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1

Demultiplexing Ion Torrent Sequencing Data

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The raw Ion Torrent flow was transformed to demultiplexed sequences with the Torrent Server from Life Technologies. As PCR Biomed-2 PCR fragments were concatenated by ligation, each sequence was then split into subfragments based on the identification of a known multiplex PCR primer.
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2

High-throughput RNA-seq Protocol

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RNA-seq was performed as described previously.45 (link) cDNA libraries were prepared using Dynabeads mRNA DIRECT Purification Kit (Life Technologies) and Ion Total RNA-Seq Kit v.2 (Life Technologies). High-throughput sequencing of the cDNA fragments was performed using Ion PROTON, Ion PI Template OT2 200 Kit v.3 and Ion PI Sequencing 200 Kit v.3 or Ion PI IC 200 Kit (Life Technologies) following the manufacturer's protocols. P1 chip v.2 (Life Technologies) was used to sequence three pooled barcoded samples. Sequence reads, whose individual read lengths were determined by evaluating the default sequencing quality using the Torrent Server (Life Technologies), were aligned against the human reference transcriptome (NCBI Build 37, hg19) in TopHat2 (http://ccb.jhu.edu/software/tophat/index.shtml).46 (link) Expression levels were calculated by using the cuffdiff function of Cufflinks (http://cufflinks.cbcb.umd.edu/). Raw sequencing data with FPKM (fragments per kilobase of exon per million mapped sequence reads) calculation results are available at GEO (GSE66741 and GSE60559).
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3

Ion Torrent Targeted DNA Sequencing

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Genomic DNA was extracted from whole blood or saliva using the QIAGEN QIAamp DNA blood kit or tissue kit (QIAGEN Ltd., Germany). Custom amplification primers were designed to cover coding exons and flanking intron regions of the selected genes with Ion AmpliSeq Designer (Thermo Fisher Scientific, USA). Sample amplification and equalization were achieved using Ion AmpliSeq Library Kits 2.0 and the Ion Library Equalizer Kit, respectively (Thermo Fisher Scientific, USA). Amplified sequences were ligated with Ion Xpress Barcode Adapters (Thermo Fisher Scientific, USA). Emulsion PCR and subsequent enrichment were performed using the Ion OneTouch Template Kit v2.0 on Ion OneTouch 2 and Ion OneTouch ES, respectively (Thermo Fisher Scientific, USA). The final product was then sequenced on the Ion PGM sequencing platform (Thermo Fisher Scientific, USA). Raw data output from the sequencer was deposited in the DNA Data Bank of Japan (DDBJ) (http://www.ddbj.nig.ac.jp) under the accession number DRA004490, and uploaded to the Torrent Server (Life Technologies, USA) for variant calling, with NCBI GRCh37 as a reference. The resulting VCF files were analyzed by Ingenuity Variant Analysis (QIAGEN Ltd., Germany) for annotation and visualization.
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4

Targeted Genomic Profiling from Whole Blood

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Genomic DNA was extracted from whole blood or saliva using the Qiagen QIAamp DNA blood kit or tissue kit (Qiagen, Hilden, Germany). Custom amplification primers were designed to span coding exons and flanking intron regions of the selected genes (transcription ID of RTN4R: ENST00000043402 from ensemble database; human reference sequence NCBI built 37) using the Ion AmpliSeq Designer (Thermo Fisher Scientific, Waltham, MA, USA). Sample amplification and equalization were achieved using Ion AmpliSeq Library Kits 2.0 and the Ion Library Equalizer Kit, respectively (Thermo Fisher Scientific). Amplified sequences were ligated with Ion Xpress Barcode Adapters (Thermo Fisher Scientific). Emulsion PCR and subsequent enrichment were performed using the Ion OneTouch Template Kit v2.0 on Ion OneTouch 2 and Ion OneTouch ES, respectively (Thermo Fisher Scientific). The final product was then sequenced on the Ion PGM sequencing platform (Thermo Fisher Scientific). Raw data output from the sequencer with the default setting; call quality ⩾20, read depth ⩾10 was uploaded to the Torrent Server (Life Technologies, Carlsbad, CA, USA) for variant calling with NCBI GRCh37 as a reference. The resulting VCF files were analyzed by Ingenuity Variant Analysis (Qiagen) for annotation and visualization.
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5

Variant Identification via Sequencing Analysis

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Sequence reads were run through a data analysis using the Ion ReporterTM Software, Torrent SuiteTM Software 4.4, to generate sequence reads filtered according to the pipeline software quality controls and remove those that were low quality. Raw data output from the sequencer with the default parameters call quality ≥20 and read depth ≥10 were uploaded to the Torrent Server (Life Technologies) for variant calling with NCBI GRCh37 as a reference. All data were analyzed using Ingenuity Variant AnalysisTM (http://www.ingenuity.com/variants) for annotation and visualization.
The candidate variants we selected were defined as exonic or splice-site mutations with allele frequencies of <1% in following public exome databases: dbSNP Build 153 (https://www.ncbi.nlm.nih.gov/snp/), the Genome Aggregation Database (gnomAD) (https://gnomad.broadinstitute.org), and two databases as a reference for Japanese: the Human Genetic Variation Database (HGVD) (http://www.hgvd.genome.med.kyoto-u.ac.jp) and the Japanese Multi Omics Reference Panel (jMorp) (https://jmorp.megabank.tohoku.ac.jp/ijgvd/).
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6

Exome Sequencing Variant Identification

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Torrent Server (Thermo Fisher Scientific) was used for signal processing, base calling, read alignment, and generation of results files. Specifically, following sequencing, reads were mapped against the human reference genome hg19 using the Torrent Mapping Alignment Program. Variants were identified by using Torrent Variant Caller plugin with the optimized parameters for AmpliSeq exome-sequencing recommended by Thermo Fisher. The variant call format (VCF) files from all samples were combined using GATK (3.2-2) [27 (link)], and all variants were annotated using ANNOVAR [28 (link)]. Only non-silent exonic variants including non-synonymous single nucleotide variations (SNVs), stop-codon gain SNVs, stop-codon loss SNVs, splice site SNVs, and In-Dels in coding regions were kept if they were supported by more than ten reads and had allele frequency higher than 10%. To obtain somatic variants, we filtered against dbSNP build 138 (non-flagged only) and the matched adjacent benign or blood samples sequenced in this study. Putative variants were manually scrutinized on the Binary Alignment Map (BAM) files through Integrative Genomics Viewer version 2.3.25 [29 (link)].
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7

Ion PGM Sequencing Data Processing

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For Ion PGM, we have adopted an optimized pipeline based on TMAP and GATK [20 (link)], the OTG-snpcaller for single nucleotide variant based on a previous study [21 (link)]. Briefly, the raw data from Torrent Suite 4.6 was mapped with TMAP 3.6 (https://github.com/iontorrent/TAMP) and the duplicates were removed with Remove Duplicates according to the Alignment Score Tag. To reduce the false negative results of single nucleotide variant in a gap site, Alignment Optimize Structure filtering method was incorporated. Then the variant calling was performed with GATK tool. Local mutational hotspot files were included for annotation of the variants identified.
For Ion PGM Dx, the sequence data were processed using Ion Torrent Suite software 4.0 processed on the Torrent Server (Thermo Fisher Scientific).
Sequence alignments for variants with discordant results were manually inspected with the Integrative Genomics Viewer (IGV) 2.3 [22 (link)].
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8

Bioinformatic Analysis of Sequencing Data

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For the NextSeq 550 and HiSeq 1500 platforms, the first step of sequencing analysis generated fastq files. The GRCh37 reference genome was chosen for the alignment of paired-end reads. We used the custom-designed pipeline based on GATK 3.8 (22 ) for data processing and quality control evaluation. ENSEMBL Variant Effect Predictor (23 (link)), ClinVar (2021/01/10) (16 (link)), gnomAD (v2.1.1) (24 (link)), and dbSNP (25 (link)) databases were applied for the annotation of single-nucleotide variants and short indels. PLINK v1.90 (26 (link)) was used to get identity by state (IBS) values and identity by descent (IBD) proportion to estimate relatedness for all pairs of individuals.
For the Ion S5 platform, sequencing and bioinformatic analysis resulted in bam files. We used the Torrent Server (Thermo Fisher Scientific, Waltham, MA, USA) with default parameters to obtain the vcf files. For the annotation of the vcf files Ion Reporter (Thermo Fisher Scientific, Waltham, MA, USA) with the Annotate Variants analysis tool was applied.
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9

Sheep genome sequencing pre-processing

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Base calling, de-multiplexing, quality control (QC) and alignment pre-processing [19 (link)] was completed using Torrent Suite 4.6 on a Torrent Server (ThermoFisher Scientific). Briefly, polyclonal and uniformly low-quality reads were removed, and the remaining reads were trimmed from the 3′ end only. Mapping was also performed within Torrent Suite 4.6, using the Torrent mapping alignment program (TMAP). Individual libraries were mapped to the sheep reference genome Oar v3.1 (University of California, Santa Cruz (UCSC)). For each of the sheep breeds, all individual BAM files were merged and sorted using SAMtools v0.1.19-44,428 cd [20 (link)], and coverage analysis was performed for both the individual and combined datasets through automated plugins in TorrentSuite 4.6. Duplicate reads were removed using Picard Tools v1.122.
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10

Next-Generation Sequencing of Genomic DNA

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Genomic DNA was extracted from whole blood or saliva using the QIAGEN QIAamp DNA blood kit or tissue kit (QIAGEN, Hilden, Germany). Custom amplification primers were designed, using Ion AmpliSeq Designer (Thermo Fisher Scientific, Waltham, MA, USA), to cover coding exons and flanking intron regions of the selected genes. Sample amplification and equalization were achieved using Ion AmpliSeq Library Kits 2.0 and the Ion Library Equalizer Kit, respectively (Thermo Fisher Scientific). Amplified sequences were ligated with Ion Xpress Barcode Adapters (Thermo Fisher Scientific). Emulsion PCR and subsequent enrichment were performed using the Ion OneTouch Template Kit v2.0 on Ion OneTouch 2 and Ion OneTouch ES, respectively (Thermo Fisher Scientific). The final product then was sequenced on the Ion PGM sequencing platform (Thermo Fisher Scientific). Raw data output from the sequencer was deposited in the DNA Data Bank of Japan (DDBJ) (http://www.ddbj.nig.ac.jp) under Accession Number DRA004490, and uploaded to the Torrent Server (Thermo Fisher Scientific) for variant calling, with NCBI GRCh37 as a reference. The resulting VCF (variant call format) files were analyzed by Ingenuity Variant Analysis (QIAGEN) for annotation and visualization. Combined Annotation Dependent Depletion (http://cadd.gs.washington.edu/) was applied for annotation of genetic variants.
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