Supplementary Materials N1. Yeast Culturing
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- Μελπομένη Κοντολέων
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1 Supplementary Materials N1. Yeast Culturing Experimental conditions were examined (data not shown) to test parameters of the quenching and extraction methodology. Using untargeted data mining feature results to evaluate experimental parameters tested, we were able to incrementally increase signal and reproducibility to a point where the optimized protocol could be used for stress comparison study, the results of which are reported. S. cerevisiae strain BJ5459 (generously supplied by Dr. Martha Cyert of Stanford University) was cultured at 30 C in 0.8 L of YPD media (2% peptone, 2% dextrose, 1% yeast extract; MP Biomedical, Santa Ana, CA, USA) until an OD 600 of 0.8 was measured using an Agilent 8,453 spectrophotometer (Agilent Technologies, Santa Clara, CA, USA), at which point cultures were challenged by control, calcium or calcium and drug exposure, resulting in four discrete culture types, referred to as treatment conditions. Wild type control culture (wild type): 4 ml of ET (90:10 ethanol:tween 20) was added to culture at OD 600 = 0.8; cultivation for 1 h; addition of 200 ml of YPD media; cultivation 15 min. Calcium control culture (calcium): 4 ml of ET was added to culture at OD 600 = 0.8; cultivation for 1 h; addition of 0.2 L of YPD media containing 1M CaCl 2 (final concentration, 0.2 M CaCl 2 ). Drug (FK506) challenge followed by Ca 2+ exposure (FK506): 4 ml of ET containing 1 mg/ml FK506 (final concentration, 5 µg/ml) were added to culture at OD 600 = 0.8; cultivation for 1 h; addition of 0.2 L of YPD media containing 1 M CaCl 2 (final concentration, 0.2 M CaCl 2 ); cultivation 15 min. Drug (Cyclosporin A) challenge followed by Ca 2+ exposure (CsA): 4 ml of ET containing 1 mg/ml Cyclosporin A (final concentration, 5 µg/ml) were added to culture at OD 600 = 0.8; cultivation for 1 h; addition of 0.2 L of YPD media containing 1 M CaCl 2 (final concentration, 0.2 M CaCl 2 ); cultivation 15 min. After a 15-min exposure to 0.2 M CaCl 2 or media only control, cultures were centrifuged at 3,000 rpm for 5 min at 4 C (Avanti J25i, Beckman Coulter, Brea, CA, USA), the supernatant discarded, the pellet washed with 0.2 L of 1x phosphate buffered saline (PBS), centrifuged, washed and centrifuged again. Previous unreported experiments showed a strong MS signal correlation between final data and a YPD media only control, an indication that residual media was being carried through the extraction process and contributing to the final signal. Therefore, two subsequent PBS washes were introduced in order to: (1) remove residual media prior to extraction in an isotonic solution that would prevent cell lysis and minimize metabolite extraction; and (2) remove extracellular metabolites and enable a more accurate endometabolomic measurement. The pellet was then suspended in 1 ml of PBS, to which was added 2 ml of 4:1 methanol:pbs (pre-chilled in an isopropanol/dry ice bath) as a quenching solution, with previously described quenching techniques [1,2] used as a template. Tubes were then placed in an isopropanol/dry ice bath for 15 min, after which they were transferred to a lyophilizer (Virtis 3.5L DBT, SP Industries, Warminster, PA, USA) pre-chilled to 60 C, dried and stored at 80 C, pending extraction. In order to account for metabolites extracted by the cold methanol quench, a concern previously reported [1,3], tubes containing the quench solution and yeast pellet, with a total volume of less than 10 ml, were placed directly into the lyophilizer. Metabolites extracted in the quenching process were thus retained and present in the final signal after subsequent extraction.
2 S2 N2. Metabolite Extraction and Sample Resuspension Tubes were placed in chilled milling canisters and milled at 30 Hz for 3 1 minute cycles using a mixer mill (Retsch MM301, Haan, Germany). An isopropanol/dry ice bath was used to chill the canisters between milling cycles for 2 min. All tubes were then micro-centrifuged (Eppendorf 5415R, Hamburg, Germany) at 4,100 rpm and 4 C for 5 min for biphasic separation. A 0.5 ml fraction of the polar phase was aspirated to a separate tube, and 0.5 ml of 1:1 methanol:water was added to the extraction tube. The tubes were briefly vortexed. Centrifugation, separation and polar phase removal was done a second time. The remaining non-polar phase was then aspirated into a separate tube. After lyophilization (Virtis 3.5L DBT, SP Industries, Warminster, PA, USA) at 60 C, the polar phase samples were resuspended in 100 µl of 50:50 water:methanol with 0.2% formic acid for reversed phase (RP) separation or in 100 µl of 10 mm ammonium acetate in 50:50 water:methanol for aqueous normal phase (ANP) separation. The non-polar phase samples were re-suspended in 100 µl of 50:50 water:methanol with 0.2% formic acid for reverse phase (RP) separation only. Table S1. MS and MS/MS conditions. MS Conditions Ion mode ESI positive and negative, APCI positive Drying gas temperature 325 C Vaporizer temperature 350 C Drying gas flow 10 L/min ESI, 5 L/min APCI Nebulizer pressure 45 psi Capillary voltage 4,000 V ESI positive/negative ion mode 3,500 V APCI positive ion mode Spectra acquisition rate 1.4 spectra/s MS/MS Conditions Quad resolution High resolution Ion mode Both positive and negative Drying gas temperature 325 C Drying gas flow 9 L/min Nebulizer pressure 35 psig Capillary voltage 4,000 V (positive mode)/3,500 V (negative mode) Fragmentor 200 V Skimmer 65 V OCT1RFVpp 750 V Isolation width ~1.3 m/z Reference Delivery Isocratic pump with 100:1 splitter Reference pump flow 1 ml/min for 10 μl/min to nebulizer Reference ions Positive mode: and Negative mode: and Instrument mass range 1,700 Da Acquisition rate 3.35 spectra/s TOF * spectra mass range 25 to 1,000 m/z Collision energy (ev) 10, 20 and 40 ev Data storage Centroid Threshold 100 (MS) and 5 (MS/MS) Instrument mode Extended Dynamic Range * TOF: Time of Flight.
3 S3 Table S2. Two-hundred four differentially detected (p < 0.05) untargeted data mining features were annotated to the METLIN metabolite database. The corrected p-value, p (Corr), and log2 normalized relative abundances are indicated. ND, not detected. Treatment conditions: WT, wild-type, not drug or calcium treated; CA, calcium treated only; CY, Cyclosporin A followed by calcium treated; FK, FK506 followed by calcium treated. Compound p (Corr) CA/ WT CY/ WT FK/ WT Molecular Formula KEGG ID C 11 H 12 O 6 C05817 (1R,6R)-6-hydroxy-2-succinylcyclohexa- 2,4-diene-1-carboxylate (1S,2R,4S)-(-)-bornyl acetate C 12 H 20 O 2 C09837 (3S)-3,6-diaminohexanoate C 6 H 14 N 2 O 2 C01142 (3S,4S)-3-hydroxytetradecane-1,3,4- tricarboxylic acid C 17 H 30 O 7 C04529 (Ac)2-L-Lys-D-Ala-D-Ala C 16 H 28 N 4 O 6 C03326 (R)-10-hydroxystearic acid C 18 H 36 O 3 C03195 (R)-2-amino-3-hydroxypropanoic acid C 3 H 7 NO 3 C00740 (R)-2-methylmalate ND C 5 H 8 O 5 C02612 (R)-4-phosphopantoate C 6 H 13 O 7 P C18911 (S)-ACPA C 8 H 10 N 2 O 5 C13673 (S)-ATPA ND C 10 H 16 N 2 O 4 C13733 (S)-mevalonic acid C 6 H 12 O 4 C02104 (S)-N-[3-(3,4-methylenedioxyphenyl)-2- (acetylthio)methyl-1-oxoprolyl]-(s)- alanine benzyl ester C 25 H 28 N 2 O 7 S C ,2,3,7,8,9-hexachlorodibenzofuran C 12 H 2 C l6 O C ,4-beta-D-glucan C 18 H 32 O 18 C (2,3-dihydroxycyclopentyl)-2- dodecanone C 17 H 32 O 3 C keto-PGF2alpha C 20 H 32 O 5 C beta-hydroxy-4-mercaptoandrost-4-en- 3-one 4-acetate 17-propionate C 24 H 34 O 4 S C ethynyl-5alpha-androstan-17beta-ol ND 8.76 ND C 21 H 32 O C bromoaplysiatoxin C 32 H 46 Br 2 O 10 C norpregna-4,17(20)-dien-3-one C 20 H 28 O C aminocyclohexanecarboxylic acid ND ND C 7 H 13 NO 2 1-O-(1Z-Tetradecenyl)-2-(9Zoctadecenoyl)-sn-glycerol C 35 H 66 O 4 C Octen-3-ol-3-o-beta-D-xylopyranosyl (1-6)-beta-D-glucopyranoside ND ND ND C 19 H 34 O 10 C O-hexadecyl-2-(9Z-octadecenoyl)- sn-glycerol C 37 H 72 O 4 C oxa-2-oxo-3-methylcycloheptane C 7 H 12 O 2 C (3-carboxy-3-aminopropyl)-L-histidine C 10 H 16 N 4 O 4 C04441
4 S4 Compound Table S2. Cont. p (Corr) CA/ WT CY/ WT FK/ WT Molecular Formula KEGG ID ND C 22 H 24 O 4 C ,2-dimethyl-3-(4-methoxyphenyl)-4-ethyl-2H- 1-benzopyran-7-ol acetate 2,3-dihydroxy-3-methylvaleric acid ND 9.24 ND C 6 H 12 O 4 C ,4,5-trichlorophenoxyacetic acid C 8 H 5 Cl 3 O 3 C hydroxybrassinolide ND ND C 28 H 48 O 7 C alpha,3alpha-(difluoromethylene)-5alphaandrostan-17beta-ol acetate C 22 H 32 F 2 O 2 C anthramine ND 9.13 ND C 14 H 11 N C deoxyuridine C 9 H 12 N 2 O 5 C furoic acid C 5 H 4 O 3 C mercaptoethanesulfonic acid C 2 H 6 O 3 S 2 C methyl-3-oxoadipate ND 8.41 ND C 7 H 10 O 5 C methylbutanal C 5 H 10 O C methylcitric acid C 7 H 10 O 7 2-methylthiobenzothiazole ND 1.69 C 8 H 7 NS 2 C protocatechoylphloroglucinolcarboxylate C 14 H 10 O 8 C (4-chlorophenyl)-2H-1-benzopyran-2-one C 15 H 9 ClO 2 C (Carboxycarbonylamino)-L-alanine C 5 H 8 N 2 O 5 C beta-fluoro-5alpha-androstan-17beta-ol C 19 H 31 FO C dehydro-L-threonate C 4 H 6 O 5 C epihydroxymugineic acid ND C 12 H 20 N 2 O 9 C fluoro-D-alanine ND 1.33 C 3 H 6 FNO 2 C hydroxy-4-hydroxymethyl-2-methylpyridine- 5-carboxylate C 8 H 9 NO 4 C hydroxyisoheptanoic acid C 7 H 14 O 3 N/A 3-methyl-2-butenoic acid C 5 H 8 O 2 N/A 3-tert-butyl-5-methylcatechol ND 8.38 ND C 11 H 16 O 2 C UMP C9H 13 N 2 O 9 P C ,4 -diapophytoene C 30 H 48 C [(hydroxymethyl)nitrosoamino]-1-(3- pyridinyl)-1-butanone C 10 H 13 N 3 O 3 C [2-(5-carboxy-2-hydroxy-3-methoxyphenyl)- 2-oxoethylidene]-2-hydroxy-2-pentenedioate C 15 H 12 O 10 C amino-1-piperidinecarboxylic acid C 6 H 12 N 2 O 2 C aminophenylalanine C 9 H 12 N 2 O 2 C cinnamoylmussatioside C 34 H 44 O 16 C demethyldeoxypodophyllotoxin ND ND C 21 H 20 O 7 C fluoro-L-threonine C 4 H 8 FNO 3 C guanidinobutanamide ND 9.06 ND C 5 H 12 N 4 O C heptyloxyphenol C 13 H 20 O 2 C14236
5 S5 Table S2. Cont. CA/ CY/ FK/ Molecular KEGG Compound p (Corr) WT WT WT Formula ID 4-hexyloxyphenol C 12 H 18 O 2 C hydroxycinnamyl aldehyde C 9 H 8 O 2 C hydroxyglucobrassicin C 16 H 20 N 2 O 10 S 2 C hydroxyropivacaine C 17 H 26 N 2 O 2 C methylaminobutyrate ND 8.92 ND C 5 H 11 NO 2 C methylimidazole C 4 H 6 N 2 C methylthiobutylthiohydroximate ND 3.32 C 5 H 11 NOS 2 C n-hexylphenol C 12 H 18 O C octenedioic acid C 8 H 12 O 4 4-PIOL C 8 H 12 N 2 O 2 C Z,7Z,10Z-octadecatrienenitrile C 18 H 29 N C (3-methyltriazen-1-yl)imidazole- 4-carboxamide C 5 H 8 N 6 O C ,8-tetradecadienoic acid C 14 H 24 O 2 N/A 5alpha-cholesta-8-en-3-one ND C 27 H 44 O N/A 5-aminopentanamide C 5 H 12 N 2 O C carboxyvanillic acid ND ND C 9 H 8 O 6 C coprostanol ND C 27 H 48 O N/A 5-dehydroepisterol C 28 H 44 O C deoxy-5-aminoshikimic acid C 7 H 11 NO 4 C guanylate diphosphate (guanosine diphosphate) C 10 H 15 N 5 O 11 P 2 C hydroxyindoleacetic acid C 10 H 9 NO 3 C (isopropylthio) purine C 8 H 10 N 4 S C hydroxyl-1,6-dihydropurine ribonucleoside C 10 H 14 N 4 O 5 C oxabicyclo[3.1.0]hexane-2-undecanoic acid methyl ester C 17 H 30 O 3 C methylnonenoate C 10 H 18 O 2 N/A 8Z,11Z,14Z-heptadecatrienoic acid ND 8.90 ND C 17 H 28 O 2 C anthroic acid C 15 H 10 O 2 C13699 Ac-Tyr-OEt C 13 H 17 NO 4 C01657 adenosine 3 -monophosphate C 10 H 14 N 5 O 7 P C01367 adipate semialdehyde C 6 H 10 O 3 C06102 aethusin C 13 H 14 C08395 all-trans-hexaprenyl diphosphate C 30 H 52 O 7 P 2 C01230 aloperine C 15 H 24 N 2 C10748 alpha-ergocryptine ND ND C 32 H 41 N 5 O 5 C07545 americine ND C 31 H 39 N 5 O 4 C09996 aminodhq C 7 H 11 NO 5 C12109 argininic acid C 6 H 13 N 3 O 3 N/A aspidoalbine C 24 H 32 N 2 O 5 C09038 auriculine ND ND C 31 H 45 NO 8 C10280
6 S6 Table S2. Cont. Compound p (Corr) CA/ CY/ FK/ KEGG Molecular Formula WT WT WT ID australine C 8 H 15 NO 4 C10132 benthiavalicarb isopropyl C 18 H 24 FN 3 O 3 S C18415 benzo[g]chrysene C 22 H 14 C19340 benzyl 2-methyl-3-oxobutanoate ND 8.89 C 12 H 14 O 3 C04000 benzyl isothiocyanate ND ND 8.31 C 8 H 7 NS C03098 beta-zearalanol C 18 H 26 O 5 C14753 B-norcholest-4-en-3-one C 26 H 42 O C15119 broussonin C ND 8.55 ND C 20 H 24 O 3 C09524 burseran C 22 H 26 O 6 C10547 capsi-amide ND 8.35 C 17 H 35 NO C17515 caulophylline ND ND C 12 H 16 N 2 O C10760 chikusetsusaponin III 0 ND ND C 47 H 80 O 17 C17539 chimyl alcohol ND C 19 H 40 O 3 C13859 cholestane C 27 H 48 C19661 coenzyme A (CoA) ND ND C 21 H 36 N 7 O 16 P 3 S C00010 Compound III(S) ND ND 7.73 C 22 H 30 N 2 O 3 C06495 cucurbitacin E ND ND C 32 H 44 O 8 C08797 cymarin C 30 H 44 O 9 C08859 dehydroabietic acid C 20 H 28 O 2 C12078 dehydrocurdione ND 8.72 ND C 15 H 22 O 2 C16949 di(2-ethylhexyl) adipate C 22 H 42 O 4 C14240 dibenzthion C 17 H 18 N 2 S 2 C12767 dihydroflavonol ND C 15 H 12 O 3 C15570 dihydrophloroglucinol C 6 H 8 O 3 C06719 D-proline C 5 H 9 NO 2 C16435 ergosta-5,7,22,24(28)-tetraen-3beta-ol C 28 H 42 O C05440 estra-1,3,5(10)-triene-3,6alpha,17betatriol triacetate C 24 H 30 O 6 C15382 euphorbia factor Ti C 32 H 42 O 7 C09091 flaccidin B C 41 H 64 O 12 C08943 flavine mononucleotide (FMN) C 17 H 21 N 4 O 9 P C00061 flumioxazin C 19 H 15 FN 2 O 4 C11035 germine C 27 H 43 NO 8 C10807 gibberellin A C 19 H 22 O 5 C11871 glutaric acid C 5 H 8 O 4 C00489 glycidyl oleate C 21 H 38 O 3 C19426 gonane C 17 H 28 C19639 gymnemic acid I C 43 H 66 O 14 C08947 halfordinol C 14 H 10 N 2 O 2 C10596 heptadecane ND ND C 17 H 36 C01816 histidylleucine ND ND C 12 H 20 N 4 O 3 C05010 inuline 0 ND ND C 32 H 46 N 2 O 8 C08659 iridotrial glucoside C 16 H 24 O 8 C11653
7 S7 Table S2. Cont. Compound p (Corr) CA/ CY/ FK/ Molecular KEGG WT WT WT Formula ID jodrellin A C 24 H 32 O 8 C09121 kikkanol C ND 9.16 ND C 15 H 24 O 3 C17605 kuraridinol C 26 H 32 O 7 C17445 kynurenine ND ND C 10 H 12 N 2 O 3 C00328 leucyl-leucyl-norleucine C 18 H 35 N 3 O 4 C11328 lignoceric acid C 24 H 48 O 2 C08320 lipoic acid C 8 H 14 O 2 S 2 C00725 L-isoleucyl-L-proline C 11 H 20 N 2 O 3 N/A loganin C 17 H 26 O 10 C01433 mammeisin ND ND 9.43 C 25 H 26 O 5 C09275 mannopine C 11 H 22 N 2 O 8 C16692 methyl N-(a-methylbutyryl)glycine C 8 H 15 NO 3 N/A methyl propenyl ketone C 5 H 8 O N/A morroniside C 17 H 26 O 11 C17000 N-(6-aminohexanoyl)-6-aminohexanoic acid C 12 H 24 N 2 O 3 C01255 N,N -diphenyl-p-phenylenediamine C 18 H 16 N 2 C14501 N5-(L-1-Carboxyethyl)-L-ornithine ND 9.93 ND C 8 H 16 N 2 O 4 C04210 N6-(delta2-Isopentenyl)-adenosine 5 - monophosphate C 15 H 22 N 5 O 7 P C04713 N-acetyldemethylphosphinothricin tripeptide ND C 12 H 22 N 3 O 7 P C17950 N-acetylneuraminic acid ND C 11 H 19 NO 9 C00270 N-glycolyl-D-mannosaminolactone C 8 H 13 NO 7 C03948 nigakilactone F C 22 H 32 O 7 C17031 N-methylpelletierine ND C 9 H 17 NO C06184 oleandrose ND C 7 H 14 O 4 C08237 ophiopogonin A ND ND C 41 H 64 O 13 C17041 ophiopogonin B 0 ND ND C 39 H 62 O 12 C17038 oxyacanthine C 37 H 40 N 2 O 6 C09598 p-coumaroyl quinic acid C 16 H 18 O 8 C12208 pentahydroxyflavanone C 15 H 12 O 7 C05911 pheneturide C 11 H 14 N 2 O 2 C12590 phenylacetylglycine dimethylamide C 12 H 16 N 2 O 2 C12958 phytosphingosine C 18 H 39 NO 3 C12144 pilocarpidine C 10 H 14 N 2 O 2 C17964 pirimicarb C 11 H 18 N 4 O 2 C11079 presqualene diphosphate ND ND C 30 H 52 O 7 P 2 C03428 protoporphyrin IX ND ND 9.64 C 34 H 36 N 4 O 4 C02191 purine ND ND 9.89 C 5 H 4 N 4 C15587 pyridoxal phosphate C 8 H 10 NO 6 P C00018 pyriminobac-methyl C 17 H 19 N 3 O 6 C18486 retronecine ND 9.37 ND C 8 H 13 NO 2 C06177
8 S8 Table S2. Cont. Compound p (Corr) CA/ CY/ FK/ Molecular KEGG WT WT WT Formula ID rhizocticin D C 17 H 33 N 6 O 7 P C17961 rubrophen ND 8.98 ND C 22 H 20 O 6 C14612 S-adenosylhomocysteine C 14 H 20 N 6 O 5 S C00021 S-nitroso-L-glutathione C 10 H 16 N 4 O 7 S N/A sphinganine C 18 H 39 NO 2 C00836 spinosyn D 0 ND ND C 42 H 67 NO 10 C11056 succinic anhydride C 4 H 4 O 3 C19524 succinoadenosine C 14 H 17 N 5 O 8 N/A sugeonyl acetate ND 9.21 ND C 17 H 24 O 3 C17506 tenulin C 17 H 22 O 5 C09557 tetradecan1-ol ND C 14 H 30 O N/A threonate C 4 H 8 O 5 C01620 timosaponin A-III 0 ND ND C 39 H 64 O 13 C17075 tris(butoxyethyl)phosphate ND ND C 18 H 39 O 7 P C14446 tuberonic acid glucoside ND ND C 18 H 28 O 9 C08558 undecan-2-one ND 9.30 ND C 11 H 22 O C01875 vasicinol C 11 H 12 N 2 O 2 C10743 Vitamin D C 28 H 46 O C18192 WIN I(S) C 21 H 28 N 2 O 3 C06497 xanthosine ND ND C 10 H 12 N 4 O 6 C01762 zearalenone C 18 H 22 O 5 C09981 Table S3. One-hundred eighty-eight non-redundant molecular formulas matched to differentially detected (p < 0.05) untargeted data mining results. The corrected p-value, p (Corr), and log2 normalized relative abundances are indicated. ND, not detected. Treatment conditions: WT, wild-type, not drug or calcium treated; CA, calcium treated only; CY, Cyclosporin A followed by calcium treated; FK, FK506 followed by calcium treated. MFG, Molecular Formula Generator algorithm. Molecular Formula p (Corr) CA/WT CY/WT FK/WT MFG Score C 3 H 7 NO 2 S ND 9.06 ND 82 C 3 H 7 NOP C 3 H 9 N 3 S C 3 H 9 O 2 PS ND C 45 H 75 NO C 4 H 10 NOP C 4 H 11 N 5 O 4 P ND C 4 H C 4 H 8 N 4 O 2 S ND C 4 H 9 NO 2 S C 5 H 10 N 3 O 7 P C 5 H 11 N 2 O 2 P ND 83 C 5 H 13 NO ND
9 S9 Table S3. Cont. Molecular Formula p (Corr) CA/WT CY/WT FK/WT MFG Score C 5 H 14 N 3 P ND ND 80 C 5 H 7 N 3 S C 6 H 13 N 8 O 2 P C 6 H 13 O 11 P 3 S C 6 H 7 N 2 O 3 PS C 7 H 10 NO 8 P C 7 H 12 O 4 P C 7 H 13 N 2 O 17 P 3 S C 7 H 14 N 3 OP ND 8.47 ND 90 C 7 H 14 N 3 P ND 92 C 7 H 14 N 7 O 2 P C7H17N 3 OS ND 9.30 ND 95 C 7 H 18 N 4 O 5 P 2 S C 7 H 19 N 2 P ND 9.48 ND 83 C 7 H 5 NO ND 9.18 ND 84 C 7 H 5 NO 3 S C 7 H 5 NOS C 7 H 6 N 4 O ND 8.66 ND 80 C 8 H 10 O 3 S C 8 H 11 N 9 O 4 S C 8 H 14 N 5 O 2 P C 8 H 16 N ND 81 C 8 H 18 O 2 S ND ND 86 C 8 H 22 N 2 O 2 P 2 S C 8 H 27 N 8 O 3 P C 8 H 7 N 2 OP ND C 9 H C 9 H 18 N 2 O C 9 H 26 N 6 S C 9 H 5 N 3 O C 9 H 8 O 13 P C 10 H 15 N 2 P ND 90 C 10 H 24 N 3 O 2 P C 10 H 5 N 5 O C 11 H 10 N 4 OS C 11 H C 11 H 12 N 6 O C 11 H 16 N C 11 H 18 N 2 O C 11 H 25 N 2 O 5 P 3 S C 11 H 26 N 2 O ND 9.18 ND 81 C 11 H 26 N 4 O ND C 12 H C 12 H 17 N 5 O
10 S10 Table S3. Cont. Molecular Formula p (Corr) CA/WT CY/WT FK/WT MFG Score C 12 H 17 O 5 PS C 12 H 25 N 5 O C 12 H 26 N 17 O 2 P ND ND 83 C 12 H 27 N 2 O 2 P C 12 H 8 P C 13 H 18 N 2 O 13 P C 13 H 21 OP C 13 H 28 P C 13 H 30 N 4 O ND ND 93 C 14 H 10 N 7 O 10 P C 14 H 18 O C 14 H C 14 H 25 PS ND ND 99 C 14 H 32 OP ND 97 C 14 H 34 P ND ND 91 C 15 H 10 N 2 O C 15 H 14 N C 15 H 18 N 8 O C 15 H 20 N 5 O 11 P C 15 H 27 NOS ND 9.90 ND 88 C 15 H 28 O C 15 H 34 N 4 O ND ND 83 C 15 H 34 P ND ND 97 C 15 H 39 N 4 O 2 P 3 S 0 ND ND C 16 H 13 N 2 O 4 P C 16 H 21 O 9 PS C 16 H 27 N 22 OP C 16 H 37 N 14 PS ND ND C 16 H 37 N 6 O 5 PS C 16 H 9 N 6 O 14 P C 17 H 22 P ND 9.19 ND 80 C 17 H 27 N 2 PS 0 ND ND C 17 H 34 N 3 PS ND ND C 17 H 37 NO C 17 H 39 N 8 O 7 P 0 ND ND C 17 H 43 N 8 O 7 P 0 ND ND C 18 H 22 N 4 OS ND 8.41 ND 84 C 18 H 26 NP ND C 18 H 27 N 5 O ND 92 C 18 H 32 N 2 O ND 96 C 18 H 32 N 4 O C 18 H 32 NPS C 18 H 38 N 12 S C 19 H
11 S11 Table S3. Cont. Molecular Formula p (Corr) CA/WT CY/WT FK/WT MFG Score C 19 H 38 O 10 P C 19 H ND 92 C 19 H 42 N 2 O 2 S C 19 H 43 N 8 O 8 P 0 ND ND C 19 H 45 N 5 OS ND C 19 H 47 N 8 O 8 P 0 ND ND C 20 H 35 N 6 O 8 P 3 S C 20 H 36 N 10 S 2 0 ND ND C 20 H 38 O ND ND C 20 H 40 N 4 OP ND 98 C 21 H 21 N 14 O 7 PS C 21 H 25 N C 21 H 28 N 15 O 5 P C 21 H 28 N 7 O 17 P C 21 H 32 N 7 O 13 P 3 S C 21 H 33 N 8 P ND ND C 21 H 38 N 10 O ND ND C 21 H 42 N 22 O ND ND 80 C 21 H 45 N 11 O ND ND C 21 H 51 N 8 O 9 P 0 ND ND C 22 H 40 O 13 0 ND ND C 22 H 42 N 2 O 12 S C 22 H 42 O ND ND C 22 H 42 O 13 0 ND ND C 22 H 45 NO 3 0 ND ND C 22 H 50 N 12 O C 23 H 38 O 3 S C 23 H 41 N 4 O 6 PS C 23 H 44 N 4 O 8 P 2 S C 23 H 45 N 11 O ND ND C 23 H 45 O 12 P C 23 H 55 N 8 O 10 P 0 ND ND C 24 H 19 N 12 O 4 P C 24 H 30 N 6 O 11 P 2 S 0 ND ND 88 C 24 H 38 N 7 P ND C 24 H 42 O ND ND C 24 H 46 O 13 0 ND ND C 25 H 20 N 2 O 2 S C 25 H 34 OS C 25 H 39 N 5 S C 25 H 40 O C 25 H 47 O 12 P C 25 H 49 N 11 O ND ND C 26 H 36 N 2 O ND ND 97
12 S12 Table S3. Cont. Molecular Formula p (Corr) CA/WT CY/WT FK/WT MFG Score C 27 H 42 N 2 O C 27 H 51 N 12 O 2 PS C 27 H 53 N 11 O ND ND C 27 H 59 N 8 O 12 P 0 ND ND C 28 H 34 O C 28 H C 28 H C 28 H C 28 H C 28 H 48 O 6 P ND ND C 28 H 50 O ND ND C 28 H 56 N 10 O 5 S C 28 H 61 N 2 O 2 P 3 S C 29 H 52 O C 29 H 54 N 10 O ND ND C 29 H 54 O C 29 H 57 N 11 O ND ND C 30 H 49 N 3 P 2 S C 30 H 52 N 7 O 2 P ND ND 93 C 30 H 54 O ND ND C 30 H 57 N 5 O 9 P 2 S C 30 H 58 O ND C 30 H 62 O 16 0 ND ND C 31 H 49 N 3 P 2 S C 31 H 54 N 17 PS C 31 H 56 O C 31 H 57 N 16 OPS C 31 H 58 O C 32 H 45 O 14 PS C 32 H 58 O 16 0 ND ND C 32 H 65 NO C 33 H 60 O C 33 H 62 O C 33 H 67 NO C 34 H 62 O ND ND C 34 H 66 O C 34 H 69 NO C 35 H 56 N 7 O 7 PS C 35 H 62 O C 35 H 64 O C 37 H 66 O C 37 H 68 O C 38 H 59 O 3 P 3 S ND ND 84
13 S13 Table S4. One-hundred eighty-four non-redundant, differentially expressed entities were extracted by targeted data mining. The corrected p-value, p (Corr), and log2 normalized relative abundances are indicated. ND, not detected. Treatment conditions: WT, wild-type, not drug or calcium treated; CA, calcium treated only; CY, Cyclosporin A followed by calcium treated; FK, FK506 followed by calcium treated. Molecular KEGG Compound p (Corr) CA/WT CY/WT FK/WT Formula ID (2E,6E)-farnesol C 15 H 26 O C01126 (2R,3S)-3-isopropylmalate C 7 H 12 O 5 C04411 (3S,5S)-3,5-diaminohexanoate C 6 H 14 N 2 O 2 C01186 (9Z)-hexadecenoic acid C 16 H 30 O 2 C08362 (9Z)-octadecenoic acid C 18 H 34 O 2 C00712 (R)-mevalonate C 6 H 12 O 4 C00418 (S)-1-pyrroline-5-carboxylate ND 4.99 C 5 H 7 NO 2 C03912 (S)-2-acetolactate C 5 H 8 O 4 C06010 (S)-dihydroorotate C 5 H 6 N 2 O 4 C00337 (S)-lactate C 3 H 6 O 3 C00186 (S)-malate C 4 H 6 O 5 C (beta D ribofuranosyl) nicotinamide C 11 H 15 N 2 O 5 C aminocyclopropane- 1-carboxylate C 4 H 7 NO 2 C hexadecanol C 16 H 34 O C H-imidazole-4-ethanamine C 5 H 9 N 3 C pyrroline-4-hydroxy- 2-carboxylate C 5 H 7 NO 3 C (alpha-D-mannosyl)-D-glycerate C 9 H 16 O 9 C amino-5-oxohexanoate C 6 H 11 NO 3 C dehydro-3-deoxy-D-fuconate C 6 H 10 O 5 C hexaprenyl-3-methyl-5-hydroxy- 6-methoxy-1,4-benzoquinone 0 ND ND 5.80 C 38 H 56 O 4 C isopropylmaleate C 7 H 10 O 4 C methylbutanal 0 ND ND 4.68 C 5 H 10 O C methylmaleate 0 ND C 5 H 6 O 4 C oxoglutaramate C 5 H 7 NO 4 C succinyl-5-enolpyruvyl-6- hydroxy-3-cyclohexene C 14 H 16 O 9 C carboxylate 3-(4-hydroxyphenyl)lactate C 9 H 10 O 4 C hydroxyanthranilate C 7 H 7 NO 3 C hydroxy-L-kynurenine C 10 H 12 N 2 O 4 C methyl-2-oxobutanoate C 5 H 8 O 3 C methylthiopropanal C 4 H 8 O S N/A 3-phospho-D-glycerate C 3 H 7 O 7 P C sulfolactate C 3 H 6 O 6 S C16069
14 S14 Table S4. Cont. Molecular KEGG Compound p (Corr) CA/WT CY/WT FK/WT Formula ID 3 -UMP C 9 H 13 N 2 O 9 P C ureidopropionate C 4 H 8 N 2 O 3 C aminobenzoate C 7 H 7 NO 2 C aminobutyraldehyde ND C 4 H 9 NO C coumarate C 9 H 8 O 3 C guanidinobutanal C 5 H 11 N 3 O C guanidinobutanamide C 5 H 12 N 4 O C hydroxyphenylpyruvate C 9 H 8 O 4 C methyl-2-oxopentanoate C 6 H 10 O 3 C alpha-cholesta-7,24-dien-3beta-ol ND 2.07 C 27 H 44 O C acetamidovalerate C 7 H 13 NO 3 5-amino-2-oxopentanoic acid C 5 H 9 NO 3 C aminoimidazole C 3 H 5 N 3 C aminopentanamide C 5 H 12 N 2 O C phosphoribosyl-5-aminoimidazole C 8 H 14 N 3 O 7 P C phosphoribosyl- N-formylglycineamidine C 8 H 16 N 3 O 8 P C ureido-4-imidazole carboxylate C 5 H 6 N 4 O 3 C ,8-dihydro-D-neopterin 0 ND C 9 H 13 N 5 O 4 C ,8-dihydroneopterin 3 -phosphate ND C 9 H 14 N 5 O 7 P C05925 acetyl-coa C 23 H 38 N 7 O 17 P 3 S C00024 adenine C 5 H 5 N 5 D00034 adenylo-succinate C 14 H 18 N 5 O 11 P C03794 ADP C 10 H 15 N 5 O 10 P 2 C00008 ADP-ribose ND ND C 15 H 23 N 5 O 14 P 2 C00301 all-trans-hexaprenyl diphosphate 0 ND ND C 30 H 52 O 7 P 2 C01230 aminomethylpyrimidine C 6 H 10 N 4 C20267 AMP C 10 H 14 N 5 O 7 P C00020 arbutin C 12 H 16 O 7 C06186 carnosine C 9 H 14 N 4 O 3 C00386 citrate C 6 H 8 O 7 C00158 CMP C 9 H 14 N 3 O 8 P C05822 CoA C 21 H 36 N 7 O 16 P 3 S C00010 creatine C 4 H 9 N 3 O 2 C00300 cytidine C 9 H 13 N 3 O 5 C00475 D-4 -phosphopantothenate C 9 H 18 NO 8 P C03492 D-altronate C 6 H 12 O 7 C00817 damp C 10 H 14 N 5 O 6 P C00360 decanoic acid C 10 H 20 O 2 C01571 deoxyguanosine C 10 H 13 N 5 O 4 C00330 deoxyribose C 5 H 10 O 4 C01801 deoxyshikonin 0 ND C 16 H 16 O 4 C18133
15 S15 Table S4. Cont. Compound p (Corr) CA/WT CY/WT FK/WT Molecular KEGG Formula ID D-fructose C 6 H 12 O 6 C00095 D-glucono-1,5-lactone 6-phosphate C 6 H 11 O 9 P C01236 D-glycerate C 3 H 6 O 4 C00258 dgtp C 10 H 16 N 5 O 13 P 3 C00286 dihydroechinofuran C 16 H 18 O 3 C18134 dodecanoic acid C 12 H 24 O 2 C02679 D-ribose 5-phosphate C 5 H 11 O 8 P C00117 D-sorbitol C 6 H 14 O 6 C00794 FMN C 17 H 21 N 4 O 9 P C00061 formylaminopyrimidine C 7 H 10 N 4 O C19872 fumarate C 4 H 4 O 4 C00122 futalosine C 19 H 18 N 4 O 7 C16999 gamma-glutamylgamma-aminobutyrate C 9 H 16 N 2 O 5 C15767 gamma-l-glutamylputrescine C 9 H 19 N 3 O 3 C15699 gamma-tocopherol C 28 H 48 O 2 C02483 GDP C 10 H 15 N 5 O 11 P 2 C00035 geranyl-hydroxybenzoate C 17 H 22 O 3 C18131 glutathione C 10 H 17 N 3 O 6 S C00051 glutathione disulfide C 20 H 32 N 6 O 12 S 2 C00127 glycerol C 3 H 8 O 3 C00116 GMP C 10 H 14 N 5 O 8 P C00144 guanidinoacetate C 3 H 7 N 3 O 2 C00581 guanine C 5 H 5 N 5 O C00242 guanosine C 10 H 13 N 5 O 5 C00387 guanosine 3 -diphosphate 5 -triphosphate C 10 H 18 N 5 O 20 P 5 C04494 hexadecanoic acid C 16 H 32 O 2 C00249 homoisocitrate C 7 H 10 O 7 C05662 hypoxanthine C 5 H 4 N 4 O C00262 imidazol-5-yl-pyruvate C 6 H 6 N 2 O 3 C03277 indole-3-ethanol C 10 H 11 NO C00955 inosine C 10 H 12 N 4 O 5 C00294 isobutanal C 4 H 8 O N/A L-2-aminoadipate adenylate C 16 H 23 N 6 O 10 P C05560 L-alanine C 3 H 7 NO 2 C00041 L-arginine C 6 H 14 N 4 O 2 C00062 L-aspartate C 4 H 7 NO 4 C00049 L-aspartate-semialdehyde C 4 H 7 NO 3 C00441 L-citrulline C 6 H 13 N 3 O 3 C00327 L-cystathionine C 7 H 14 N 2 O 4 S C02291 L-cystine C 6 H 12 N 2 O 4 S 2 C00491 L-glutamate C 5 H 9 NO 4 C00025
16 S16 Table S4. Cont. Compound p (Corr) CA/WT CY/WT FK/WT Molecular KEGG Formula ID L-glutamyl 5-phosphate ND 3.09 C 5 H 10 NO 7 P C03287 L-histidine C 6 H 9 N 3 O 2 C00135 LL-2,6-diaminoheptanedioate C 7 H 14 N 2 O 4 C00666 L-lactaldehyde C 3 H 6 O 2 C00424 L-leucine C 6 H 13 NO 2 C00123 L-methionine C 5 H 11 NO 2 S C00073 L-methionine S-oxide C 5 H 11 NO 3 S C02989 L-ornithine C 5 H 12 N 2 O 2 C00077 L-phenylalanine C 9 H 11 NO 2 C00079 L-pipecolate C 6 H 11 NO 2 C00408 L-proline 0 ND C 5 H 9 NO 2 C00148 L-saccharopine C 11 H 20 N 2 O 6 C00449 L-serine C 3 H 7 NO 3 C00065 L-threonine C 4 H 9 NO 3 C00188 L-tryptophan C 11 H 12 N 2 O 2 C00078 L-tyrosine 0 ND ND 6.73 C 9 H 11 NO 3 C00082 L-valine C 5 H 11 NO 2 C00183 L-xylonate C 5 H 10 O 6 C05411 mevalonate-5-phosphate C 6 H 13 O 7 P C01107 mevalonate-diphosphate C 6 H 14 O 10 P 2 C01143 N(pi)-methyl-L-histidine C 7 H 11 N 3 O 2 C01152 N2-(D-1-carboxyethyl)-L-lysine C 9 H 18 N 2 O 4 C04020 N2-acetyl-L-lysine C 8 H 16 N 2 O 3 C12989 N6-acetyl-N6-hydroxy-L-lysine C 8 H 16 N 2 O 4 C03955 N-acetyl-D-glucosamine- 6-phosphate ND ND C 8 H 16 NO 9 P C00357 N-acetyl-L-glutamate C 7 H 11 NO 5 C00624 N-acetyl-L-glutamate 5-semialdehyde C 7 H 11 NO 4 C01250 N-acetyl-L-ornithine C 7 H 14 N 2 O 3 C00437 NAD C 21 H 28 N 7 O 14 P 2 C00003 NADH C 21 H 29 N 7 O 14 P 2 C00004 N-carbamoyl-L-aspartate C 5 H 8 N 2 O 5 C00438 N-formiminoglycine C 3 H 6 N 2 O 2 C02718 nicotinamide C 6 H 6 N 2 O C00153 N-succinyl-L-citrulline C 10 H 17 N 3 O 6 C18048 O-acetyl-L-homoserine ND 0.09 C 6 H 11 NO 4 C01077 octadecanoic acid C 18 H 36 O 2 C01530 octanoate C 8 H 16 O 2 C06423 O-phospho-L-homoserine C 4 H 10 NO 6 P C01102 O-phospho-L-serine C 3 H 8 NO 6 P C01005 orotate C 5 H 4 N 2 O 4 C00295 orotidine 5 -phosphate C 10 H 13 N 2 O 11 P C01103
17 S17 Table S4. Cont. Molecular KEGG Compound p (Corr) CA/WT CY/WT FK/WT Formula ID orthophosphate H 3 O 4 P C00009 palmitaldehyde C 16 H 32 O C00517 pantetheine 4 -phosphate C 11 H 23 N 2 O 7 PS C01134 pantothenate C 9 H 17 NO 5 C00864 phenylacetate C 8 H 8 O 2 C07086 phosphocholine C 5 H 13 NO 4 P N/A phosphoenolpyruvate C 3 H 5 O 6 P C00074 piperideine C 5 H 9 N C06181 protoporphyrinogen IX C 34 H 40 N 4 O 4 C01079 putrescine C 4 H 12 N 2 C00134 pyrrole-2-carboxylate C 5 H 5 NO 2 C05942 S-(-)-ureidoglycolate C 3 H 6 N 2 O 4 C00603 S-adenosyl-L-homocysteine C 14 H 20 N 6 O 5 S C00021 salicin C 13 H 18 O 7 C01451 sedoheptulose 7-phosphate C 7 H 15 O 10 P C05382 shikimate-3-phosphate C 7 H 11 O 8 P C03175 S-lactoyl-glutathione 0 ND C 13 H 21 N 3 O 8 S C03451 S-methyl-5 -thioadenosine C 11 H 15 N 5 O 3 S C00170 spermidine C 7 H 19 N 3 C00315 S-ribosyl-L-homocysteine C 9 H 17 NO 6 S C03539 succinic acid C 4 H 6 O 4 C00042 tetradecanoic acid C 14 H 28 O 2 C06424 tyrosol C 8 H 10 O 2 C06044 uracil C 4 H 4 N 2 O 2 C00106 urate C 5 H 4 N 4 O 3 C00366 ureidoglycine C 3 H 7 N 3 O 3 C02091 uridine C 9 H 12 N 2 O 6 C00299 urocanate 0 ND 8.18 ND C 6 H 6 N 2 O 2 C00785 xanthine C 5 H 4 N 4 O 2 C00385 xanthosine ND ND C 10 H 12 N 4 O 6 C01762 xanthosine 5 -triphosphate C 10 H 15 N 4 O 15 P 3 C00700
18 S18 Table S5. The identities of 57 compounds were confirmed by MS/MS. Fifty-seven compounds matched by acquired MS/MS spectra to an MS/MS spectral library by collision cell fragmentation energies (10, 20 and/or 40 ev). Compound Molecular Formula KEGG ID 11-dehydro-thromboxane B2 C 20 H 32 O 6 C hydroxyphenylacetate C 8 H 8 O 3 C (4-hydroxyphenyl)pyruvate C 9 H 8 O 4 C01179 D-mannitol 1-phosphate C 6 H 15 O 9 P C methylxanthine C 6 H 6 N 4 O 2 C aminoadipic acid C 6 H 11 NO 4 C hydroxy-3-methyl-glutaric acid C 6 H 10 O 5 C hydroxyanthranilic acid C 7 H 7 NO 3 C nitrophenol C 6 H 5 NO 3 C methylthioadenosine C 11 H 15 N 5 O 3 S C00170 aconitic acid C 6 H 6 O 6 C00417 adenosine C 10 H 13 N 5 O 4 C00212 adenosine 5 -diphosphate C 10 H 15 N 5 O 10 P 2 C00008 adenosine monophosphate (AMP) C 10 H 14 N 5 O 7 P C00020 alpha-ketoglutarate C 5 H 6 O 5 C00026 anthranilic acid C 7 H 7 NO 2 C00108 benzoic acid C 7 H 6 O 2 C00180 citric acid C 6 H 8 O 7 C00158 deoxyadenosine monophosphate C 10 H 14 N 5 O 6 P C00360 deoxythymidine monophosphate (dtmp) C 10 H 15 N 2 O 8 P C00364 D-glycerate 3-phosphate C 3 H 7 O 7 P C00197 embelin C 17 H 26 O 4 C10342 flavin adenine dinucleotide (FAD) C 27 H 33 N 9 O 15 P 2 C00016 glutamic Acid C 5 H 9 NO 4 C00025 glutathione C 10 H 17 N 3 O 6 S C00051 glycerol 2-phosphate C 3 H 9 O 6 P C02979 guanidylic acid (guanosine monophosphate) C 10 H 14 N 5 O 8 P C00144 hypoxanthine C 5 H 4 N 4 O C00262 inosine C 10 H 12 N 4 O 5 C00294 itaconic acid C 5 H 6 O 4 C00490 maleic acid C 4 H 4 O 4 C01384 malic acid C 4 H 6 O 5 C00149 methyl jasmonate C 13 H 20 O 3 C11512 N6-(1,2-dicarboxyethyl)-AMP C 14 H 18 N 5 O 11 P C03794 N-acetyl-L-glutamic acid C 7 H 11 NO 5 C00624 N-acetyl-L-phenylalanine C 11 H 13 NO 3 C03519 N-formylanthranilic acid C 8 H 7 NO 3 C05653 nicotinamide adenine dinucleotide (NAD) C 21 H 28 N 7 O 14 P 2 C00003 oleic acid C 18 H 34 O 2 C00712 orotic acid C 5 H 4 N 2 O 4 C00295 palmitic acid C 16 H 32 O 2 C00249
19 S19 Table S5. Cont. Compound Molecular Formula KEGG ID pantothenate C 9 H 17 NO 5 C00864 phenylalanine C 9 H 11 NO 2 C00079 propionic acid C 3 H 6 O 2 C00163 pyroglutamic acid C 5 H 7 NO 3 C01879 S-adenosyl-L-homocysteine C 14 H 20 N 6 O 5 S C00021 stearic acid C 18 H 36 O 2 C01530 succinate C 4 H 6 O 4 C00042 threonine C 4 H 9 NO 3 C00188 trans-4-hydroxy-l-proline C 5 H 9 NO 3 C01157 tryptophan C 11 H 12 N 2 O 2 C00078 uracil C 4 H 4 N 2 O 2 C00106 uridine C 9 H 12 N 2 O 6 C00299 uridine monophosphate (UMP) C 9 H 13 N 2 O 9 P C00105 urocanic acid C 6 H 6 N 2 O 2 C00785 xanthine C 5 H 4 N 4 O 2 C00385 xanthosine C 10 H 12 N 4 O 6 C01762 References 1. Villas-Boas, S.G.; Hojer-Pedersen, J.; Akesson, M.; Smedsgaard, J.; Nielsen, J. Global metabolite analysis of yeast: Evaluation of sample preparation methods. Yeast 2005, 22, Koning, W.; Dam, K. A method for the determination of changes of glycolytic metabolites in yeast on a subsecond time scale using extraction at neutral ph. Anal. Biochem. 1992, 204, Gonzalez, B.; Francois, J.; Renaud, M. A rapid and reliable method for metabolite extraction in yeast using boiling buffered ethanol. Yeast 1997, 13,
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