromatin affinity purification system to isolate centromeric DNA sequences in tobacco. This system required no specific antibody, and made it possible to apply a highly stringent wash to remove contaminated DNA. As a result, we succeeded in isolating five tandem repetitive DNA sequences in addition to the centromeric retrotransposons that were previously identified by ChIP. Three of the tandem repeats were centromere-specific sequences located on different chromosomes. These results confirm the validity of the HaloTag7-based chromatin affinity purification system as an alternative method to ChIP for isolating unknown centromeric DNA sequences. The discovery of more than two chromosome-specific centromeric DNA sequences indicates the mosaic structure of tobacco centromeres.

Minichromosome stability induced by partial genome duplication in Arabidopsis thaliana.

Two partially reconstructed karyotypes (RK1 and RK2) of Arabidopsis thaliana have been established from a transformant, in which four structurally changed chromosomes (alpha, beta, gamma, and delta) were involved. Both karyotypes are composed of 12 chromosomes, 2n = 1" + 3" + 4" + 5" + alpha" + gamma" = 12 for RK1 and 2n = 3" + 4" + 5" + alpha" + beta" + gamma" = 12 for RK2, and these chromosome constitutions were relatively stable at least for three generations. Pairing at meiosis was limited to the homologues (1, 3, 4, 5, alpha, beta, or gamma), and no pairing occurred among non-homologous chromosomes in both karyotypes. For minichromosome alpha (mini alpha), precocious separation at metaphase I was frequently observed in RK2, as found for other minichromosomes, but was rare in RK1. This stable paring of mini alpha was possibly caused by duplication of the terminal tip of chromosome 1 that is characteristic of RK1.

Functional centromeres in soybean include two distinct tandem repeats and a retrotransposon.

The centromere as a kinetochore assembly site is fundamental to the partitioning of genetic material during cell division. In order to determine the functional centromeres of soybean, we characterized the soybean centromere-specific histone H3 (GmCENH3) protein and developed an antibody against the N-terminal end. Using this antibody, we cloned centromere-associated DNA sequences by chromatin immunoprecipitation. Our analyses indicate that soybean centromeres are composed of two distinct satellite repeats (GmCent-1 and GmCent-4) and retrotransposon-related sequences (GmCR). The possible allopolyploid origin of the soybean genome is discussed in view of the centromeric satellite sequences present.

Centromere targeting of alien CENH3s in Arabidopsis and tobacco cells.

The centromere is a region utilized for spindle attachment on a eukaryotic chromosome and essential for accurate chromatid segregation. In most eukaryotes, centromeres have specific DNA sequences and are capable of assembling specific proteins to form a complex called the kinetochore. Among these proteins, centromeric histone H3 (CENH3) is one of the most fundamental, since CENH3s have been found in all investigated functional centromeres and recruits other centromeric proteins. In this study, the localization of alien CENH3s were analyzed in Arabidopsis and tobacco-cultured cells to determine the interaction between species-specific centromeric DNA and CENH3. Results showed that CENH3 of Arabidopsis and tobacco were localized on centromeres in the tobacco-cultured cells, unlike the case with CENH3 of rice and Luzula. In addition to these CENH3s, CENH3 of Luzula was partially localized in the Arabidopsis cultured cells. These data suggest that only evolutionally close CENH3s are able to target centromeres in alien species. Furthermore, the ability to target alien centromeres of histone fold domains was investigated using amino-terminal deleted CENH3s.

A centromeric DNA sequence colocalized with a centromere-specific histone H3 in tobacco.

Centromeres play an important role in segregating chromosomes into daughter cells, and centromeric DNA assembles specific proteins to form a complex referred to as the kinetochore. Among these proteins, centromere-specific histone H3 (CENH3) is one of the most characterized and found to be located only on active centromeres. We isolated four different CENH3-coding complementary DNAs (cDNAs), two from Nicotiana tabaccum and one each from the ancestral diploid species, Nicotiana sylvestris and Nicotiana tomentosiformis and raised an antibody against N-terminal amino acid sequences deduced from the cDNAs. Immunostaining with the antibody revealed the preferential centromere localization, indicating that the cDNAs cloned in this study encode authentic tobacco CENH3. A tobacco centromeric DNA sequence (Nt2-7) was also identified by chromatin immunoprecipitation cloning using the antibody.

Characterization of the two centromeric proteins CENP-C and MIS12 in Nicotiana species.

Centromeres play an important role in chromosome transmission in eukaryotes and comprise specific DNA and proteins that form complexes called kinetochores. In tobacco, although a centromere-specific histone H3 (NtCENH3) and centromeric DNA sequence (Nt2-7) have been identified, no other kinetochore components have been determined. In this study, we isolated and characterized cDNAs encoding two centromeric proteins CENP-C and MIS12 from Nicotiana tabaccum. Two CENP-C homologues, NtCENP-C-1 and -2, isolated from N. tabaccum were similar to CENP-C from N. sylvestris and N. tomentosiformis, respectively. Similarly, two Mis12 homologues, NtMIS12-1 and -2, in N. tabaccum were shown to originate from N. sylvestris and N. tomentosiformis, respectively. Both respective homologues for CENP-C and Mis12 were expressed at the same level. This indicates that in a tetraploid species, N. tabaccum, two ancestral genes encoding the centromeric proteins participate equally in the functioning of centromeres.

Phenotypic effects of the U-genome variation in nascent synthetic hexaploids derived from interspecific crosses between durum wheat and its diploid relative Aegilops umbellulata.

Aegilops umbellulata is a wild diploid wheat species with the UU genome that is an important genetic resource for wheat breeding. To exploit new synthetic allohexaploid lines available as bridges for wheat breeding, a total of 26 synthetic hexaploid lines were generated through crossing between the durum wheat cultivar Langdon and 26 accessions of Ae. umbellulata. In nascent synthetic hexaploids with the AABBUU genome, the presence of the set of seven U-genome chromosomes was confirmed with U-genome chromosome-specific markers developed based on RNA-seq-derived data from Ae. umbellulata. The AABBUU synthetic hexaploids showed large variations in flowering- and morphology-related traits, and these large variations transmitted well from the parental Ae. umbellulata accessions. However, the variation ranges in most traits examined were reduced under the AABBUU hexaploid background compared with under the diploid parents. The AABBUU and AABBDD synthetic hexaploids were clearly discriminated by several morphological traits, and an increase of plant height and in the number of spikes and a decrease of spike length were commonly observed in the AABBUU synthetics. Thus, interspecific differences in several morphological traits between Ae. umbellulata and A. tauschii largely affected the basic plant architecture of the synthetic hexaploids. In conclusion, the AABBUU synthetic hexaploid lines produced in the present study are useful resources for the introgression of desirable genes from Ae. umbellulata to common wheat.