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Colorectal Liver Metastasis Pathomics Model: Integrating Single-Cell and Spatial Transcriptome Analysis With Pathomics for Predicting Liver Metastasis in Colorectal Cancer.

The liver is the primary target organ for hematologic metastasis of colorectal cancer (CRC), and CRC liver metastasis (CRLM) often precludes radical resection, making it the leading cause of death in patients with CRC. To improve the identification and prediction of liver metastasis risk, we identified a cell type of liver metastasis--triggering malignant cells (LMTMCs) through integrating single-cell RNA sequencing and spatial transcriptome analysis. Multiomics cell communication analysis indicated that the interaction between fibroblasts and LMTMCs through the COL1A1-CD44/SDC4 and LAMA4-CD44 signaling axes could promote CRLM. By applying the one-class logistic regression algorithm, we developed a CRLM scoring system in the bulk RNA-sequencing data according to the abundance of LMTMCs in each individual. Using the grouping labels derived from the CRLM scoring system in the bulk data and the corresponding whole-slide images without any manual annotations at the region or pixel level, processed via slide-level weakly supervised learning, a deep-learning model based on the ResNet18 architecture, called Colorectal Liver Metastasis Pathomics Model, was developed to predict the risk of liver metastasis in patients with CRC. The Colorectal Liver Metastasis Pathomics Model achieved an area under the curve of 0.84 at the internal test set of The Cancer Genome Atlas-CRC histology images. In the external independent validation sets, namely the Affiliated Hospital of Southwest Medical University and the Affiliated Traditional Chinese Medicine Hospital of Southwest Medical University cohorts, the areas under the curve were 0.89 and 0.72, respectively, indicating effective classification performances. This study provided new insights and tools for the early identification of CRLM and demonstrated the potential of combining multiomics with deep learning-based pathomics in cancer research.

Humans↗

Nucleotide sequence analysis of the 5.8S rDNA and adjacent ITS2 region of Candida albicans and related species.

We have determined the nucleotide sequence for the DNA encoding the 5.8S RNAs and downstream internal transcribed spacer (ITS2) regions for Candida albicans and the taxonomically related species C. parapsilosis, C. tropicalis, C. glabrata and C. krusei. Phylogenetic analysis of all known fungal 5.8S RNA sequences revealed a close relationship between C. tropicalis and C. parapsilosis, and to a lesser extent C. albicans within the yeast-like fungi. This group can itself be delineated from predominantly filamentous species. The more distal relationships between Candida (Torulopsis) glabrata and C. krusei support previous findings based on small (18S) ribosomal RNA sequence analysis, suggesting a greater degree of evolutionary divergence of these species from the C. albicans group. Among strains of C. albicans we observed conservation of the ITS2 region at the nucleotide level. Conservation was also observed for a more limited number of C. parapsilosis strains. Although the 3' region of the ITS spacer was species specific, sequence homology was observed in the 5' end within the albicans/parapsilosis/tropicalis group. Our findings suggest a rapid approach to species identification through the use of non-conserved regions flanked by highly conserved, functional domains.

Base Sequence↗

Nucleotide sequence, messenger RNA stability, and DNA recognition elements of cys-14, the structural gene for sulfate permease II in Neurospora crassa.

The complete nucleotide sequence of the cys-14 gene which encodes sulfate permease II, a member of the sulfur regulatory circuit, is presented. The cys-14 gene contains four introns with consensus splice site sequences and is transcribed from four closely spaced initiation sites located approximately 20 bp upstream of the ATG initiation codon. The translated CYS14 protein is composed of 781 amino acids with a molecular weight of 87,037 and contains 12 potential hydrophobic membrane-spanning domains. cys-4 mRNA was found to turn over with a half-life of approximately 15 min, which presumably contributes to the regulation of sulfate permease II function. The cys-14 gene is highly expressed, but only in cells subject to sulfur limitation, and is turned on by the positive-acting CYS3 sulfur regulatory protein. Results are presented which show that CYS3 protein binds with higher affinity to DNA fragments which contain two or three tandem copies of a binding site sequence. Analyses of binding site specificity via mutated binding site elements showed that different regions of the partially symmetrical CYS3 binding site are important for recognition by the CYS3 regulatory protein.

Amino Acid Sequence↗

Cloned fragment of the hepatitis delta virus RNA genome: sequence and diagnostic application.

Hepatitis delta virus (HDV) is a replication-defective etiological agent of hepatitis that requires hepatitis B virus (HBV) as a helper. A complementary DNA (cDNA) fragment of the RNA genome of HDV was cloned into the plasmid vector pBR322, and the primary nucleotide sequence and predicted protein products of the cDNA fragment were determined. This cloned cDNA fragment has been used as a sensitive radioactive probe for the detection of HDV RNA in the serum of patients with either acute or chronic HDV infections.

Base Sequence↗

Genome-wide characterization of NOD-like receptor genes links NLR repertoire evolution to spleen immune responses after Aeromonas hydrophila challenge in the Chinese spiny frog (Quasipaa spinosa).

NOD-like receptors (NLRs) are cytosolic pattern-recognition receptors that detect pathogen-associated and damage-associated molecular patterns and mediate innate immune signaling in vertebrates. However, the genomic repertoire, evolutionary diversification, and infection-associated expression of NLR genes remain poorly defined in non-model amphibians. In this study, 66 NLR genes were identified from the Chinese spiny frog (Quasipaa spinosa) genome and designated as QsNLR1-QsNLR66. These genes were unevenly distributed across chromosomes and were classified into three phylogenetic groups, with most members exhibiting conserved motif architectures. Gene duplication analysis indicated that dispersed duplication was the main contributor to QsNLR expansion. Synteny analysis detected five conserved orthologous gene pairs between Q. spinosa and Pelophylax nigromaculatus, suggesting partial conservation of NLR genomic organization between the two amphibians. Ka/Ks analysis showed that several duplicated gene pairs, including NLRC3-like/QsNLR36 and NLRC3-like/QsNLR50, exhibited Ka/Ks ratios greater than one, suggesting potential sequence divergence after duplication. Spleen RNA sequencing (RNA-seq) after Aeromonas hydrophila challenge revealed enrichment of immune-related Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways. Weighted gene co-expression network analysis linked several QsNLRs to infection-associated modules, among which QsNLR57 was co-expressed with CYBB, ADAM17, SPI1, and HK2. RT-qPCR using time-matched phosphate-buffered saline (PBS) controls showed distinct temporal patterns, with stronger induction of QsNLR29, QsNLR57, and QsNLR66 and weaker or delayed responses of QsNLR50 and QsNLR56. These results characterize the NLR repertoire of Q. spinosa and identify infection-associated QsNLR candidates for future studies of antibacterial immunity in amphibians.

Animals↗

Purification and cloning of a mouse ribosomal gene fragment in coliphage lambda.

We have found and characterized a recombinant between the EK2 vector lambdagtWES.lambdaC and a portion of the mouse ribosomal genes. A 6.6 kb endoR.Eco RI fragment was purified from total mouse DNA using RPC-5 ion exchange chromatography and then cloned and detected twice among 183 hybrid phage screened. In situ hybridization of restriction fragments of the hybrid phage DNA revealed that the inserted fragment contained both 18S and 25S RNA sequences. Electron microscopic analysis further suggested that most, if not all, of the 28S RNA sequence was present in the insert. The orientation of the 28S sequences in the hybrid phage was such that the "sense" of the inserted fragment should be under the control of the leftward promoter of lambda.

Animals↗

Detection and phylogenetic analysis of novel crenarchaeote and euryarchaeote 16S ribosomal RNA gene sequences from a Great Barrier Reef sponge.

The presence of Archaea in the Great Barrier Reef marine sponge Rhopaloeides odorabile was investigated by 16S ribosomal RNA community analysis of total DNA extracted from the sponge tissue. The 16S rRNA gene sequences corresponding to group I crenarchaeotes and group II euryarchaeotes were recovered from R. odorabile tissue. The location of archaeal cells within the sponge tissue was investigated using fluorescently labeled oligonucleotide probes. The presence of Archaea was confirmed within all regions of the sponge tissue from R. odorabile, with a significantly higher number of archaeal cells located in the pinacoderm than the mesohyl region. This is the first report of euryarchaeaotes associated with marine sponges.

Journal Article↗

Specificity and determinants of Sam68 RNA binding. Implications for the biological function of K homology domains.

Sam68, a specific target of the Src tyrosine kinase in mitosis, possesses features common to RNA-binding proteins, including a K homology (KH) domain. To elucidate its biological function, we first set out to identify RNA species that bound to Sam68 with high affinity using in vitro selection. From a degenerate 40-mer pool, 15 RNA sequences were selected that bound to Sam68 with Kd values of 12-140 nM. The highest affinity RNA sequences (Kd approximately 12-40 nM) contained a UAAA motif; mutation to UACA abolished binding to Sam68. Binding of the highest affinity ligand, G8-5, was assessed to explore the role of different regions of Sam68 in RNA binding. The KH domain alone did not bind G8-5, but a fragment containing the KH domain and a region of homology within the Sam68 subgroup of KH-containing proteins was sufficient for G8-5 binding. Deletion of the KH domain or mutation of KH domain residues analogous to loss-of-function mutations in the human Fragile X syndrome gene product and the Caenorhabditis elegans tumor suppressor protein Gld-1 abolished G8-5 binding. Our results establish that a KH domain-containing protein can bind RNA with specificity and high affinity and suggest that specific RNA binding is integral to the functions of some regulatory proteins in growth and development.

Adaptor Proteins, Signal Transducing↗

Diagnosis of pelvic actinomycosis by 16S ribosomal RNA gene sequencing and its clinical significance.

Traditional ways of identification of anaerobic Gram-positive non-sporulating bacilli by isolation of the organism and studying it phenotypically by elucidation of its morphologic and biochemical characteristics and metabolic end products are associated with a need for special equipment and expertise, and strains that are "unidentified" because of ambiguous biochemical profiles. In this study, an anaerobic Gram-positive non-sporulating bacterium was isolated from the intrauterine contraceptive device of a 36-year old woman with pyosalpinx. The Vitek system (ANI) showed that it was 99% Propionibacterium granulosum; whereas the API system (20A) showed that it was 78% Actinomyces meyeri/odontolyticus. The 16S ribosomal RNA gene of the strain was amplified and sequenced. There was 0 base difference between the isolate and A. odontolyticus (GenBank Accession no. AJ234047), indicating the isolate most closely resembled a strain of A. odontolyticus. Identification of the organism in this study was important because the duration of antibiotic therapy would be entirely different. In the present case, identification of the bacterium as A. odontolyticus inferred that the patient suffered from an intermediate form of pelvic actinomycosis. A prolonged course of antibiotics would be more desirable, as the relapse rate of actinomycosis after a short course of antibiotics is high.

Actinomyces↗

E. coli ribosomal RNA contains sequences homologous to insertion sequences IS1 and IS2.

The insertion sequence (IS) elements, IS1 and IS2, present in multiple copies in the Escherichia coli chromosome, are transposable genetic elements of known nucleotide sequence. These elements can modulate gene expression, but it is not known whether they normally function in genetic control. To determine whether IS elements could exert control through specific RNA transcripts, we hybridised lambda NNC1857 r14 (carrying IS1) and pBR322 (carrying a portion of IS2) to Northern blots of E. coli RNA. Regions of homology between the IS elements and ribosomal RNA were observed. Computer analysis of reported nucleotide sequences detected large segments of homology between the IS elements and both 23S and 16S rRNA. Additional homologous sequences in phi X174 and a leader region of a ribosomal protein gene cluster were also detected. The homologous sequence between IS2 and 16S rTNA is the same sequence in phi X174 DNA which codes for the ends of the E and D gene and the start of J. The partial IS sequences may represent silent evolutionary remnants or they could modulate the expression of genes carrying these sequences.

Base Sequence↗

Prediction of common folding structures of homologous RNAs.

We have developed an algorithm and a computer program for simultaneously folding homologous RNA sequences. Given an alignment of M homologous sequences of length N, the program performs phylogenetic comparative analysis and predicts a common secondary structure conserved in the sequences. When the structure is not uniquely determined, it infers multiple structures which appear most plausible. This method is superior to energy minimization methods in the sense that it is not sensitive to point mutation of a sequence. It is also superior to usual phylogenetic comparative methods in that it does not require manual scrutiny for covariation or secondary structures. The most plausible 1-5 structures are produced in O(MN2 + N3) time and O(N2) space, which are the same requirements as those of widely used dynamic programs based on energy minimization for folding a single sequence. This is the first algorithm probably practical both in terms of time and space for finding secondary structures of homologous RNA sequences. The algorithm has been implemented in C on a Sun SparcStation, and has been verified by testing on tRNAs, 5S rRNAs, 16S rRNAs, TAR RNAs of human immunodeficiency virus type 1 (HIV-1), and RRE RNAs of HIV-1. We have also applied the program to cis-acting packaging sequences of HIV-1, for which no generally accepted structures yet exist, and propose potentially stable structures. Simulation of the program with random sequences with the same base composition and the same degree of similarity as the above sequences shows that structures common to homologous sequences are very unlikely to occur by chance in random sequences.

Algorithms↗

Measles virus RNA detected in Paget's disease bone tissue by in situ hybridization.

Morphological and immunocytological studies have demonstrated the presence of paramyxovirus antigens in Paget's bone disease tissue and in particular antigens related to measles virus and respiratory syncytial virus. To examine the relationship between measles virus and Paget's bone disease we used in situ hybridization and a cloned measles virus DNA probe specific for the nucleocapsid protein to detect and locate measles virus RNA sequences in Paget's bone tissue. In five patients with the disease, measles virus RNA sequences were detected not only in 80 to 90% of the multinucleated osteoclasts where there is morphological and immunocytological evidence of measles virus activity but also in 30 to 40% of mononucleated bone cells, mainly osteoblasts, osteocytes, fibroblasts and lympho-monocytes. In contrast, no hybridization was observed in bone tissue from three control patients without signs of Paget's bone disease. These results indicate that the host cell range for measles virus in Paget's disease is more widespread than has been supposed. They also demonstrate the usefulness of the in situ hybridization method to detect viral genetic information in cells where viral antigenic activity is not detectable. These observations further support the hypothesis that measles virus is involved in the pathogenesis of Paget's bone disease.

Bone and Bones↗

Evidence for differential ribonucleoprotein complex assembly in vitro on the 5'-untranslated region of the human IGF-IR transcript.

The type I insulin-like growth factor receptor (IGF-IR) plays a key role in the control of cellular proliferation and survival. The human IGF-IR transcript is characterized by an unusually long 1038 nucleotide 5'-untranslated region (5'-UTR). We hypothesized that the contribution of this complex 5'-untranslated RNA sequence to the post-transcriptional regulation of IGF-IR expression would involve a dynamic interplay between RNA structure and specific RNA-binding proteins. Here we have detected and characterized a diverse series of regulatory proteins binding the IGF-IR 5'-UTR under disparate conditions. One pair of proteins ( approximately 42/38 kDa) binds readily to the intact 5'-UTR, which is predicted to adopt a highly base-paired, highly favorable (dG=-498 kcal/mol) three-domain structure. Another protein(s) (p20*) specifically induces formation of a novel RNA structure from within the initial 209 nucleotides of the nascent IGF-IR transcript, but fails to UV crosslink to this RNA sequence. A third group of proteins recognizes and binds the IGF-IR 5'-UTR under highly stringent conditions, but only after higher-ordered RNA structure has been disrupted. Our in vitro results indicate that the IGF-IR 5'-UTR may exist in at least three distinct states, and we propose that interconversion between these states might take place in vivo and differentially alter IGF-IR transcript utilization.

5' Untranslated Regions↗

Permutation tests to assess sex differences in omics data.

It is common to sex-stratify analyses of omics data and to report effects as 'sex-specific' when they are significant in only one sex. However, when analysing hundreds or thousands of molecules, this approach will yield many spurious 'sex-specific' effects if not supported by significant interactions. I illustrate this problem using an RNA sequencing dataset showing almost no significant sex by treatment interactions, but where sex-stratified analyses yield hundreds of 'sex-specific' effects of treatment. These 'sex-specific' effects could be spurious or could be real but not show interactions due to low statistical power. To distinguish these possibilities, I describe permutation tests, which provide an intuitive way to determine if a pattern of observations differs from what would be expected due to chance. For this dataset, assigning sex at random often generates more 'sex-specific' effects than the real data, demonstrating that there is little evidence of sex differences. Next, I simulate an RNA sequencing dataset that includes genes modelled to have sex-specific effects of a condition. As expected, analysis of this simulated dataset yields both significant interactions and sex-specific effects in sex-stratified analyses. While stratified analyses detect a higher number of sex-specific effects than the analysis of interactions, they erroneously identify genes not modelled to show sex-specific effects more often than interactions. A permutation test confirms that the number of sex-specific effects observed in the simulated dataset is greater than expected due to chance. Permutation tests can be applied to omics studies of sex differences, simultaneously providing (i) a clear and simple demonstration of the problems of sex-stratified analyses, and (ii) additional evidence of sex-specific effects where these are present. R code is provided for permutations, simulations, and plots to visualize potential sex-specific effects, which can be adapted to other types of data.

Female↗

[Regulation of the expression of repeated sequences and RNA interference].

Living organisms have to fight against the invasion of many parasites. Among them are viruses and transposable elements that are able to integrate in the genome of their host. After integration, they can replicate and propagate. The defence mechanisms against these invaders are still largely unknown but are widely studied in plants as well as in fungi and animals, particularly Caenorhabditis elegans and Drosophila melanogaster. The compilation of recent data allows us to draw a general scheme for these mechanisms. In particular, it seems that the propagation of viruses, transposable elements and repeated sequences is controlled by mechanisms repressing the expression of these sequences at both transcriptional and post-transcriptional levels. Post-transcriptional regulation of repeated sequences and transposable elements is related to RNA interference (RNAi), an evolutionary conserved silencing process induced by the presence of double-stranded RNAs (dsRNAs). Many genes and molecular intermediates have now been identified, revealing the different steps of the mechanism underlying this process. Finally, different results suggest that these post-transcriptional silencing processes are involved in the development of organisms. DICER is a nuclease responsible for the processing of dsRNA into short RNA molecules (siRNAs) considered as the interfering agent. siRNAs interact with the transcript of the targeted gene and this interaction induces degradation of the transcript. DICER is also involved in the processing of small temporal RNAs (stRNA) involved in the timing of development. stRNAs have the same structure as siRNAs. They regulate their target genes by interacting with elements present in their 3'UTR and blocking translation. RNAi appears to be an universal regulatory mechanism that was still unknown a few years ago. It is now largely used in large scale inactivation of genes to determine their function, and some recent studies indicate that it might be used in human therapy.

Animals↗

Use of specific endonuclease cleavage in RNA sequencing-an enzymic method for distinguishing between cytidine and uridine residues.

The extracellular ribonuclease I of the common slime mold physarum polycephalum (RNase Phy1), which has recently been purified to homogeneity, has been used to distinguish between C and U residues in 3'-end-labeled oligoribonucleotides. As shown by Bargetzi and coworkers, this enzyme exhibits strong cleavage preference for U-N over C-N and N-C over N-U bonds. In the present paper, conditions are being detailed, which enable one to deduce the sequences of rather large, pyrimidine-rich, terminally labeled oligonucleotides by partial digestion with RNases U2, A, and Phy1, followed by resolution of the cleavage products by size. The techniques described in this and a previous communication provide a direct means for identifying A, G, C, and U residues in end-labeled polyribonucleotides.

Base Sequence↗