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. 2020 Jul 21;10(9):3321–3336. doi: 10.1534/g3.120.401487

Table 2. Classification ability of the normoxia and hypoxia groups for 24 samples used in RNA-seq, and across the smoltification process of Chinook salmon, and the distressed (moribund/recently dead) fish using the hypoxia biomarkers. Biomarkers identified by Shrunken Centroid method for each group were placed into a linear discriminant analysis (LDA) for classifying groups within each treatment and mortality. LDA training set used two-thirds of the entire dataset. Presented are the classifications on the remaining one-third testing set. Columns are the LDA classification groups and rows are the real group. Salinity symbols are FW for freshwater, BW for brackish, and SW for seawater groups. Dissolved oxygen symbols are N for normoxia and H for hypoxia groups. Fish size (mean ± SD) symbols are L for length and W for weight.

Treatment Sample size Fish size LDA Classification ability (%) Significant genes identified by Shrunken analysis Function of genes
Training Testing L (cm) W (g) N H Average
N H N H
RNA-seq samples 16 8 8.4 ± 1.2 8.7 ± 1.4 6.5 ± 3.0 7.1 ± 3.4 100.0 75.0 87.5 Claspin, Tonsl, ARHGAP11A, KIF2C, AURKB, ERCC6L DNA synthesis, cell division, and cell cycle
RAMP1 Ion transport
Pre-smolt
FW 14 7 5.2 ± 0.4 5.2 ± 0.3 1.5 ± 0.3 1.5 ± 0.2 66.7 75.0 70.8 Ndc80, Kif4, Anillin, Ncapd3 DNA synthesis, cell division, and cell cycle
BW 12 6 5.2 ± 0.3 5.2 ± 0.3 1.5 ± 0.2 1.4 ± 0.2 66.7 66.7 66.7 Tonsl, NCAPG2, Anillin, KIF2C, CIT, Claspin, PCNA, Rab9, Lmnb1 DNA synthesis, cell division, and cell cycle
SOX.5 Cell cycle arrest
ACOT9 Oxidative stress
SW 13 6 5.2 ± 0.3 5.1 ± 0.3 1.7 ± 0.3 1.4 ± 0.2 75.0 100.0 87.5 Kif15, Anillin DNA synthesis, cell division, and cell cycle
CDKN1B Cell cycle arrest
RAMP1 Ion transport
GPX3 Oxidative stress
PAM Peptide amidation
Smolt
FW 14 8 7.6 ± 0.4 7.2 ± 0.3 4.6 ± 0.8 4.1 ± 0.6 75.0 75.0 75.0 PCNA, Rab9, Kif4, Claspin, Ncapd3, Ndc80 DNA synthesis, cell division, and cell cycle
SOX.5 Cell cycle arrest
GPX3 Oxidative s tress
ECE.2 Neuropeptide processing
BW 12 6 7.5 ± 0.5 7.5 ± 0.4 4.6 ± 1.0 4.6 ± 0.8 100.0 33.0 66.7 Lmnb1, FAM214A DNA synthesis, cell division, and cell cycle
CDKN1B Cell cycle arrest
RAMP1 Ion transport
SW 12 6 7.6 ± 0.2 7.5 ± 0.5 4.7 ± 0.6 4.6 ± 1.0 66.7 100.0 83.3 Anillin, H2AFV, RRM1 DNA synthesis, cell division, and cell cycle
CDKN1B Cell cycle arrest
RAMP1 Ion transport
De-smolt
FW 12 6 9.5 ± 0.9 9.0 ± 1.3 9.0 ± 2.7 7.7 ± 2.8 66.7 100.0 83.3 Ndc80, Kif4, Anillin, ARHGAP11A, KIF2C, AURKB DNA synthesis, cell division, and cell cycle
BW 20 10 9.5 ± 1.1 8.9 ± 1.0 7.8 ± 2.7 7.5 ± 2.6 40.0 60.0 50.0 FAM214A DNA synthesis, cell division, and cell cycle
ACOT9 Oxidative stress
RAMP1 Ion transport
SW 31 16 7.6 ± 1.2 8.5 ± 1.0 6.8 ± 2.8 6.6 ± 2.4 100.0 75.0 87.5 Claspin, RRM1, Tonsl, FAM214A, Anillin, Rab9, CIT, Lmnb1 DNA synthesis, cell division, and cell cycle
CDKN1B, SOX.5, MFHAS1 Cell cycle arrest
Calphotin Cellular calcium regulation
GPX3, ACOT9 Oxidative stress
RAMP1 Ion transport
Distressed
FW 17 9 8.3 ± 0.9 8.0 ± 1.0 6.1 ± 2.1 5.5 ± 2.2 80.0 100.0 90.0 KIF2C Cell division and DNA synthesis
MFHAS1 Cell cycle arrest
GPX3 Oxidative stress
ECE.2 Neuropeptide processing
SW 34 17 7.3 ± 1.8 6.7 ± 1.7 4.4 ± 2.9 3.4 ± 2.3 77.8 100.0 88.9 FAM214A, Kif4, ARHGAP11A, H2AFV, Claspin, Kif15 Cell division and DNA synthesis
SOX.5, MFHAS1, CDKN1B Cell cycle arrest
GPX3, ACOT9 Oxidative stress
ECE.2 Neuropeptide processing
RAMP1 Ion transport
PAM Peptide amidation