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pmid:32782267
A comprehensive CHO SWATH-MS spectral library for robust quantitative profiling of 10,000 proteins.
Kae Hwan Sim · Lillian Chia-Yi Liu · Hwee Tong Tan · Kelly Tan · Daniel Ng · Wei Zhang · Yuansheng Yang · Stephen Tate · Xuezhi Bi
Scientific data · 2020 doi:10.1038/s41597-020-00594-z
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Complete file
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SWATH-MS is a promising approach for in-depth proteomic profiling of Chinese hamster Ovary (CHO) cell lines, improving mechanistic understanding of process optimization, and real-time monitoring of process parameters in biologics R&D and manufacturing. However, no spectral library for CHO cells is publicly available. Here we present a comprehensive CHO global spectral library to measure the abundance of more than 10,000 proteins consisting of 199,102 identified peptides from a CHO-K1 cell proteome. The robustness, accuracy and consistency of the spectral library were validated for high confidence in protein identification and reproducible quantification in different CHO-derived cell lines, instrumental setups and downstream processing samples. The availability of a comprehensive SWATH CHO global spectral library will facilitate detailed characterization of upstream and downstream processes, as well as quality by design (QbD) in biomanufacturing. 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quantified in the DSP mAb samples.", "rows": [["Protein Id", "Protein Description", "MW[Cal.]", "pI", "OM_MEAN", "OM_STDEV", "PrA_MEAN", "PrA_STDEV", "CEX_MEAN", "CEX_STDEV", "AEX_MEAN", "AEX_STDEV"], ["NP_001230908.1", "Tubulin alpha-1b chain", "49872.57", "4.94", "3.32E + 05", "3.27E + 03", "7.22E + 03", "6.02E + 03", "4.89E + 03", "2.63E + 03", "5.02E + 03", "7.77E + 02"], ["NP_001230912.1", "Aminoacyl trna synthase complex-interacting multifunctional protein 2", "35386.3", "7.69", "4.49E + 04", "2.56E + 03", "9.17E + 02", "2.03E + 02", "1.21E + 02", "1.51E + 02", "8.43E + 01", "1.03E + 02"], ["NP_001230968.1", "Elongation factor 2", "94879.53", "6.41", "2.76E + 05", "1.25E + 03", "7.25E + 03", "3.12E + 03", "6.66E + 03", "2.89E + 02", "3.30E + 04", "3.47E + 04"], ["NP_001231030.1", "Tubulin beta-5 chain", "49098.5", "4.78", "1.74E + 05", "6.85E + 03", "1.53E + 04", "4.50E + 03", "8.98E + 03", "1.86E + 03", "3.73E + 03", "5.01E + 02"], ["NP_001231196.1", "Aminoacyl trna synthase complex-interacting multifunctional protein 1", "39699.01", "9.37", "7.32E + 04", "2.43E + 03", "4.62E + 03", "1.54E + 03", "4.15E + 03", "3.58E + 02", "1.78E + 04", "3.30E + 03"], ["NP_001231202.1", "Golgi apparatus protein 1 precursor", "128275.35", "6.34", "1.09E + 05", "1.25E + 03", "4.90E + 03", "2.88E + 03", "9.20E + 03", "3.19E + 03", "1.82E + 03", "7.37E + 02"], ["NP_001231331.1", "Elongation factor 1-alpha 1", "51088.98", "9.1", "9.01E + 05", "2.23E + 04", "4.14E + 04", "4.97E + 03", "3.96E + 03", "1.43E + 03", "4.94E + 03", "1.11E + 03"], ["NP_001231783.1", "Glyceraldehyde-3-phosphate dehydrogenase", "36823.87", "8.49", "3.71E + 06", "5.56E + 04", "3.12E + 03", "9.96E + 02", "3.64E + 03", "1.26E + 03", "4.50E + 03", "1.84E + 03"], ["NP_001233603.1", "Beta-2-microglobulin precursor", "13159.28", "6.89", "3.73E + 05", "7.79E + 03", "2.49E + 03", "3.94E + 02", "2.36E + 03", "7.15E + 02", "2.67E + 03", "4.81E + 02"], ["NP_001233622.2", "Protein disulfide-isomerase precursor", "56286.34", "4.77", "1.52E + 06", "0.00E + 00", "4.46E + 03", "1.69E + 03", "3.17E + 03", "1.35E + 03", "2.55E + 03", "4.42E + 02"], ["NP_001233630.1", "Guanine nucleotide-binding protein g(i)/g(s)/g(t) subunit beta-1", "37597.95", "5.61", "2.01E + 04", "2.05E + 02", "1.16E + 03", "1.36E + 02", "2.89E + 03", "2.74E + 03", "9.19E + 02", "3.78E + 02"], ["NP_001233634.1", "Trifunctional purine biosynthetic protein adenosine-3", "111688.02", "6.45", "1.21E + 05", "1.63E + 03", "3.00E + 03", "9.37E + 02", "6.61E + 03", "2.50E + 03", "4.98E + 03", "3.23E + 03"], ["NP_001233654.1", "Phosphoglycerate kinase 1", "46112.78", "8.02", "4.09E + 05", "9.42E + 03", "7.58E + 03", "3.47E + 03", "5.90E + 03", "3.62E + 03", "1.21E + 04", "8.00E + 03"], ["NP_001233658.1", "Heat shock cognate 71 kda protein", "71436.1", "5.24", "9.90E + 05", "1.70E + 03", "7.60E + 03", "8.28E + 03", "3.71E + 03", "1.67E + 03", "2.60E + 03", "3.55E + 02"], ["NP_001233662.1", "T-complex protein 1 subunit alpha", "61483.7", "5.71", "4.73E + 05", "4.55E + 03", "1.17E + 04", "2.24E + 03", "2.75E + 03", "1.15E + 03", "4.32E + 03", "2.34E + 03"], ["NP_001233668.1", "Endoplasmic reticulum chaperone bip precursor", "72320.76", "5.07", "6.88E + 06", "1.36E + 05", "8.76E + 03", "5.77E + 03", "2.19E + 04", "2.21E + 04", "8.08E + 03", "3.65E + 03"], ["NP_001233670.1", "Hypoxia up-regulated protein 1 precursor", "110471.62", "5.09", "3.43E + 05", "7.59E + 03", "5.95E + 03", "1.69E + 03", "6.10E + 03", "1.63E + 03", "1.03E + 04", "2.59E + 03"], ["NP_001233673.1", "Glutathione s-transferase p 1", "23222.26", "7.64", "1.62E + 06", "4.19E + 04", "9.83E + 03", "2.55E + 03", "2.60E + 03", "8.25E + 02", "6.29E + 03", "9.27E + 02"], ["NP_001233694.1", "Peroxiredoxin-1", "22005.86", "8.22", "8.50E + 06", "8.64E + 04", "3.60E + 04", "1.86E + 04", "9.51E + 03", "2.96E + 03", "6.97E + 03", "4.04E + 03"], ["NP_001233703.1", "Protein disulfide-isomerase a3 precursor", "55844.01", "5.98", "7.40E + 05", "1.00E + 04", "1.79E + 03", "7.72E + 01", "3.03E + 03", "2.08E + 03", "2.21E + 03", "5.15E + 02"], ["NP_001233750.1", "Heat shock protein hsp 90-alpha", "81056.75", "4.96", "8.92E + 05", "2.16E + 03", "6.99E + 03", "2.39E + 03", "8.07E + 03", "2.29E + 03", "3.73E + 03", "1.68E + 03"], ["XP_027243210.1", "Heat shock protein hsp 90-beta isoform x11", "80061.51", "4.97", "2.74E + 06", "1.63E + 04", "2.50E + 04", "1.98E + 04", "1.10E + 04", "7.37E + 03", "7.83E + 03", "7.34E + 03"], ["XP_027243827.1", "T-complex protein 1 subunit delta", "59603.81", "8.24", "4.07E + 05", "3.40E + 03", "8.46E + 03", "2.71E + 03", "8.78E + 03", "3.65E + 03", "2.24E + 03", "7.59E + 02"], ["XP_027243857.1", "Malate dehydrogenase, cytoplasmic", "36934.45", "6.17", "3.58E + 05", "9.43E + 03", "3.64E + 03", "1.53E + 03", "2.93E + 03", "4.38E + 02", "2.79E + 03", "9.83E + 02"], ["XP_027243958.1", "Peptidyl-prolyl cis-trans isomerase a isoform x2", "18135.48", "8.44", "5.95E + 05", "9.10E + 03", "1.92E + 03", "7.67E + 02", "3.08E + 03", "1.31E + 03", "6.03E + 03", "3.23E + 03"], ["XP_027244682.1", "Lipoprotein lipase isoform x2", "52415.96", "7.94", "1.39E + 05", "2.87E + 03", "1.30E + 04", "7.08E + 03", "7.10E + 03", "8.53E + 02", "6.92E + 03", "3.47E + 03"], ["XP_027245386.1", "Transketolase", "68892.71", "7.56", "7.23E + 05", "6.94E + 03", "8.12E + 03", "4.97E + 03", "5.61E + 03", "1.13E + 03", "5.71E + 03", "2.30E + 03"], ["XP_027246103.1", "Clusterin", "49430.24", "5.52", "3.08E + 06", "1.64E + 05", "8.56E + 04", "8.95E + 03", "5.42E + 03", "3.52E + 02", "4.63E + 03", "2.33E + 03"], ["XP_027246161.1", "Cathepsin b", "37487.37", "5.73", "1.61E + 06", "2.16E + 04", "7.52E + 03", "7.48E + 03", "9.78E + 03", "2.58E + 03", "3.36E + 03", "1.06E + 03"], ["XP_027246369.1", "Proteasome activator complex subunit 2", "26429.15", "5.56", "1.13E + 05", "2.36E + 03", "4.70E + 03", "1.97E + 02", "4.90E + 03", "3.34E + 02", "3.57E + 03", "2.35E + 03"], ["XP_027246859.1", "N(4)-(beta-n-acetylglucosaminyl)-l-asparaginase", "38261.44", "7.12", "1.23E + 06", "9.43E + 03", "1.15E + 04", "1.37E + 03", "6.19E + 03", "1.30E + 03", "1.29E + 04", "3.62E + 03"], ["XP_027246972.1", "Acid ceramidase isoform x2", "49761.99", "8.82", "1.50E + 06", "8.16E + 03", "1.59E + 04", "5.97E + 03", "8.56E + 03", "6.78E + 03", "6.29E + 03", "4.22E + 02"], ["XP_027247933.1", "Matrix metalloproteinase-19", "58055.66", "7.71", "2.96E + 05", "4.19E + 03", "1.28E + 04", "4.63E + 03", "3.88E + 03", "5.13E + 02", "5.59E + 03", "3.10E + 03"], ["XP_027247964.1", "Proliferation-associated protein 2g4", "43569.39", "6.26", "3.38E + 05", "3.74E + 03", "5.78E + 03", "6.43E + 02", "3.73E + 03", "1.88E + 03", "3.38E + 03", "2.79E + 03"], ["XP_027248157.1", "T-complex protein 1 subunit beta", "59161.48", "6.01", "2.12E + 05", "5.79E + 03", "1.05E + 04", "2.92E + 03", "4.84E + 03", "2.46E + 03", "5.70E + 03", "3.22E + 03"], ["XP_027248343.1", "Endoplasmin", "88686.92", "4.75", "1.27E + 06", "1.25E + 04", "1.99E + 04", "9.46E + 03", "5.93E + 03", "2.39E + 02", "5.95E + 03", "3.77E + 03"], ["XP_027248903.1", "T-complex protein 1 subunit gamma", "60267.3", "6.23", "3.02E + 05", "4.03E + 03", "4.27E + 03", "1.29E + 03", "3.08E + 04", "2.08E + 04", "3.22E + 03", "4.42E + 02"], ["XP_027249017.1", "Thrombospondin-3 isoform x1", "105716.58", "4.4", "2.32E + 04", "1.44E + 03", "3.39E + 03", "1.95E + 03", "7.44E + 03", "1.00E + 03", "3.86E + 03", "4.02E + 03"], ["XP_027249018.1", "Thrombospondin-3 isoform x2", "104721.34", "4.4", "1.79E + 05", "7.72E + 03", "7.11E + 03", "5.20E + 03", "8.59E + 03", "4.08E + 03", "1.81E + 04", "1.98E + 04"], ["XP_027249169.1", "Protein s100-a6 isoform x1", "9841.82", "5.3", "8.07E + 06", "1.67E + 05", "1.60E + 04", "5.65E + 03", "4.65E + 03", "3.21E + 03", "7.52E + 03", "7.43E + 03"], ["XP_027249297.1", "Semaphorin-3e", "85922.37", "7.95", "1.44E + 05", "2.87E + 03", "4.62E + 03", "1.20E + 03", "1.70E + 03", "3.49E + 02", "5.89E + 03", "4.68E + 03"], ["XP_027249460.1", "Extracellular matrix protein 1 isoform x1", "62257.78", "6.36", "1.72E + 04", "5.79E + 02", "1.28E + 03", "1.40E + 02", "2.50E + 03", "2.60E + 03", "6.91E + 02", "2.97E + 02"], ["XP_027249462.1", "Extracellular matrix protein 1 isoform x3", "60267.3", "6.98", "1.34E + 05", "1.89E + 03", "1.83E + 04", "1.84E + 04", "7.95E + 03", "4.12E + 03", "3.93E + 03", "1.67E + 03"], ["XP_027249711.1", "Importin-5 isoform x2", "118212.37", "4.82", "8.57E + 04", "4.24E + 02", "5.88E + 03", "9.94E + 02", "5.75E + 03", "9.18E + 02", "6.82E + 03", "6.38E + 02"], ["XP_027250030.1", "Macrophage migration inhibitory factor", "12716.95", "6.8", "8.91E + 04", "4.48E + 03", "1.40E + 03", "1.11E + 03", "6.31E + 03", "1.85E + 03", "5.03E + 03", "3.27E + 03"], ["XP_027251765.1", "Glyceraldehyde-3-phosphate dehydrogenase", "39367.26", "6.67", "3.67E + 04", "5.91E + 02", "2.07E + 03", "1.31E + 03", "1.19E + 03", "2.51E + 02", "2.12E + 03", "9.94E + 02"], ["XP_027251842.1", "Keratin, type ii cytoskeletal 2 epidermal isoform x2", "71767.85", "6.46", "1.50E + 06", "9.43E + 03", "6.13E + 03", "9.39E + 02", "3.48E + 03", "3.28E + 03", "7.69E + 03", "3.48E + 03"], ["XP_027252444.1", "Keratin, type ii cytoskeletal 1b isoform x2", "65243.5", "8.51", "1.04E + 06", "1.63E + 04", "1.28E + 03", "1.46E + 03", "4.72E + 02", "5.08E + 02", "1.58E + 03", "1.56E + 03"], ["XP_027252959.1", "Fibronectin isoform x3", "264291.46", "5.57", "3.89E + 04", "7.41E + 02", "1.21E + 03", "3.47E + 02", "7.93E + 02", "4.26E + 02", "2.39E + 04", "3.24E + 04"], ["XP_027252960.1", "Fibronectin isoform x4", "264180.88", "5.58", "1.52E + 05", "1.08E + 04", "7.22E + 03", "3.35E + 03", "2.28E + 04", "7.94E + 03", "1.34E + 04", "7.40E + 03"], ["XP_027252964.1", "Fibronectin isoform x8", "254228.48", "5.77", "8.16E + 04", "3.45E + 03", "6.85E + 03", "1.04E + 03", "3.82E + 03", "1.30E + 03", "2.41E + 03", "7.61E + 02"], ["XP_027252965.1", "Fibronectin isoform x9", "251463.92", "5.83", "2.30E + 05", "5.19E + 03", "3.07E + 03", "7.38E + 02", "5.71E + 03", "2.44E + 03", "4.73E + 03", "1.71E + 03"], ["XP_027252966.1", "Fibronectin isoform x10", "251021.59", "5.57", "6.16E + 04", "2.45E + 03", "3.39E + 03", "1.18E + 03", "3.09E + 03", "1.74E + 03", "2.11E + 03", "2.59E + 02"], ["XP_027252967.1", "Fibronectin isoform x11", "250911.01", "5.59", "1.53E + 05", "1.89E + 03", "4.97E + 03", "2.78E + 03", "9.17E + 03", "2.75E + 03", "9.79E + 03", "6.14E + 03"], ["XP_027252968.1", "Fibronectin isoform x12", "240958.61", "5.8", "1.54E + 05", "4.50E + 03", "1.46E + 04", "1.30E + 04", "2.95E + 03", "1.30E + 03", "6.90E + 03", "7.39E + 02"], ["XP_027254100.1", "Alpha-enolase isoform x2", "47992.67", "6", "4.97E + 05", "1.13E + 04", "3.68E + 03", "1.84E + 03", "1.32E + 04", "2.97E + 03", "6.68E + 03", "2.77E + 03"], ["XP_027255561.1", "Basement membrane-specific heparan sulfate proteoglycan core protein isoform x2", "485013.53", "6.12", "7.95E + 05", "1.04E + 04", "3.00E + 03", "2.41E + 02", "2.78E + 03", "3.88E + 02", "2.47E + 03", "1.50E + 02"], ["XP_027255877.1", "T-complex protein 1 subunit epsilon", "59824.97", "5.34", "3.69E + 05", "3.68E + 03", "3.49E + 03", "2.88E + 03", "1.57E + 04", "1.21E + 04", "9.98E + 03", "7.76E + 03"], ["XP_027256703.1", "Peptidyl-prolyl cis-trans isomerase c isoform x2", "23443.43", "7.77", "6.34E + 05", "1.01E + 04", "6.93E + 03", "2.65E + 03", "2.64E + 03", "1.03E + 03", "6.95E + 03", "4.44E + 03"], ["XP_027259082.1", "Transitional endoplasmic reticulum atpase isoform x2", "89129.25", "5.14", "1.47E + 05", "5.44E + 03", "3.57E + 03", "3.16E + 02", "1.49E + 03", "4.15E + 02", "3.68E + 03", "1.89E + 03"], ["XP_027259718.1", "Myosin-9 isoform x2", "216741.11", "5.53", "1.07E + 05", "2.87E + 03", "7.70E + 03", "3.08E + 03", "1.05E + 04", "2.62E + 03", "1.45E + 04", "8.49E + 03"], ["XP_027259782.1", "Eukaryotic translation initiation factor 3 subunit l", "62368.36", "5.93", "8.15E + 04", "3.27E + 03", "1.89E + 03", "4.26E + 02", "3.65E + 03", "3.71E + 03", "1.04E + 03", "4.07E + 02"], ["XP_027260200.1", "Serine protease htra1 isoform x2", "53079.46", "8.07", "3.94E + 05", "3.74E + 03", "8.62E + 03", "2.82E + 03", "5.98E + 03", "1.59E + 03", "1.10E + 04", "1.50E + 03"], ["XP_027260201.1", "Serine protease htra1 isoform x3", "51863.05", "8.07", "1.01E + 06", "1.28E + 04", "1.24E + 04", "9.94E + 03", "7.87E + 03", "1.46E + 03", "6.79E + 03", "3.04E + 03"], ["XP_027260557.1", "Lysosome-associated membrane glycoprotein 1", "44564.63", "6.31", "4.37E + 04", "5.38E + 03", "1.38E + 03", "9.38E + 02", "7.66E + 02", "4.51E + 02", "1.87E + 03", "2.03E + 03"], ["XP_027260936.1", "Inter-alpha-trypsin inhibitor heavy chain h5 isoform x2", "105274.25", "8.44", "2.58E + 05", "4.55E + 03", "8.44E + 03", "3.31E + 03", "1.21E + 04", "1.76E + 03", "1.03E + 04", "5.14E + 03"], ["XP_027261047.1", "Vimentin", "51531.31", "5.06", "6.48E + 05", "8.99E + 03", "6.89E + 03", "1.49E + 03", "6.15E + 03", "1.20E + 03", "1.08E + 04", "1.92E + 03"], ["XP_027263120.1", "Phosphoglycerate mutase 1 isoform x2", "28087.88", "6.67", "4.00E + 05", "1.14E + 04", "3.20E + 03", "5.68E + 02", "2.80E + 03", "1.33E + 03", "3.80E + 03", "2.32E + 03"], ["XP_027263985.1", "Lactadherin isoform x5", "54185.28", "8.13", "7.15E + 04", "1.60E + 03", "3.87E + 04", "2.55E + 04", "8.11E + 03", "4.41E + 03", "1.00E + 04", "2.25E + 03"], ["XP_027263987.1", "Lactadherin isoform x7", "47218.6", "8.15", "7.42E + 04", "3.09E + 03", "4.13E + 04", "2.40E + 04", "2.71E + 04", "8.87E + 03", "7.45E + 03", "2.58E + 03"], ["XP_027264128.1", "Elongation factor 1-gamma", "48324.42", "6.36", "4.77E + 05", "1.67E + 04", "1.37E + 04", "6.62E + 03", "6.75E + 04", "2.97E + 04", "1.07E + 04", "5.08E + 03"], ["XP_027264138.1", "Neutral alpha-glucosidase ab isoform x1", "106822.41", "5.72", "9.50E + 04", "3.31E + 03", "1.14E + 03", "4.22E + 02", "8.78E + 02", "3.61E + 02", "8.97E + 02", "3.95E + 02"], ["XP_027264139.1", "Neutral alpha-glucosidase ab isoform x2", "104389.6", "5.64", "1.13E + 05", "2.05E + 03", "2.83E + 03", "1.63E + 03", "2.97E + 03", "5.28E + 02", "3.32E + 03", "7.89E + 02"], ["XP_027264402.1", "Cofilin-1", "18356.65", "8.22", "1.77E + 05", "2.49E + 03", "1.63E + 04", "2.38E + 03", "7.33E + 03", "3.25E + 03", "7.15E + 03", "1.52E + 03"], ["XP_027264538.1", "Glutathione s-transferase p 2 isoform x2", "24549.25", "9.15", "6.72E + 05", "1.45E + 04", "5.93E + 03", "2.07E + 03", "3.97E + 03", "7.10E + 02", "6.04E + 03", "6.45E + 02"], ["XP_027264700.1", "Cathepsin d", "45117.54", "6.54", "3.14E + 06", "8.52E + 04", "4.20E + 03", "1.77E + 03", "3.69E + 03", "2.46E + 02", "7.13E + 03", "8.45E + 02"], ["XP_027265239.1", "Nidogen-1 isoform x3", "137785.42", "5.07", "2.26E + 05", "2.16E + 03", "8.47E + 03", "4.13E + 03", "8.31E + 03", "1.15E + 03", "1.26E + 04", "9.76E + 03"], ["XP_027265604.1", "Vesicular integral-membrane protein vip36", "39367.26", "6.46", "3.50E + 05", "4.55E + 03", "4.76E + 03", "1.73E + 03", "2.83E + 03", "2.49E + 02", "4.31E + 03", "3.65E + 03"], ["XP_027265952.1", "Nucleobindin-2 isoform x1", "47660.93", "4.97", "7.63E + 04", "2.52E + 03", "1.71E + 03", "6.58E + 02", "4.59E + 03", "3.33E + 03", "2.87E + 03", "6.01E + 02"], ["XP_027265953.1", "Nucleobindin-2 isoform x2", "46444.52", "5.05", "1.04E + 06", "2.76E + 04", "5.90E + 03", "4.83E + 02", "2.61E + 03", "8.63E + 02", "9.13E + 03", "2.25E + 03"], ["XP_027267107.1", "Peptidyl-prolyl cis-trans isomerase b", "23885.76", "9.59", "1.60E + 06", "4.71E + 03", "3.04E + 03", "3.90E + 02", "3.38E + 03", "2.36E + 02", "4.35E + 03", "1.07E + 03"], ["XP_027267400.1", "Glucosidase 2 subunit beta isoform x2", "58055.66", "4.41", "5.89E + 05", "6.68E + 03", "5.13E + 03", "1.24E + 03", "6.16E + 03", "2.30E + 03", "4.47E + 03", "6.21E + 02"], ["XP_027267710.1", "Complement c1q tumor necrosis factor-related protein 5 isoform x3", "26871.47", "5.94", "1.02E + 06", "3.98E + 04", "3.60E + 03", "2.52E + 03", "3.18E + 03", "1.11E + 03", "3.28E + 03", "9.85E + 02"], ["XP_027267915.1", "Neural cell adhesion molecule 1 isoform x4", "123852.06", "4.71", "5.10E + 05", "4.32E + 03", "8.72E + 03", "3.14E + 03", "4.99E + 03", "2.91E + 03", "7.09E + 03", "2.69E + 02"], ["XP_027267916.1", "Neural cell adhesion molecule 1 isoform x5", "93994.87", "4.8", "5.32E + 04", "1.45E + 03", "1.36E + 03", "5.10E + 02", "8.44E + 02", "9.77E + 01", "2.43E + 03", "3.37E + 02"], ["XP_027267917.1", "Neural cell adhesion molecule 1 isoform x6", "93884.29", "4.79", "2.57E + 05", "8.73E + 03", "3.11E + 03", "3.85E + 02", "1.78E + 03", "8.40E + 02", "8.69E + 03", "2.27E + 03"], ["XP_027267919.1", "Neural cell adhesion molecule 1 isoform x8", "93773.71", "4.8", "1.11E + 05", "3.30E + 03", "5.21E + 03", "3.36E + 03", "2.83E + 03", "3.41E + 03", "1.36E + 03", "2.69E + 02"], ["XP_027267920.1", "Neural cell adhesion molecule 1 isoform x9", "80393.26", "4.77", "2.91E + 05", "2.45E + 03", "8.57E + 03", "3.57E + 03", "2.03E + 03", "1.79E + 02", "5.70E + 03", "1.60E + 03"], ["XP_027267921.1", "Neural cell adhesion molecule 1 isoform x10", "80282.68", "4.79", "1.15E + 05", "2.05E + 03", "9.81E + 03", "1.40E + 03", "3.19E + 03", "1.23E + 03", "3.04E + 03", "3.02E + 02"], ["XP_027268152.1", "T-complex protein 1 subunit theta isoform x2", "60599.05", "5.43", "3.22E + 05", "4.71E + 02", "3.87E + 03", "1.01E + 03", "1.34E + 04", "3.84E + 03", "9.09E + 03", "5.29E + 03"], ["XP_027268153.1", "T-complex protein 1 subunit theta isoform x3", "54959.35", "5.19", "2.89E + 05", "4.50E + 03", "4.77E + 03", "2.10E + 03", "1.82E + 03", "2.87E + 01", "1.98E + 03", "8.82E + 02"], ["XP_027269607.1", "Beta-glucuronidase isoform x4", "72431.34", "6.28", "1.78E + 05", "5.72E + 03", "4.30E + 03", "3.84E + 03", "2.62E + 03", "6.07E + 02", "1.72E + 03", "1.38E + 02"], ["XP_027269616.1", "T-complex protein 1 subunit zeta", "58719.15", "6.46", "1.72E + 05", "3.09E + 03", "6.45E + 03", "1.93E + 03", "2.54E + 03", "1.32E + 03", "5.12E + 03", "4.02E + 03"], ["XP_027269644.1", "Gtp-binding nuclear protein ran isoform x2", "23885.76", "7.01", "5.37E + 05", "1.03E + 04", "6.36E + 03", "2.76E + 03", "7.70E + 03", "4.69E + 03", "6.51E + 03", "3.57E + 03"], ["XP_027269956.1", "Phospholipase b-like 2", "64690.59", "5.9", "1.10E + 06", "4.78E + 04", "3.95E + 04", "4.71E + 04", "1.53E + 04", "1.01E + 04", "7.36E + 03", "1.74E + 03"], ["XP_027270355.1", "Transforming protein rhoa", "21342.36", "5.83", "1.56E + 05", "1.25E + 03", "2.82E + 03", "4.60E + 02", "2.38E + 03", "5.30E + 02", "3.50E + 03", "1.43E + 03"], ["XP_027270673.1", "Pyruvate kinase pkm isoform x1", "58719.15", "6.69", "8.65E + 05", "1.64E + 04", "1.27E + 04", "7.34E + 03", "2.17E + 03", "6.46E + 02", "4.50E + 03", "2.64E + 03"], ["XP_027270674.1", "Pyruvate kinase pkm isoform x2", "58719.15", "6.88", "1.09E + 06", "2.36E + 04", "8.46E + 03", "3.88E + 03", "6.72E + 03", "3.48E + 03", "5.74E + 03", "2.39E + 03"], ["XP_027270675.1", "Pyruvate kinase pkm isoform x3", "57060.42", "8.65", "8.09E + 05", "2.66E + 04", "1.53E + 04", "5.98E + 03", "4.50E + 03", "3.28E + 03", "8.36E + 03", "2.70E + 03"], ["XP_027270716.1", "Lysyl oxidase homolog 1 isoform x2", "67012.81", "6.57", "1.94E + 05", "4.71E + 02", "7.19E + 03", "3.63E + 03", "8.20E + 03", "2.73E + 03", "7.55E + 03", "1.64E + 03"], ["XP_027270812.1", "Chondroitin sulfate proteoglycan 4", "256882.45", "5.41", "2.63E + 05", "5.72E + 03", "1.03E + 04", "9.31E + 03", "1.06E + 04", "4.45E + 03", "1.45E + 04", "6.25E + 03"], ["XP_027271096.1", "Beta-galactosidase isoform x3", "75859.39", "8.58", "4.32E + 04", "2.36E + 03", "1.06E + 03", "1.24E + 02", "1.81E + 03", "7.72E + 02", "9.83E + 03", "2.59E + 03"], ["XP_027271097.1", "Beta-galactosidase isoform x4", "73868.91", "6.71", "3.52E + 05", "7.41E + 03", "4.27E + 03", "5.47E + 02", "4.18E + 03", "1.49E + 03", "5.98E + 03", "2.17E + 03"], ["XP_027271619.1", "Elongation factor 1-alpha 1", "50646.65", "7.9", "8.78E + 05", "4.10E + 04", "1.19E + 02", "8.16E + 01", "5.76E + 01", "5.97E + 01", "1.89E + 02", "1.39E + 02"], ["XP_027271991.1", "Malate dehydrogenase, mitochondrial isoform x2", "37376.78", "8.93", "1.35E + 05", "4.03E + 03", "3.97E + 03", "1.35E + 03", "3.21E + 03", "8.13E + 02", "3.77E + 03", "8.51E + 02"], ["XP_027272021.1", "Plasminogen activator inhibitor 1 isoform x2", "44454.04", "7.2", "4.74E + 06", "1.02E + 05", "7.43E + 03", "2.19E + 03", "7.02E + 03", "2.94E + 03", "9.84E + 03", "5.02E + 03"], ["XP_027272044.1", "Procollagen c-endopeptidase enhancer 1", "51752.47", "8.16", "2.76E + 05", "7.59E + 03", "7.26E + 03", "3.63E + 03", "5.78E + 03", "1.27E + 03", "5.10E + 03", "3.45E + 02"], ["XP_027272591.1", "Complement c3", "184229.95", "6.2", "6.09E + 04", "2.70E + 03", "5.08E + 03", "1.33E + 03", "1.07E + 04", "3.60E + 03", "5.28E + 03", "1.91E + 03"], ["XP_027272776.1", "Laminin subunit beta-1 isoform x5", "197499.81", "4.78", "2.42E + 05", "4.71E + 02", "6.80E + 03", "3.52E + 03", "1.80E + 03", "5.07E + 02", "1.12E + 04", "5.03E + 03"], ["XP_027272779.1", "Laminin subunit beta-1 isoform x3", "186662.75", "4.76", "1.91E + 05", "5.44E + 03", "3.96E + 03", "4.81E + 02", "3.41E + 03", "1.03E + 03", "6.88E + 03", "2.99E + 03"], ["XP_027272780.1", "Laminin subunit beta-1 isoform x4", "162666.42", "4.7", "6.79E + 04", "1.57E + 03", "1.64E + 03", "9.69E + 02", "2.11E + 03", "9.24E + 02", "4.12E + 03", "5.00E + 02"], ["XP_027273163.1", "Laminin subunit gamma-1 isoform x2", "177705.6", "4.99", "1.16E + 05", "3.86E + 03", "9.84E + 03", "9.17E + 03", "4.12E + 03", "1.37E + 03", "4.26E + 03", "3.94E + 02"], ["XP_027274751.1", "Immunoglobulin superfamily member 8 isoform x3", "66902.23", "7.94", "7.24E + 04", "1.28E + 03", "2.32E + 03", "6.47E + 02", "6.75E + 03", "4.73E + 03", "3.08E + 03", "5.51E + 02"], ["XP_027274961.1", "Legumain", "48435", "6.07", "3.01E + 06", "3.40E + 04", "6.31E + 03", "1.19E + 03", "5.76E + 03", "2.85E + 03", "6.16E + 03", "4.75E + 03"], ["XP_027275654.1", "Cathepsin z", "33838.15", "7.52", "3.29E + 06", "4.64E + 04", "1.44E + 04", "6.08E + 03", "8.88E + 03", "5.11E + 03", "5.29E + 03", "1.74E + 03"], ["XP_027275687.1", "Laminin subunit alpha-5", "413024.52", "6.49", "8.50E + 04", "1.33E + 03", "8.53E + 03", "2.29E + 03", "5.54E + 03", "3.87E + 03", "4.65E + 03", "1.58E + 03"], ["XP_027276427.1", "Nucleobindin-1 isoform x3", "50536.07", "5.14", "7.26E + 05", "8.60E + 03", "2.58E + 03", "9.22E + 02", "5.52E + 03", "2.30E + 03", "1.06E + 04", "6.58E + 03"], ["XP_027277053.1", "Protein-glutamine gamma-glutamyltransferase 2", "75859.39", "5.08", "1.08E + 05", "3.30E + 03", "1.76E + 03", "7.39E + 02", "1.03E + 03", "6.81E + 02", "4.04E + 03", "2.16E + 03"], ["XP_027278026.1", "Thrombospondin-1 isoform x2", "129381.17", "4.7", "1.12E + 06", "2.36E + 04", "9.32E + 03", "3.97E + 03", "6.71E + 03", "9.85E + 02", "7.11E + 03", "1.68E + 03"], ["XP_027278163.1", "Catalase isoform x1", "61373.12", "8.29", "7.38E + 04", "3.74E + 03", "2.23E + 03", "7.48E + 02", "2.00E + 03", "1.10E + 03", "7.40E + 03", "1.58E + 03"], ["XP_027278164.1", "Catalase isoform x2", "53742.95", "7.33", "7.48E + 04", "1.10E + 03", "2.48E + 03", "2.46E + 02", "2.36E + 03", "6.59E + 02", "7.45E + 03", "8.38E + 02"], ["XP_027279237.1", "Matrix metalloproteinase-9", "78513.36", "5.6", "4.31E + 04", "2.60E + 03", "4.31E + 03", "1.59E + 03", "1.05E + 04", "3.66E + 03", "5.71E + 03", "2.24E + 03"], ["XP_027279240.1", "Lysosomal protective protein", "54517.02", "5.64", "1.34E + 06", "0.00E + 00", "3.44E + 03", "1.21E + 03", "6.16E + 03", "1.66E + 03", "4.86E + 03", "3.13E + 03"], ["XP_027279242.1", "Phospholipid transfer protein isoform x2", "49761.99", "5.94", "3.95E + 05", "2.05E + 03", "7.01E + 03", "1.74E + 03", "2.75E + 03", "1.23E + 03", "5.27E + 03", "1.83E + 03"], ["XP_027279907.1", "Insulin-like growth factor-binding protein 4", "28087.88", "6.78", "2.80E + 05", "4.71E + 03", "2.10E + 03", "1.78E + 03", "4.60E + 02", "1.44E + 02", "4.72E + 02", "7.07E + 01"], ["XP_027280118.1", "Nucleoside diphosphate kinase b", "16808.49", "7.78", "8.71E + 05", "8.65E + 03", "2.13E + 03", "4.30E + 02", "5.08E + 03", "3.38E + 03", "3.93E + 03", "7.21E + 02"], ["XP_027280121.1", "Nucleoside diphosphate kinase a isoform x1", "16808.49", "5.96", "4.03E + 05", "1.02E + 04", "1.60E + 04", "7.06E + 03", "2.90E + 04", "1.91E + 04", "1.83E + 04", "2.18E + 04"], ["XP_027280122.1", "Nucleoside diphosphate kinase a isoform x2", "12274.62", "5", "7.94E + 05", "4.24E + 03", "9.15E + 03", "1.12E + 03", "5.37E + 03", "7.92E + 02", "5.05E + 03", "1.53E + 03"], ["XP_027280299.1", "Emilin-1 isoform x1", "112462.1", "5.24", "1.37E + 05", "6.18E + 03", "2.13E + 03", "6.39E + 02", "3.16E + 03", "5.94E + 02", "9.26E + 03", "2.71E + 03"], ["XP_027280300.1", "Emilin-1 isoform x2", "101625.04", "5.09", "1.22E + 05", "1.25E + 03", "5.39E + 03", "8.94E + 02", "2.52E + 03", "6.40E + 02", "3.39E + 03", "2.41E + 03"], ["XP_027281003.1", "Nucleophosmin isoform x2", "32290", "4.61", "9.43E + 05", "1.05E + 04", "9.38E + 03", "7.51E + 03", "4.03E + 03", "1.60E + 03", "5.94E + 03", "2.13E + 03"], ["XP_027281136.1", "Fatty acid synthase isoform x2", "276787.25", "5.95", "9.64E + 04", "2.36E + 03", "7.46E + 03", "6.20E + 03", "7.63E + 03", "9.34E + 02", "6.81E + 03", "3.24E + 03"], ["XP_027281297.1", "Lysosomal alpha-glucosidase", "104942.51", "5.65", "6.10E + 05", "2.82E + 04", "1.64E + 04", "9.02E + 03", "1.80E + 04", "2.88E + 03", "4.56E + 03", "1.55E + 03"], ["XP_027281318.1", "Galectin-3-binding protein", "63474.18", "5.06", "9.51E + 05", "2.46E + 04", "1.26E + 04", "5.04E + 03", "8.36E + 03", "5.68E + 03", "6.46E + 03", "3.00E + 03"], ["XP_027281357.1", "Septin-9 isoform x4", "65464.66", "7.16", "7.81E + 04", "9.63E + 02", "1.28E + 04", "3.83E + 03", "3.51E + 03", "2.62E + 03", "3.64E + 03", "1.17E + 03"], ["XP_027281359.1", "Septin-9 isoform x5", "37045.04", "7.1", "7.81E + 04", "3.14E + 03", "8.26E + 02", "3.54E + 02", "4.29E + 02", "1.56E + 02", "6.13E + 02", "3.17E + 02"], ["XP_027282087.1", "Retinoid-inducible serine carboxypeptidase", "50314.9", "5.39", "4.82E + 05", "1.41E + 03", "3.12E + 03", "1.43E + 03", "2.39E + 03", "1.85E + 03", "2.59E + 03", "9.03E + 02"], ["XP_027282154.1", "Clathrin heavy chain 1 isoform x3", "185225.19", "5.48", "1.29E + 05", "3.56E + 03", "3.61E + 04", "3.82E + 04", "6.45E + 03", "2.07E + 03", "2.04E + 03", "7.87E + 02"], ["XP_027282301.1", "C-c motif chemokine 2", "15813.25", "9.32", "3.12E + 06", "2.16E + 04", "2.03E + 03", "4.27E + 02", "1.22E + 03", "3.98E + 02", "4.94E + 03", "2.68E + 03"], ["XP_027282549.1", "Pigment epithelium-derived factor isoform x2", "46223.36", "6.43", "3.52E + 05", "3.74E + 03", "7.57E + 03", "4.32E + 03", "4.18E + 03", "1.21E + 03", "1.60E + 04", "1.49E + 04"], ["XP_027282819.1", "Eukaryotic initiation factor 4a-i", "44896.37", "5.32", "1.30E + 05", "6.13E + 03", "4.71E + 03", "1.77E + 03", "4.04E + 03", "1.25E + 03", "5.36E + 03", "1.55E + 03"], ["XP_027283255.1", "Sparc isoform x4", "33838.15", "4.75", "1.27E + 05", "4.71E + 02", "2.26E + 03", "1.06E + 03", "3.57E + 03", "8.75E + 02", "4.94E + 03", "9.27E + 02"], ["XP_027283783.1", "Granulins isoform x2", "65464.66", "5.97", "1.15E + 06", "2.05E + 04", "4.31E + 03", "3.70E + 03", "3.09E + 03", "5.03E + 02", "2.42E + 03", "3.59E + 02"], ["XP_027284007.1", "Keratin, type i cytoskeletal 10 isoform x3", "62700.11", "5.04", "1.14E + 06", "3.30E + 04", "1.34E + 04", "6.51E + 03", "1.34E + 04", "9.83E + 03", "6.90E + 03", "7.36E + 02"], ["XP_027284023.1", "Complement c1r subcomponent", "77960.45", "5.71", "4.54E + 05", "1.17E + 04", "1.28E + 04", "2.44E + 03", "9.64E + 03", "2.48E + 03", "7.56E + 03", "9.74E + 02"], ["XP_027284024.1", "Complement c1r subcomponent-like protein", "53742.95", "6.31", "1.27E + 05", "4.03E + 03", "1.73E + 04", "2.46E + 03", "1.04E + 04", "1.90E + 03", "7.97E + 03", "2.96E + 03"], ["XP_027284060.1", "Triosephosphate isomerase isoform x2", "27534.97", "6.13", "3.21E + 05", "4.50E + 03", "2.85E + 03", "1.18E + 03", "7.05E + 03", "5.43E + 02", "8.88E + 03", "1.57E + 03"], ["XP_027284552.1", "T-complex protein 1 subunit eta isoform x2", "60046.13", "7.07", "1.99E + 05", "9.43E + 02", "4.42E + 03", "1.16E + 03", "5.37E + 03", "4.88E + 02", "5.42E + 03", "1.24E + 03"], ["XP_027286043.1", "Transforming protein rhoa isoform x1", "21342.36", "7.51", "3.42E + 04", "2.87E + 03", "1.12E + 03", "1.66E + 02", "5.14E + 02", "2.04E + 02", "3.00E + 03", "1.36E + 03"], ["XP_027288083.1", "Metalloproteinase inhibitor 1", "22448.19", "8.84", "7.24E + 05", "1.45E + 04", "9.22E + 03", "4.82E + 03", "2.12E + 03", "4.14E + 02", "3.07E + 03", "1.06E + 03"], ["XP_027288193.1", "V-type proton atpase subunit s1 isoform x2", "51199.56", "5.52", "4.65E + 04", "1.42E + 03", "1.55E + 03", "1.39E + 02", "5.38E + 03", "2.56E + 03", "1.92E + 03", "1.26E + 03"], ["XP_027289308.1", "Alpha-enolase isoform x2", "47992.67", "5.85", "3.72E + 05", "2.87E + 03", "5.96E + 03", "1.49E + 03", "4.81E + 03", "1.64E + 03", "6.16E + 03", "3.51E + 03"]], "row_count": 153, "column_count": 12, "numeric_cells": 1762, "header_rows": 1, "locator": "section[18]/table-wrap[1]#Tab4"}}], "gaps": ["asset:data:geo:PXD016047 not downloaded", "asset:data:geo:PXD016047 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "A Pearson correlation matrix was constructed using the intensities of all identified proteins."}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. 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