We used cHCECs cultured from a single donor cornea. The medium of cHCECs was replaced with a medium containing 100-nM DEX, which was present throughout the time-course experiment. The cells were frozen at the indicated time points. Cells were harvested from a dish per one time point over two complete circadian cycles. Total RNA was extracted from the cells via use of the miRNeasy Kit (QIAGEN, Hilden, Germany) according to the manufacturer's instructions. PolyA RNA selection, library construction using the TruSeq RNA Sample Prep Kit v2 (Illumina, Inc., San Diego, CA, USA), and RNA sequencing (RNA-seq) was performed by Macrogen Japan (Tokyo, Japan) using the NovaSeq 6000 Sequencing System (Illumina) with 101-bp paired-end reads according to the manufacturer's instructions. After adaptor sequence trimming using the Java application Trimmomatic was performed,
31 the sequenced reads were mapped to the human genome (GRCh38/hg38) using the STAR open-source software package.
32 To obtain reliable alignments, the reads with a mapping quality of less than 10 were removed by the SAMtools set of utilities.
33 The known canonical gene set (60,675 genes) in the University of California, Santa Cruz, GENCODE Gene Track Version 36 was used for annotation, and the reads mapped to the exons were quantified using the HOMER analysis suite
34 as previously described.
35 To report one isoform per locus (gene symbol), the highest expressed isoform was chosen. A gene was assumed to be expressed if there were more than 20 reads mapped, on average, in the exon of the gene. An expression level cutoff—average fragments per kilobase of exon per million reads (FPKMs) of > 0.5—was used for the downstream data analysis. RNA cycling was determined using Metacycle (an integrated R package to evaluate periodicity in large-scale data; R Foundation for Statistical Computing, Vienna, Austria)
36 with
P < 0.05, rAMP of > 0.1, and the following options: minper = 20, maxper = 28, cycMethod = c(“ARS,”“JTK,”“LS”), analysisStrategy = “auto,” outputFile = TRUE, outIntegration = “both,” adjustPhase = “predictedPer,” combinePvalue = “fisher,” weightedPerPha = TRUE, ARSmle = “auto,” and ARSdefaultPer = 24. The functional enrichment analysis on the identified gene list was performed via the use of Metascape.
37 To compare the global gene expression profile obtained from the cHCEC samples with that in the previous study.
38 Sequence Read Archive (SRA) files in GSE65991 were downloaded from the SRA (National Center for Biotechnology Information, Bethesda, MD, USA), converted to FASTQ files using the National Center for Biotechnology Information SRA Toolkit, and then analyzed as described above. A Chow–Ruskey diagram of the multiple comparison overlaps of the expressed genes was made with R using the Vennerable package.
39 DESeq2 rlog-transformed raw counts of genes expressed in at least one cell type in the Chow–Ruskey diagram (17,557) were used for hierarchical cluster analysis using hclust from the standard R package.