Commonly used software tools produce conflicting and overly-optimistic AUPRC values.

The precision-recall curve (PRC) and the area under the precision-recall curve (AUPRC) are useful for quantifying classification performance. They are commonly used in situations with imbalanced classes, such as cancer diagnosis and cell type annotation. We evaluate 10 popular tools for plotting PRC and computing AUPRC, which were collectively used in more than 3000 published studies. We find the AUPRC values computed by the tools rank classifiers differently and some tools produce overly-optimistic results.

Commonly used software tools produce conflicting and overly-optimistic AUPRC values.

The precision-recall curve (PRC) and the area under it (AUPRC) are useful for quantifying classification performance. They are commonly used in situations with imbalanced classes, such as cancer diagnosis and cell type annotation. We evaluated 10 popular tools for plotting PRC and computing AUPRC, which were collectively used in >3,000 published studies. We found the AUPRC values computed by the tools rank classifiers differently and some tools produce overly-optimistic results.

Dissecting the effects of METTL3 on alternative splicing in prostate cancer.

Although the role of METTL3 has been extensively studied in many cancers, its role in isoform switching in prostate cancer (PCa) has been poorly explored. To investigate its role, we applied standard RNA-sequencing and long-read direct RNA-sequencing from Oxford Nanopore to examine how METTL3 affects alternative splicing (AS) in two PCa cell lines. By dissecting genome-wide METTL3-regulated AS events, we noted that two PCa cell lines (representing two different PCa subtypes, androgen-sensitive or resistant) behave differently in exon skipping and intron retention events following METTL3 depletion, suggesting AS heterogeneity in PCa. Moreover, we revealed that METTL3-regulated AS is dependent on N6-methyladenosine (m6A) and distinct splicing factors. Analysis of the AS landscape also revealed cell type specific AS signatures for some genes (e.g., MKNK2) involved in key functions in PCa tumorigenesis. Finally, we also validated the clinical relevance of MKNK2 AS events in PCa patients and pointed to the possible regulatory mechanism related to m6A in the exon14a/b region and SRSF1. Overall, we characterize the role of METTL3 in regulating PCa-associated AS programs, expand the role of METTL3 in tumorigenesis, and suggest that MKNK2 AS events may serve as a new potential prognostic biomarker.

Endogenous Plasmids and Chromosomal Genome Reduction in the Cardinium Endosymbiont of Dermatophagoides farinae.

Cardinium bacteria are well known as endosymbionts that infect a wide range of arthropods and can manipulate host reproduction to promote their vertical transmission. As intracellular bacteria, Cardinium species undergo dramatic genome evolution, especially their chromosomal genome reduction. Although Cardinium plasmids have been reported to harbor important genes, the role of these plasmids in the genome evolution is yet to be fully understood. In this study, 2 genomes of Cardinium endosymbiont bacteria in astigmatic mites were de novo assembled, including the complete circular chromosomal genome of Cardinium sp. DF that was constructed in high quality using high-coverage long-read sequencing data. Intriguingly, 2 circular plasmids were assembled in Cardinium sp. DF and were identified to be endogenous for over 10 homologous genes shared with the chromosomal genome. Comparative genomics analysis illustrated an outline of the genome evolution of Cardinium bacteria, and the in-depth analysis of Cardinium sp. DF shed light on the multiple roles of endogenous plasmids in the molecular process of the chromosomal genome reduction. The endogenous plasmids of Cardinium sp. DF not only harbor massive homologous sequences that enable homologous recombination with the chromosome, but also can provide necessary functional proteins when the coding genes decayed in the chromosomal genome. IMPORTANCE As bacterial endosymbionts, Cardinium typically undergoes genome reduction, but the molecular process is still unclear, such as how plasmids get involved in chromosome reduction. Here, we de novo assembled 2 genomes of Cardinium in astigmatic mites, especially the chromosome of Cardinium sp. DF was assembled in a complete circular DNA using high-coverage long-read sequencing data. In the genome assembly of Cardinium sp. DF, 2 circular endogenous plasmids were identified to share at least 10 homologous genes with the chromosomal genome. In the comparative analysis, we identified a range of genes decayed in the chromosomal genome of Cardinium sp. DF but preserved in the 2 plasmids. Taken together with in-depth analyses, our results unveil that the endogenous plasmids harbor homologous sequences of chromosomal genome and can provide a structural basis of homologous recombination. Overall, this study reveals that endogenous plasmids participate in the ongoing chromosomal genome reduction of Cardinium sp. DF.

Comparative Genomics Reveals Insights into the Divergent Evolution of Astigmatic Mites and Household Pest Adaptations.

Highly diversified astigmatic mites comprise many medically important human household pests such as house dust mites causing ∼1-2% of all allergic diseases globally; however, their evolutionary origin and diverse lifestyles including reversible parasitism have not been illustrated at the genomic level, which hampers allergy prevention and our exploration of these household pests. Using six high-quality assembled and annotated genomes, this study not only refuted the monophyly of mites and ticks, but also thoroughly explored the divergence of Acariformes and the diversification of astigmatic mites. In monophyletic Acariformes, Prostigmata known as notorious plant pests first evolved, and then rapidly evolving Astigmata diverged from soil oribatid mites. Within astigmatic mites, a wide range of gene families rapidly expanded via tandem gene duplications, including ionotropic glutamate receptors, triacylglycerol lipases, serine proteases and UDP glucuronosyltransferases. Gene diversification after tandem duplications provides many genetic resources for adaptation to sensing environmental signals, digestion, and detoxification in rapidly changing household environments. Many gene decay events only occurred in the skin-burrowing parasitic mite Sarcoptes scabiei. Throughout the evolution of Acariformes, massive horizontal gene transfer events occurred in gene families such as UDP glucuronosyltransferases and several important fungal cell wall lytic enzymes, which enable detoxification and digestive functions and provide perfect drug targets for pest control. This comparative study sheds light on the divergent evolution and quick adaptation to human household environments of astigmatic mites and provides insights into the genetic adaptations and even control of human household pests.