Method
Details 962
Chemicals 963
Where indicated, cells or brain slices were treated with gabazine (EMD Millipore SR95531), 964
GAA (Millipore Sigma G11608, or TCI G0167), creatine monohydrate (Thermo Fisher 965
B25009.22), CLP-257 (Bio-Techne 5242/10), 10 µM 3-(2-carboxypiperazin-4-yl)propyl-1-966
phosphonic acid (CPP) (Hello Bio HB0036), 20 µM (6,7-dinitroquinoxaline-2,3-dione (DNQX) 967
(Tocris 2312), 100 µM picrotoxin (Hello Bio HB0506), and/or 2 µM CGP 52432 (Tocris 1246). 968
969
V ectors 970
lentiCRISPRv2-GFP (Addgene 82416) and lentiCRISPRv2 mCherry (Addgene 99154) were 971
digested with FastDigest Esp3I (Thermo Fisher FD0454) or BsmBIv2 (New England Biolabs 972
R0739). sgRNAs targeting the AA VS1 safe harbor locus86 (sg #1: 973
GTCACCAATCCTGTCCCTAG), AGA T (sg #1: TGTGGGCAATGAGATTATCG), or GAMT 974
(sg #1: GGCCAGCGCGTGCA TA TAGG; sg #2: GTACGACACGTACCCACTCT) were ligated 975
into lentiCRISPRv2-GFP to generate a construct expressing Cas9 and the desired sgRNA. 976
sgRNAs targeting the AA VS1 safe harbor locus (sg #2: TGTTAGGCAGATTCCTTATC) or 977
AGAT (sg #2: ACTTCAATGACCAGTCAATG) were ligated into lentiCRISPRv2-mCherry to 978
generate a construct expressing Cas9 and the desired sgRNA. Reaction mixtures were 979
transformed into XL10-Gold Ultracompetent Cells (Agilent 200315) and validated by whole 980
plasmid sequencing (Plasmidsaurus). 981
982
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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56
CRISPR/Cas9 and fluorophore expression cassettes for lentiCRISPRv2-GFP-sgAA VS1 #1, 983
lentiCRISPRv2-GFP-sgAGA T #1, lentiCRISPRv2-mCherry-sgAA VS1 #2, and lentiCRISPRv2-984
mCherry-sgAGAT #2 were amplified from these constructs and appended with 5’ attB1 and 3’ 985
attB2 sites using the following primers: 986
attB1_U6_Fwd_v2: 987
GGGGACAAGTTTGTACAAAAAAGCAGGCTCTGAGGGCCTATTTCCCA TG 988
bGHpolyA_attB2_Rev_v2: 989
GGGGACCACTTTGTACAAGAAAGCTGGGTTCCA TAGAGCCCACCGCAT 990
PCR product was gel-purified with the QIAquick Gel Extraction Kit (Qiagen 28706), purified 991
with the Monarch PCR & DNA Cleanup Kit (New England Biolabs T1030) and cloned into the 992
Gateway vector pDONR223 by BP reaction (Thermo Fisher 11789100) overnight. The resultant 993
products were transformed into HB101 Competent Cells (Promega L2015), and identity of the 994
final products were validated by whole-plasmid sequencing (Plasmidsaurus). 995
996
pENTR223 plasmids containing CRISPR/Cas9 expression cassettes for GFP-sgAA VS1 #1, GFP-997
sgAGAT #1, mCherry-sgAA VS1 #2, and mCherry-sgAGA T #2 were cloned into the Gateway 998
vector pAd/PL-DEST (Thermo Fisher V49420) by LR reaction (Thermo Fisher 11791020) 999
overnight. Resultant pAdCRISPR-GFP-sgAA VS1 #1, pAdCRISPR-GFP-sgAGAT #1, 1000
pAdCRISPR-mCherry-sgAA VS1 #2 and pAdCRISPR-mCherry-sgAGAT #2 vectors for 1001
adenoviral transduction of mammalian cells were transformed into HB101 Competent Cells 1002
(Promega L2015) and validated by whole plasmid sequencing (Plasmidsaurus). 1003
1004
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
57
AGAT (RefSeq NM_001482.2) WT cDNA was generated from the Ultimate ORF Human Clone 1005
Library (Life Technologies HORF01) in a pENTR221 Gateway vector. The C407A point 1006
mutation was generated by inverse PCR of pENTR221-AGAT using CloneAmp HiFi PCR 1007
Master Mix (Takara 639298) and the following primers: 1008
GATM_C407A_InvPCR_F: TTCCA TGCCTGGACCTGCGATGTC 1009
GATM_C407A_InvPCR_R: GGTCCAGGCA TGGAAGCCTCCT 1010
The amplified inverse PCR product was then gel-purified with the QIAquick Gel Extraction Kit 1011
(Qiagen 28706), PCR purified with the Monarch PCR & DNA Cleanup Kit (New England 1012
Biolabs T1030) and assembled using the In-Fusion HD Cloning Kit (Takara Bio 102518). The 1013
assembled product was then transformed into XL10-Gold Ultracompetent Cells (Agilent 1014
200315). Final pENTR221-AGA T_C407A product was validated by whole plasmid sequencing 1015
(Plasmidsaurus). 1016
1017
5’ attB1 and 3’ attB2 sites were appended to AGA T WT and AGAT C407A cDNA using Q5 Hot 1018
Start High-Fidelity 2X Master Mix polymerase (New England Biolabs M0494) and the following 1019
primers: 1020
attB_AGAT_F: 1021
GGGGACAAGTTTGTACAAAAAAGCAGGCTCTGCCACCA TGCTGCGGGT 1022
attB_AGAT_R: 1023
GGGGACCACTTTGTACAAGAAAGCTGGGTTTCAGTCCAAGTAGGACTGTAAG1024
GTGCC 1025
PCR product was gel-purified with the QIAquick Gel Extraction Kit (Qiagen 28706), purified 1026
with the Monarch PCR & DNA Cleanup Kit (New England Biolabs T1030) and cloned into the 1027
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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58
Gateway vector pDONR223 by BP reaction (Thermo Fisher 11789100) overnight. The resultant 1028
products were transformed into HB101 Competent Cells (Promega L2015). pENTR223-1029
AGAT_WT and pENTR223-AGA T_C407A were validated by whole plasmid sequencing 1030
(Plasmidsaurus). 1031
1032
GAMT WT and GAMT E45S cDNA were synthesized as gBlocks by Twist Biosciences. attB 1033
sites were added and sequences amplified using Q5 Hot Start High-Fidelity 2X Master Mix 1034
polymerase (New England Biolabs M0494) and the following primers: 1035
attB_GAMT_F: 1036
GGGGACAAGTTTGTACAAAAAAGCAGGCTCTGCCACCA TGAGCGCCCC 1037
attB_GAMT_R: 1038
GGGGACCACTTTGTACAAGAAAGCTGGGTTTCAGCCTTTGGTCACCAGGGG 1039
PCR product was gel-purified with the QIAquick Gel Extraction Kit (Qiagen 28706), PCR 1040
purified with the Monarch PCR & DNA Cleanup Kit (New England Biolabs T1030) and cloned 1041
into the Gateway vector pDONR223 by BP reaction (Thermo Fisher 11789100) overnight to 1042
generate pENTR223-GAMT_WT and pENTR223-GAMT_E45S plasmids. The resultant 1043
products were transformed into HB101 Competent Cells (Promega L2015). pENTR223-1044
GAMT_WT and pENTR223-GAMT _E45S were validated by whole plasmid sequencing 1045
(Plasmidsaurus). 1046
1047
pENTR223-EV , pENTR223-AGAT_WT, and pENTR223-AGAT_C407A were cloned into 1048
pLenti-EF1α -DEST-IRES-Neo48 (Addgene deposition pending) by Gateway LR reaction 1049
(Thermo Fisher 11791020) overnight. The lentiviral vectors pLenti-EF1α -EV-IRES-Neo, pLenti-1050
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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59
EF1α -AGAT_WT-IRES-Neo, and pLenti-EF1α -AGAT_C407A-IRES-Neo were transformed into 1051
HB101 Competent Cells (Promega L2015) and validated by whole plasmid sequencing 1052
(Plasmidsaurus). 1053
1054
pENTR223-EV , pENTR223-GAMT_WT, and pENTR223-GAMT_E45S were cloned into 1055
pLenti-EF1α -DEST-PGK-Hygro by Gateway LR reaction (Thermo Fisher 11791020) overnight. 1056
The lentiviral vectors pLenti-EF1α -EV-PGK-Hygro, pLenti-EF1α -GAMT_WT-PGK-Hygro, and 1057
pLenti-EF1α -GAMT_E45S-PGK-Hygro were transformed into HB101 Competent Cells 1058
(Promega L2015) and validated by whole plasmid sequencing (Plasmidsaurus). 1059
1060
Transfection and viral transduction 1061
Lentiviral particles were produced by transfection of HEK293T cells with expression vectors and 1062
packaging plasmids psPAX2 (Addgene 12260, gift of Didier Trono) and pMD2.G (Addgene 1063
12259, gift of Didier Trono) in a ratio of 4:3:1 using TransIT-LT1 transfection reagent (Mirus Bio 1064
MIR2 B-304). Media was discarded and replaced at 24 hours post-transfection, then virus-1065
containing media was collected 48 and 72 hours post-transfection and passed through a 0.45 μ m 1066
filter (Corning 431220). 1 volume LentiX Concentrator (Takara 631232) was added per 3 1067
volumes clarified supernatant. The mixture of viral supernatant and LentiX Concentrator was 1068
incubated at 4°C overnight, then centrifuged at 1500 × g for 45 minutes. After centrifugation, 1069
supernatant was discarded, and the remaining pellet was resuspended in /i1 original viral 1070
supernatant volume of DMEM supplemented with 10% fetal bovine serum (FBS; GeminiBio 1071
100-106) and 100 U/mL and 100 μ g/mL, respectively, of penicillin/streptomycin (Thermo Fisher 1072
15-140-148). 1073
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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60
1074
To generate adenovirus, pAdCRISPR constructs were linearized by PacI (New England Biolabs 1075
R0547S) digestion at 37°C overnight. 293Ad cells were subsequently transfected with 2.5 µg 1076
linear pAdCRISPR constructs using TransIT-LT1 transfection reagent (Mirus Bio MIR2 B-304). 1077
Media was changed at 24 hours after transfection, and cells were expanded to a 10 cm dish and 1078
incubated for 10-14 days with regular media changes. 10-14 days following transfection, 293Ad 1079
cells and media were harvested and centrifuged at 3739 × g for 5 minutes. Supernatant was 1080
discarded and the pellet was resuspended in 1 mL media. Resuspended pellet was subjected to 3 1081
freeze-thaw cycles with 30 minutes at -80°C followed by 15 minutes at 37°C. After final thaw, 1082
suspensions were centrifuged at 2093 × g for 15 minutes to generate crude adenovirus. Presence 1083
of adenovirus capsid in crude adenovirus prep was confirmed using Adeno-X GoStix (Takara 1084
632270). Crude adenovirus was then amplified 2-3 times by inoculating 293Ad cells with crude 1085
virus and harvesting as above after 2-4 days. Amplified virus was purified using Virabind 1086
Adenovirus Miniprep Kit (Cell Biolabs VPK-099) according to manufacturer’s instructions. 1087
1088
NHA Donor #1 cells were plated at a density of 1.5 × 105 cells per well in 2 mL DMEM in a six 1089
well plate and allowed to adhere overnight. The next day, 3 uL polybrene (8 µg/mL, 1090
MedChemExpress HY-112735) was added to each well along with 1 mL viral pLenti-EF1a-EV-1091
IRES-Neo, pLenti-EF1a-AGAT_WT-IRES-Neo, or pLenti-EF1a-AGAT_C407A-IRES-Neo 1092
supernatant. Plates were centrifuged at 4,000 × g for 30 minutes at room temperature, then 1093
incubated overnight. The following day, cells were expanded and replated in a 10 cm dish. After 1094
initial selection at 1500 µg/mL G418 (GoldBio G-418), stable cell lines were maintained in 600 1095
µg/mL G418. 1096
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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61
1097
NHA Donor #1 EV , AGA T WT, and AGA T C407A cells were plated at a density of 1.5 × 105 1098
cells per well in 2 mL DMEM without G418 in a six well plate and allowed to adhere overnight. 1099
The next day, 3 uL polybrene (8 µg/mL, MedChemExpress HY-112735) was added to each well 1100
along with 1 mL virus for pLenti-EF1a-EV-PGK-hygro, pLenti-EF1a-GAMT_WT-PGK-Hygro, 1101
or pLenti-EF1a-GAMT_E45S-PGK-Hygro; or 1 mL lentiCRISPRv2-GFP-sgAA VS1 #1, 1102
lentiCRISPRv2-GFP-sgGAMT #1, or lentiCRISPRv2-GFP-sgGAMT #2 lentivirus. Plates were 1103
centrifuged at 4,000 × g for 30 minutes at room temperature, then incubated overnight. The 1104
following day, cells were expanded and replated in a 10 cm dish. For cells transduced with 1105
pLenti-EF1a-EV-PGK-hygro, pLenti-EF1a-GAMT_WT-PGK-Hygro, or pLenti-EF1a-1106
GAMT_E45S-PGK-Hygro, following initial selection at 250 µg/mL hygromycin (GoldBio H-1107
270-EZ50), stable cell lines were maintained in 100 µg/mL hygromycin. Cells transduced with 1108
lentiCRISPRv2-GFP constructs were sorted for GFP positivity 14 days post-transduction using a 1109
FACS Aria II SORP Four-Laser instrument (BD Biosciences) in the Children’s Research Institute 1110
Flow Cytometry Core. 1111
1112
For adenoviral transduction, TS516 cells were plated at 1 × 107 cells per dish in 10 mL 1113
NeuroCult NS-A Basal Medium (Human) and treated with AdCRISPR GFP sgAA VS1 #1 or 1114
sgAGAT #1 adenovirus at a concentration empirically determined to yield 30-50% transduction 1115
efficiency for each viral preparation. At 16-18 hours, media was changed to fresh NeuroCult NS-1116
A Basal Medium (Human) and cells were split out to 2 dishes each. At 7 days post-transduction, 1117
cells were sorted for GFP positivity using a FACS Aria II SORP Four-Laser instrument (BD 1118
Biosciences) in the Children’s Research Institute Flow Cytometry Core. Sorted GFP+ cells were 1119
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62
transduced with AdCRISPR mCherry sgAA VS1 #2 or sgAGA T #2 adenovirus 14 days following 1120
initial sort as previously done with GFP-containing virus, then sorted 7 days following secondary 1121
transduction using a FACS Aria II SORP Four-Laser instrument (BD Biosciences) in the 1122
Children’s Research Institute Flow Cytometry Core. After two weeks in culture, sorted mCherry+ 1123
cells were sorted for GFP and mCherry dual-negative populations to establish stably-transduced 1124
AGAT WT and AGAT KO lines. 1125
1126
Preparation of HPLM and tracer HPLM 1127
HPLM was prepared as previously described49. Tracer-containing HPLM library was as 1128
previously described48, with the addition of a medium containing 15N3-creatine (Cambridge 1129
Isotope Laboratories NLM-9218). Tracer-containing HPLM used in nitrogen metabolism 1130
profiling, profiling validation, and 15N4-arginine tracing experiments were generated identically 1131
to the unlabeled version, with labeled metabolites replacing their unlabeled counterparts at 1132
equimolar concentrations. HPLM for 15N4-arginine tracing in TS516 under ornithine-1133
supplemented conditions was generated without arginine or ornithine, then 400 µM 15N4-arginine 1134
(Cambridge Isotope Laboratories NLM-396) and either 0 µM or 150 µM ornithine (Millipore 1135
Sigma O2375) were added. Tracer HPLM was assembled by mixing thawed frozen or freshly-1136
prepared stocks of unlabeled HPLM pools, replacing one pool per tracing condition with a 1137
version containing an individual 15N tracer. Media was adjusted to pH 7.4 using NaOH or HCl, 1138
then diluted to the final volume with ultrapure water, sterile filtered with a 0.22 µm PES filter 1139
(Millipore Sigma SCGP00525, Corning 431153, Corning 431097, or Corning 431098), and 1140
supplemented as described below. To prevent glutamate toxicity in culture, HPLM was prepared 1141
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
63
without glutamate for experiments in GSCs, NSCs, and immortalized astrocyte cells, except for 1142
conditions in which glutamate was traced. 1143
1144
For experiments in GSCs and NSCs, HPLM was supplemented with 1 × B27 supplement 1145
(Thermo Fisher 17504044); 0.25 × N2 supplement (Thermo Fisher 17502048); 20 ng/mL EGF 1146
(GoldBio 1150-04); 20 ng/mL bFGF (GoldBio 1140-02); 2 µg/mL heparin (STEMCELL 1147
Technologies 07980); 50 U/mL and 50 μ g/mL, respectively, penicillin/streptomycin (Thermo 1148
Fisher 15-140-148); 125 ng/mL amphotericin B (GeminiBio 400104); and 0.25 µg/mL 1149
Plasmocin (InvivoGen ant-mpp). For experiments in differentiated cells, HPLM was 1150
supplemented with 10% dialyzed FBS (GeminiBio 100-108) and 100 U/mL and 100 μ g/mL, 1151
respectively, of penicillin/streptomycin (Thermo Fisher 15140148). 1152
1153
Nitrogen metabolism profiling platform 1154
Nitrogen metabolism profiling was conducted as described previously48. Briefly, NHA Donor #1 1155
cells were plated in 6-well plates (2.5 × 104 cells per well) in 2 mL DMEM prepared as described 1156
above. TS516 cells were plated in 6-well ultra-low adherence plates (2 × 105 cells per well) in 2 1157
mL NeuroCult NS-A Basal Medium (Human) prepared as described above. After 24 hours, 2 mL 1158
unlabeled HPLM prepared as described above was added to produce a mixture of 50% native 1159
medium and 50% HPLM. 24 hours later, media was changed to 100% unlabeled HPLM (10 mL 1160
for NHA Donor #1 cells and 4.5 mL for TS516 cells). 24 hours later, media was changed to fresh 1161
100% HPLM with one nitrogen-containing metabolite per sample exchanged for an equimolar 1162
amount of its 15N-labeled counterpart (10 mL for NHA Donor #1 cells, 4.5 mL for TS516 cells). 1163
After 18 hours, samples were harvested and prepared for LC-MS analysis as described below. 1164
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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64
1165
Creatine synthesis pathway tracing in cells 1166
For tracing of creatine synthesis pathway substrates, differentiated cells (NHA Donor #1 and #2) 1167
were plated at 2.5 × 104 cells per well for NHA Donor #1 and 1 × 105 cells per well for NHA 1168
Donor #2 in 2 mL DMEM. GSCs with exception of MGG152 were plated at 2 × 105 cells per 1169
well in 2 mL NeuroCult NS-A Basal Medium (Human) prepared as described above in 6-well 1170
ultra-low adherence plates. NSCs and MGG152 were plated at 2 × 105 cells per well in 2 mL 1171
NeuroBasal prepared as described above in 6-well ultra-low adherence plates. 24 hours after 1172
plating, 2 mL unlabeled HPLM prepared as described above was added to produce a 1:1 mixture 1173
of HPLM and native medium. 24 hours later, media was changed to 10 mL 100% HPLM for 1174
NHA Donor #1 and #2 or 4.5 mL HPLM for GSCs or NSCs. 24 hours later, media was changed 1175
to 10 or 4.5 mL fresh HPLM in which the unlabeled metabolite was exchanged for an equimolar 1176
concentration of 15N4-arginine (Cambridge Isotope Laboratories NLM-396), 15N3-creatine 1177
(Cambridge Isotope Laboratories NLM-9218), 15N-glycine (Cambridge Isotope Laboratories 1178
NLM-202), or 15N-serine (Cambridge Isotope Laboratories NLM-2036). Cells were incubated 1179
with tracer for 18 hours, then harvested and prepared for LC-MS as described below. For each 1180
cell line, counts and diameter were quantified from parallel cell cultures using a Beckman 1181
Coulter Vi-CELL XR cell viability analyzer (RRID: SCR_019664) at the time of sample harvest. 1182
1183
Intracellular GAA content in cultured cells 1184
Differentiated cells (NHA Donor #1 and #2) were plated at 5 × 104 cells per well for NHA Donor 1185
#1 and 2 x 105 cells per well for NHA Donor #2 in 2 mL DMEM. GSCs with exception of 1186
MGG152 were plated at 4 × 105 cells per well in 2 mL NeuroCult NS-A Basal Medium (Human) 1187
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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65
prepared as described above in 6-well ultra-low adherence plates. NSCs and MGG152 were 1188
plated at 4 × 105 cells per well in 2 mL NeuroBasal medium prepared as described above in 6-1189
well ultra-low adherence plates. 24 hours after plating, 2 mL unlabeled HPLM prepared as 1190
described above was added to produce a 1:1 mixture of HPLM and native medium. 24 hours 1191
later, media was changed to 10 mL 100% HPLM for NHA Donor #1 and #2 or 4.5 mL HPLM for 1192
GSCs or NSCs. 24 hours later, media was changed to 2 mL fresh HPLM. 24 hours later, media 1193
was changed to 2 mL fresh HPLM per well. 24 hours later, cells were collected, washed in 1194
Optima saline, and snap frozen. For each cell line, cell counts and cell diameter were quantified 1195
from parallel cell cultures using a Beckman Coulter Vi-CELL XR cell viability analyzer (RRID: 1196
SCR_019664) at the time of sample harvest. 1197
1198
Secretion of GAA in cell culture 1199
Differentiated cells (NHA Donor #1 and #2) were plated at 5 × 104 cells per well for NHA Donor 1200
#1 and 2 × 105 cells per well for NHA Donor #2 in 2 mL DMEM in 6-well plates. HMC3 1201
microglia were plated at 5 × 104 cells per well in 2 mL EMEM in 6-well plates. GSCs with 1202
exception of MGG152 were plated at 4 × 105 cells per well in 2 mL NeuroCult NS-A Basal 1203
Medium (Human) prepared as described above in 6-well ultra-low adherence plates. NSCs and 1204
MGG152 were plated at 4 × 105 cells per well in 2 mL NeuroBasal prepared as described above 1205
in 6-well ultra-low adherence plates. 24 hours after plating, 2 mL unlabeled HPLM prepared as 1206
described above was added to produce a 1:1 mixture of HPLM and native medium. 24 hours 1207
later, media was changed to 10 mL 100% HPLM for NHA Donor #1 and #2 or 4.5 mL HPLM for 1208
GSCs or NSCs. 24 hours later, media for all cells was changed to 2 mL fresh HPLM. 48 hours 1209
later, media samples were collected from wells, spun at 4,000 × g for 3 minutes, 100 µL 1210
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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66
transferred to a fresh microcentrifuge tube, and snap frozen in liquid nitrogen. For each cell line, 1211
cell counts and cell diameter were quantified from parallel cell cultures using a Beckman Coulter 1212
Vi-CELL XR cell viability analyzer (RRID: SCR_019664) at the time of sample harvest. 1213
1214
Preparation of cultured cells for LC-MS 1215
Prior to LC-MS analysis, cell samples were suspended in 1 µL ice-cold 80% acetonitrile 1216
(Thermo Fisher A9554) per 1,000 cells. Adherent cells (NHA Donor #1 and NHA Donor #2) 1217
were lifted from plates by scraping to facilitate resuspension. Cell samples resuspended in 1218
acetonitrile were platform-vortexed for 20 minutes at 4°C and centrifuged for 10 minutes at 1219
17,000-21,100 × g at 4°C. The supernatant was transferred to a fresh tube and again centrifuged 1220
for 10 minutes at 17,000-21,100 × g at 4°C. The resultant supernatant was then analyzed by LC-1221
MS. For experiments in which absolute quantification of GAA in cell samples was performed, 1222
internal standards 1,2-¹³C/i1 , 3-¹/i1 N-guanidinoacetic acid (Cambridge Isotope Laboratories 1223
CNLM-8300) or 2,2-D2-guanidinoacetic acid (Cambridge Isotope Laboratories DLM-9998) at 1224
concentrations of 20, 100, or 200 nM were added. Standard curves for GAA (Millipore Sigma 1225
G11608) were created fresh for each submission in neat 80% acetonitrile over a range of 1-1226
10,000 nM. All reagents used were Optima-grade. 1227
1228
Preparation of media for LC-MS 1229
Prior to LC-MS analysis, media was diluted 1:10 in ice-cold 80% acetonitrile (Thermo Fisher 1230
A9554) and vortexed for 20 minutes at 4°C, then centrifuged for 10 minutes at 17,000-21,100 × 1231
g at 4°C. The supernatant was transferred to a fresh tube and again centrifuged for 10 minutes at 1232
17,000-21,100 × g at 4°C. The resultant supernatant was then analyzed by LC-MS. For 1233
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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67
experiments in which absolute quantification of GAA was performed in media, an internal 1234
standard of 1,2-¹³C/i1 , 3-¹/i1 N-guanidinoacetic acid (Cambridge Isotope Laboratories CNLM-1235
8300) was added to all samples and standards at concentrations of 20, 100, or 200 nM. Standard 1236
curves for GAA (Millipore Sigma G11608) were created fresh for each submission in neat 80% 1237
acetonitrile over a range of 1-10,000 nM. All reagents used were Optima-grade. 1238
Preparation of tissue for LC-MS 1239
Tissues collected for metabolomic profiling of human brain tumors were obtained in the 1240
operating room, suspended in ice-cold Hibernate A (BrainBits HA), and snap frozen. Samples 1241
were prepared as previously described101, with some modifications. Briefly, samples were 1242
thawed, washed in 1 mL ice-cold normal saline, and resuspended in 50 µL ice-cold 80% 1243
methanol (Thermo Fisher A456) per mg of tissue. Tissue samples were homogenized in a 1244
TissueLyser II (Qiagen 85300, RRID: SCR_018623) at 4°C at an oscillation rate of 25 Hz. 520 1245
µL tert-Butyl methyl ether (Millipore Sigma 650560) and 380 µL water were added to 500 µL of 1246
tissue homogenate in a glass vial, then vortexed at room temperature for 1 hour at 1,000 rpm in a 1247
thermal mixer (Benchmark Scientific H5000-HC). Samples were centrifuged for 10 minutes at 1248
1,000 × g at 4°C. 1249
1250
For polar metabolomics analysis, 800 µL of the lower aqueous phase was combined with 300 µL 1251
of the upper organic phase, avoiding interlayer debris. A SpeedVac (Thermo Fisher SPD2030) 1252
was used to dry down polar metabolite extracts, and dried metabolites were then resuspended in 1253
100 µL ice-cold 80% acetonitrile (Thermo Fisher A9554). A mixture of internal standards, 1254
composed of 3 µM 13C5-glutamine (Cambridge Isotope Laboratories CLM-1822), 3 µM 15N-1255
valine (Cambridge Isotope Laboratories NLM-316), 3 µM 15N-methionine (Cambridge Isotope 1256
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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68
Laboratories NLM-752), and 3 µM chloramphenicol (Millipore Sigma C0378) was added. 1257
Samples were sonicated in a room temperature water bath for 10 minutes, then centrifuged for 10 1258
minutes at 21,100 × g at 4°C. The resultant supernatant was then analyzed by LC-MS. 1259
For lipidomics analysis, 100 µL of upper organic phase was transferred to a new glass vial. The 1260
lipid extract was dried using nitrogen to avoid oxidation, and dried lipids were resuspended in 1261
500 µL isopropanol and methanol mixture (65:35, V/V) with 15 µL of Avanti Sph/Cer mix 1262
standard (Avanti Research, 330707). Samples were then vortexed at 4°C for 10 minutes, then 1263
centrifuged for 10 minutes at 1000 × g at 4°C. The resultant supernatant was then analyzed by 1264
LC-MS. 1265
1266
For experiments in which absolute quantification of GAA in human tissue samples was 1267
performed, tissues were homogenized in 50 µL ice-cold 80% Optima methanol (Thermo Fisher 1268
A456) per mg of tissue using a TissueLyser II (Qiagen 85300, RRID: SCR_018623) with two 1269
carbide beads per tube (Qiagen 69997) at an oscillation rate of 25 Hz. Samples were vortexed for 1270
20 minutes at 4°C, then centrifuged for 10 minutes at 17,000-21,100 × g at 4°C. The supernatant 1271
was transferred to a fresh tube then centrifuged for 10 minutes at 17,000-21,100 × g at 4°C. 200 1272
or 250 µL of supernatant was transferred to a fresh tube, then dried using a SpeedVac (Thermo 1273
Fisher SPD2030). Dried metabolites were resuspended in 7.5 µL ice-cold 80% acetonitrile 1274
(Thermo Fisher A9554) per mg tissue, vortexed for 20 minutes at 4°C, and centrifuged for 10 1275
minutes at 17,000-21,100 × g at 4°C. The resultant supernatant was then diluted 1:10 and 1276
analyzed by LC-MS. For experiments in which absolute quantitation of GAA was performed in 1277
tissues, 1,2-¹³C/i1 , 3-¹/i1 N-guanidinoacetic acid (Cambridge Isotope Laboratories CNLM-8300) 1278
was added as an internal standard to all samples and standards. Standard curves for GAA 1279
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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69
(Millipore Sigma G11608) were created fresh for each submission in neat 80% acetonitrile over 1280
a range of 1-10,000 nM. All reagents used were Optima-grade. 1281
1282
Extraction of TS516 AGAT WT and AGAT KO xenograft tissues collected for quantification of 1283
GAA and creatine was performed using pre-chilled 80% methanol (Thermo Fisher A456). A 1284
volume of 80% MeOH equivalent to 50 µL per mg of tissue was added to each sample tube. Two 1285
tungsten carbide beads (Qiagen 69997) were added to each tube for homogenization. Tissue 1286
homogenization was carried out using a TissueLyser set to 25 Hz for 1-minute cycles. Following 1287
homogenization, samples were vortexed for 20 minutes at 4/i1 °C. Samples were centrifuged 1288
twice at maximum speed (~13,000–15,000 × g) for 10 minutes at 4/i1 °C. The resulting 1289
supernatant was transferred and analyzed by LC-MS/MS and internal standards for both GAA 1290
(Guanidineacetic-2,2-d2 Acid, CDN Isotopes D-6320) and creatine [Creatine-d5 H2O (N-1291
methyl-d3; glycine-2,2-d2), LGC Standards TRC-C781496] were added to final supernatant. A 1292
standard curve of creatine (LGC Standards TRC-C781483) and GAA (TRC-G821250) was 1293
created for each run with duplicate QCs (low, medium, and high) to ensure the results for each 1294
day were accurate. The linear range for GAA and creatine in brain was 1-25,000 ng/mL. 1295
1296
Metabolite Quantification by LC-MS 1297
10-20 µL of metabolite extract in acetonitrile was injected and analyzed with a Q-Exactive HF-X 1298
(Thermo, RRID: SCR_020425), Orbitrap LUMOS (Thermo, RRID: SCR_020562), or Orbitrap 1299
Exploris 480 (Thermo, RRID: SCR_027000) hybrid quadrupole-orbitrap mass spectrometer 1300
coupled to a Vanquish Flex UHPLC system (Thermo Fisher), as described previously102,103; or 1301
with an AB QTRAP 5500 (Applied Biosystems Sciex) or AB QTRAP 6500+ (Applied 1302
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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70
Biosystems Sciex) with ESI source coupled to a Nexera X2 LC-30AD HPLC (Shimadzu 1303
Corporation). Chromatographic separation of samples acquired on the Q-Exactive, LUMOS, or 1304
Exploris Orbitrap instruments was accomplished using a Millipore-Sigma ZIC-pHILIC column 1305
using a binary gradient of 10 mM ammonium formate pH 9.8 and acetonitrile. Spectra acquired 1306
on Orbitrap instruments were acquired with resolving power of 60,000, 120,000, or 240,000 full 1307
width at half maximum (FWHM), and a scan range set to 60-1,050 or 80-1,200 m/z, collecting 1308
data in both positive and negative polarities. To improve signal resolution of GAA and its 1309
isotopologues, a targeted selected ion monitoring (tSIM) scan event using a 7 Da window around 1310
GAA was used in tandem with full scan data acquisition to capture all relevant stable isotope 1311
labeling events with an AGC targeted of 1 × 105 ions. 1312
1313
Chromatographic separation of samples acquired on the AB QTRAP 5500 or AB QTRAP 6500+ 1314
was accomplished with a SeQuant® ZIC®-pHILIC HPLC column (150/i1 ×/i1 2.1/i1 mm, 5/i1 µm, 1315
polymeric) or a BEH Z-HILIC VanGuardTM Fit HPLC column (150/i1 ×/i1 2.1/i1 mm, 5/i1 µm), 1316
using an electrospray ionization (ESI) source in multiple reaction monitoring (MRM) mode. 1317
Samples acquired on the AB QTRAP 5500 were resolved using a binary gradient of 10 mM 1318
ammonium acetate in water (pH 9.8 adjusted with ammonium water; mobile phase A) and 100% 1319
ACN (mobile phase B), with gradient elution as follows: 0-15/i1 minutes, linear gradient 90-30% 1320
B, followed by 3 minute wash with 30% B before reconditioning for 6/i1 minutes using 90% B. 1321
Samples acquired on the AB QTRAP 6500 were resolved using a binary gradient of 10 mM 1322
ammonium acetate in water (pH 9.8 adjusted with ammonium water; mobile phase A) and 90% 1323
ACN:10% mobile phase A (mobile phase B), with gradient elution as follows: 0-15/i1 minutes, 1324
linear gradient 100-33% B, followed by 3 minute wash with 33% B before reconditioning for 1325
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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71
6/i1 minutes using 90% B. A flow rate of 0.25 mL/minute was used with injection volume 10-20 1326
µL. MRM data was acquired with Analyst 1.6.3 software (SCIEX). 1327
1328
For samples acquired on the AB QTRAP 5500 in which isotopologue species of GAA and 1329
creatine pathway-associated metabolites were quantified, the MRMs used for each metabolite 1330
were as follows: For GAA, M+0 (Q1/Q3: 118/76, CE: 16), M+1 (Q1/Q3: 119/76 and 119/77, 1331
CE: 16), M+2 (Q1/Q3: 120/76, 120/77, 120/78; CE: 16), M+3 (Q1/Q3: 121/76, 121/77, 121/78, 1332
CE: 16), internal standard M+3 (Q1/Q3: 121/79, CE: 16); for arginine, M+0 (Q1/Q3: 175/70, 1333
CE: 25), M+1 (Q1/Q3: 176/70, 176/71; CE: 25), M+2 (Q1/Q3: 177/70, 177/71, 177/72; CE: 25), 1334
M+3 (Q1/Q3: 178/70, 178/71, 178/72, 178/73; CE: 25), M+4 (Q1/Q3: 179/70, 179/71, 179/72, 1335
179/73, 179/74; CE: 25); for ornithine, M+0 (Q1/Q3: 133/70, CE: 25), M+1 (Q1/Q3: 134/70, 1336
134/71; CE: 25), M+2 (Q1/Q3: 135/70, 135/71, 135/72; CE: 25); for creatine, M+0 (Q1/Q3: 1337
132/90, CE: 34), M+1 (Q1/Q3: 133/90, 133/91; CE: 34), M+2 (Q1/Q3: 134/90, 134/91, 134/92; 1338
CE: 34), M+3 (Q1/Q3: 135/90, 135/91, 135/92, 135/93; CE: 34); for creatinine, M+0 (Q1/Q3: 1339
114/86, CE: 15), M+1 (Q1/Q3: 115/86, 115/87; CE: 15), M+2 (Q1/Q3: 116/86, 116/87, 116/88; 1340
CE: 15), M+3 (Q1/Q3: 117/86, 117/87, 117/88, 117/89; CE: 15); and for phosphocreatine, M+0 1341
(Q1/Q3: 210/79, 210/97; CE: -26), M+1 (Q1/Q3: 211/79, 211/97; CE: -26), M+2 (Q1/Q3: 1342
212/79, 212/97; CE: -26), M+3 (Q1/Q3: 213/79, 213/97; CE: -26). 1343
1344
Peaks for full scan data were integrated using El-Maven 0.12.0 software (Elucidata) using a 1345
targeted in-house spectral library detecting metabolites using precursor and product ion 1346
spectra104, and peaks for GAA tSIM data were integrated using a targeted method in TraceFinder 1347
5.1 SP2 (Thermo Fisher OPTON-31001). Peaks from data obtained on the AB QTRAP 5500 and 1348
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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72
6500+ were integrated using MultiQuant v2.1.1 (Sciex) software. For tracing experiments 1349
acquired on the AB QTRAP 5500, peak areas for each MRM corresponding to a given 1350
isotopologue species, as outlined above, were summed to yield the total abundance of each 1351
isotopologue. Total ion counts for full scan data were quantified using TraceFinder 5.1 SP2 1352
software (Thermo Fisher OPTON-31001, RRID: SCR_023045). Peaks were normalized using 1353
probabilistic quotient normalization105 and total ion counts using R48 (RRID: SCR_001905) or by 1354
normalization to an internal standard. For stable isotope tracing studies, correction for natural 1355
abundance of metabolite labeling was performed using AccuCor 0.3.087 (RRID: SCR_023046) in 1356
R (RRID: SCR_001905) or by manual correction. 1357
1358
Tissue Collection, Processing, and Extraction – Glioma Metabolomics V alidation Cohort 1 1359
De-identified tumor and matched normal brain tissue specimens were collected intraoperatively, 1360
immediately snap-frozen in liquid nitrogen, and stored at -80°C until shipment. Approximately 1361
10 mg of frozen tissue per sample was submitted to Metabolon, Inc. (Morrisville, NC) for global 1362
metabolomic profiling. Recovery standards were added to each specimen prior to extraction to 1363
enable quality control monitoring of instrument performance and data normalization. Protein was 1364
precipitated by vigorous shaking with methanol, followed by centrifugation to recover 1365
chemically diverse metabolites. The resulting supernatant was split into multiple fractions 1366
optimized for four parallel UPLC-MS/MS methods: (1) reverse-phase positive ion electrospray 1367
ionization (ESI) optimized for hydrophilic species, (2) reverse-phase positive ion ESI optimized 1368
for hydrophobic species, (3) reverse-phase negative ion ESI, and (4) hydrophilic interaction 1369
chromatography (HILIC) negative ion ESI. A fifth aliquot was reserved as backup. Following 1370
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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73
drying under nitrogen, extracts were concentrated with a TurboVap® and maintained under inert 1371
gas overnight until analysis by MS. 1372
1373
Each fraction was reconstituted in a solvent system compatible with the intended UPLC-MS/MS 1374
method, each containing internal standards at fixed concentrations to verify injection and 1375
chromatographic consistency. Analyses were performed on a Waters ACQUITY UPLC system 1376
coupled to a Thermo Fisher Q-Exactive high-resolution mass spectrometer (Orbitrap, 35,000 1377
FWHM resolution) equipped with a heated electrospray ionization (HESI-II) source. For reverse-1378
phase methods, extracts were eluted from a Waters BEH C18 column using gradients of water, 1379
methanol, and acetonitrile containing 0.05% perfluoropentanoic acid and 0.1% formic acid. 1380
HILIC separations employed a BEH Amide column with water/acetonitrile and 10 mM 1381
ammonium formate at pH 10.8. MS analysis alternated between full MS and data-dependent MSn 1382
scans across 70-1000 m/z, with dynamic exclusion applied to enhance coverage. 1383
Metabolites were identified by comparison with Metabolon’s spectral library, using retention 1384
time, accurate mass, and MS/MS data. Relative quantitation was performed by peak area 1385
integration, with values normalized to tissue mass. Missing data were imputed with the minimum 1386
observed value. Quality control included pooled technical replicates, blanks, and internal 1387
standards in every run. Instrument performance and reproducibility were monitored by 1388
calculating relative standard deviations, with experimental samples randomized and QC 1389
injections interspersed. 1390
1391
Absolute quantification of GAA in cells, conditioned media, and tissues 1392
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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74
Metabolite preparation for absolute quantification of GAA in cells, media, and tissue was 1393
performed as described above. Standard curves for absolute quantification were generated using 1394
MultiQuant v2.1.1 or GraphPad Prism 10.4.1 by straight-line, non-linear regression with 1/x2 1395
weighting. Parallel cultures for each cell line evaluated were used to obtain cell counts and 1396
average cellular diameter values using a Vi-CELL XR cell viability analyzer (Beckman Coulter). 1397
Total cellular volume was calculated using the formula /g1848/g3404
/g2872
/g2871 /g1499/g2024/g1499/g1866/g1499/g4672
/g3031
/g2870 /g4673
/g2871
, where V represents 1398
cell volume per µL acetonitrile extract, d = average cell diameter, and n = number of cells per µL 1399
extract. Media GAA content was calculated as 1400
/g1833/g1827/g1827 /g3046/g3032/g3030/g3045/g3032/g3047/g3032/g3031 /g3404
/g4670 /g3008/g3002/g3002 /g4671 /g3252/g3262 /g3254/g3299/g3295/g3293/g3276/g3278/g3295 /g1499/g3005/g1499/g3023/g2879 /g4670 /g3008/g3002/g3002 /g4671 /g3270/g3252/g3262 /g3254/g3299/g3295/g3293/g3276/g3278/g3295 /g1499/g3005/g1499/g3023
/g3041 , where [GAA] is the calculated 1401
concentration of GAA in conditioned media (CM) and unconditioned media (UCM) extract, D is 1402
the dilution factor of media in acetonitrile, V is the volume of media in which cells were 1403
incubated for the assay, and n represents the cell count in thousands. For quantification of media 1404
GAA secretion, a signal:noise threshold of conditioned > 2.5 × unconditioned media was applied 1405
to all samples, values below which were considered undetectable. For tissue samples, volumes 1406
were calculated using tissue weights and a previously published value of brain tissue density106. 1407
1408
LC-MS/MS assays for absolute quantification of GAA and creatine in tumor xenograft tissue 1409
LC-MS/MS assays for the quantification of GAA and creatine in AGAT KO tumor studies were 1410
developed and validated according to the FDA guidelines for bioanalytical method validation107. 1411
Briefly, a LC-MS/MS system consisting of a Thermo Fisher Vanquish UPLC and Thermo Fisher 1412
TSQ Quantis Plus that was equipped with a heated ESI (HESI) source was used. The SRM 1413
transitions used for quantitation are as follows: for GAA, m+0 (Q1/Q3: 118.1/76.0), m+2 ISTD 1414
(Q1/Q3: 120.1/78.0); for creatine, m+0 (Q1/Q3: 132.1/90.0), m+5 ISTD (Q1/Q3: 137.1/95.2). 50 1415
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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75
μ L of plasma or brain tissue was protein precipitated using 450 μ L of methanol containing the 1416
internal standards. The sample was vortexed and then centrifuged at 10,000 × g for 10 minutes 1417
before the supernatant was transferred and analyzed by LC-MS/MS. Chromatographic separation 1418
of the samples were accomplished with a Waters Acquity BEH c18 (2.1 x 100 mm, 1.7 μ m) 1419
column with an isocratic elution using 80:20 (A:B, v:v) of water with 0.1% formic acid (A) and 1420
methanol (B) at a flow rate of 0.25 mL/minute. The total runtime was 3 minutes. 1421
1422
A standard curve was created for each run with duplicate QCs (low, medium, and high) to ensure 1423
the results for each day were accurate. The linear range of the standard curves for GAA and 1424
creatine in plasma was 50-25,000 ng/mL and 1-25,000 ng/mL in brain tissue. For both matrices, 1425
each analyte showed excellent linearity (r2 ≥ 0.9955). All FDA guideline criteria were met for 1426
each analyte in brain tissue. High analyte recovery was demonstrated (94% to 112%), and the 1427
intra- and inter- day accuracy (±11.2%) and precision (±8.7%) for quality controls were 1428
excellent. Other criteria, including dilution (±9.6%), stability after three 24 hour freeze thaw 1429
cycles (±4.7%), autosampler stability for 72 hours (±10.2%), bench top stability at RT for 4 1430
hours (±5.3%), and matrix effect (±11.0%) for GAA and creatine also passed. 1431
1432
Immunoblot analysis of protein expression 1433
Cells were lysed in EBC lysis buffer containing a protease inhibitor cocktail (Millipore Sigma 1434
11836153001). Lysates were resolved by SDS-PAGE and transferred to nitrocellulose 1435
membranes (Bio-Rad 1620112 or Bio-Rad 1704158). Primary antibodies used included: anti-1436
GAPDH (D16H11, Cell Signaling Technology 5174S, 1:5000, rabbit monoclonal, RRID: 1437
AB_10622025), anti-vinculin (Sigma V9131, 1:100,000, mouse monoclonal, 1438
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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76
RRID:AB_477629), anti-AGAT (Abcam 119269, 1:1000, mouse monoclonal, RRID: 1439
AB_10902241), anti-GAMT (PTG 10880-1-AP, 1:1000, rabbit polyclonal, RRID: AB_2109304). 1440
HRP-conjugated secondary antibodies used included: anti-Mouse IgG (Thermo Fisher 31430, 1441
1:2,000, goat polyclonal, RRID: AB_228307) and anti-Rabbit IgG (Thermo Fisher 31460, 1442
1:2,000, goat polyclonal, RRID: AB_228341). Densitometry analysis was performed in ImageJ. 1443
1444
ATAC-sequencing and Transcription Factor Footprinting analysis of GATM 1445
Omni-A TAC-seq was performed as described by Corces et al108. 50,000 cells were collected and 1446
DNase treated for 30 minutes at 37°C prior to nuclei extraction and transposition. After 1447
transposition, cleanup was performed using Zymo Clean and Concentrator-5 Kit (Zymo 1448
Research D4013) and DNA was eluted in 21 uL of elution buffer. To add adaptor sequences, 5 1449
cycles of amplification were performed using NEBNext 2× Master Mix and qPCR (New 1450
Engalnd Biolabs M0541S) was used to determine the addition of 0-3 cycles based on sample 1451
amplification profiles. Samples were purified using Zymo Clean and Concentrator-5 Kit. 1452
Libraries were sequenced on the NextSeq 500 (Illumina, RRID:SCR_014983) using paired-end 1453
sequencing of 75 base pair reads by the Molecular Biology Core Facilities at Dana Farber Cancer 1454
Institute. 1455
1456
Fastq files associated with NHA, AGA T-low, and AGA T-high GSCs were analyzed using the 1457
Nextflow-based BICF Astrocyte 2.2.0 A TAC-seq analysis workflow from the UT Southwestern 1458
Bioinformatics Core. Briefly, adaptors were trimmed with TrimGalore89, and reads mapped with 1459
BW A90, filtered with SamTools92, and sorted with Sambamba91. Duplicates were then marked 1460
with Sabamba, reads filtered with SamTools, and percentage of reads in mitochondria calculated 1461
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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77
and library complexity calculated with SamTools and bedtools93. Cross-correlation was 1462
calculated using PhantomPeakQualTools94,110, peaks were called with MACS295 from overlaps 1463
of pooled replicates, and consensus peaks were called and annotated from ChipSeeker output 1464
files. 1465
1466
Footprinting analysis was performed using TOBIAS through UT Southwestern BioHPC. Peaks 1467
were filtered for only Chr peaks and to remove blacklisted peaks. .narrowPeak output from the 1468
above A TACseq workflow was then merged from all samples and replicate bam files were 1469
merged with SamTools. Bam files were then merged according to AGAT expression and 1470
malignancy status. 1471
1472
Splice isoform analysis of GATM 1473
Isoform-specific GATM gene expression data were generated by reanalysis of RNAseq fastq files 1474
using the hg38 build through Astrocyte 2.2.0 to derive relative expression of transcript variants. 1475
Differential gene expression analysis was then performed through Astrocyte 2.2.0. 1476
1477
Single cell RNA sequencing analysis of human GBM samples 1478
Human GBM single cell RNA sequencing analysis was conducted using a previously published 1479
dataset (GSE274546)78. Single cell UMI count files from all primary tumors were downloaded 1480
from the NCBI Sequence Read Archive (SRA) and processed using the R package Seurat. Cells 1481
with less than 1000 or more than 7000 genes, or with greater than 3% mitochondrial fraction 1482
were excluded from further analysis. Subsequent steps including normalization, finding highly 1483
variable genes, scaling, cell clustering and UMAP construction were performed. Marker genes 1484
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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78
for each Seurat cluster were identified by using the Seurat “FindAllMarkers” function, cell 1485
clusters were annotated by marker gene expression as in the original publication78. Gene 1486
expression was visualized by using the Seurat “VlnPlot” function. 1487
1488
RNA sequencing and transcriptional subtype classification of human primary glioma samples 1489
Total RNA from primary human glioma samples was extracted using RNeasy Plus Universal kit 1490
(Qiagen 73404) according to the manufacturer’s instructions. RNA libraries were generated 1491
using Kapa RNA HyperPrep Kits with RiboErase (HMR) (Roche KK8561) 1492
following manufacturer instructions. Briefly, all RNA samples underwent rRNA depletion, 1493
RNAse H and DNase treatment and fragmentation. The RNA fragments were used as template 1494
for cDNA synthesis. The cDNA fragments went through the ligation process with unique 1495
molecular identifier adapters synthesized by IDT. The products were purified and enriched with 1496
PCR amplification to create the final cDNA library. The library quality was verified on Agilent 1497
2100 Bioanalyzer and sequenced on Illumina NovaSeq 6000 sequencer platform using 150 bp 1498
paired-end protocol at the UT Southwestern Genomics & Microarray core. 1499
1500
Sequencing adapters from raw reads were trimmed using Trim Galore (v0.6.4). Trimmed reads 1501
were aligned to the human genome (hg38) using STAR (v2.7.3a). Mapped reads were quantified 1502
using featureCounts from the Subread package (v1.6.3). Transcriptional subtype classification 1503
was done by scoring each glioma samples with gene signatures25,111 of each GBM subtype by the 1504
ssGSEA method from the R package GSV A. 1505
1506
Immunohistochemistry of human brain samples 1507
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79
H&E and immunohistochemistry procedures for the spatially-resolved human glioma case 1508
(patient ID #5852) were performed at HistoWiz, Inc, using the Leica Bond RX automated stainer 1509
(Leica Microsystems), a Standard Operating Procedure, and a fully automated workflow. 1510
Samples were fixed in 10% formalin for 24 hours, washed in 70% ethanol, and embedded in 1511
paraffin. Samples were shipped as paraffin embedded blocks and sectioned at 4 μ m. One section 1512
per sample was stained in hematoxylin and eosin (H&E). Immunohistochemistry (IHC) was 1513
conducted using a Leica Bond RX automated stainer (Leica Microsystems). HistoWiz in-house 1514
murine skeletal muscle and kidney tissue were used as negative and positive controls, 1515
respectively, for optimization of IHC staining for both AGA T and GAMT. Tissue slides were 1516
dewaxed with xylene and alcohol-based solutions. Heat-induced epitope retrieval (HIER) was 1517
performed for 20 minutes using BOND Epitope Retrieval Solution 1 (H1-20; citrate-based 1518
buffer, pH 6.0; Leica Biosystems AR9961) for the GATM antibody, and Epitope Retrieval 1519
Solution 2 (H2-20; EDTA-based buffer, pH 9.0 AR9640) for the GAMT antibody. Slides were 1520
then incubated with anti-GATM (HPA026077, Atlas Antibodies, RRID: AB_1849528) at a 1:100 1521
dilution and anti-GAMT (PA5-119778, Thermo Fisher, RRID:AB_2913350) at a 1:5,000 dilution 1522
for 30 minutes at room temperature. Signal detection was carried out using the Leica Bond 1523
Polymer Refine Detection Kit (Leica Biosystems DS9800, RRID:AB_2891238), with 3,3’-1524
diaminobenzidine (DAB) as the chromogen and counterstained with hematoxylin following the 1525
manufacturer’s protocol. After staining, slides were dehydrated and coverslipped using the 1526
Tissue-Tek Film® Automated Coverslipper (Sakura Finetek). Whole-slide images were acquired 1527
at 40× magnification using a Leica Aperio AT2 scanner (Leica Microsystems, 1528
RRID:SCR_021256). 1529
1530
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80
Histology and immunofluorescence of murine PDX samples 1531
Mouse brain tissue for histology and immunofluorescence was dissected and fixed in 10% 1532
neutral buffered formalin (VWR 95042-908) and further processed for embedding and sectioning 1533
by the Histology Core at the University of Pittsburgh. H&E was performed by the Tissue 1534
Management and Shared Resource at the UT Southwestern Medical Center (UTSW), and the 1535
slides were imaged using a Hamamatsu Nanozoomer S60 (RRID:SCR_023762) at the UT 1536
Southwestern Whole Brain Microscopy Facility. 1537
1538
For immunofluorescence labeling, paraffin-embedded brain was sectioned at 4 µm and 1539
deparaffinized in xylene and re-hydrated using graded ethanol series and distilled water. Antigen 1540
retrieval was performed by boiling slides in 1 mM EDTA (pH 8.0) or citric acid buffer (pH 6.0) 1541
in a microwave oven for 25 minutes, followed by blocking (10% normal donkey serum, 0.4% 1542
Triton X-100 in PBS) at room temperature for 1 hour. Slides were incubated at 4 ºC overnight in 1543
the following primary antibodies: anti-KCC2 (1:500, Millipore Sigma C2366), anti-cFOS 1544
(1:1000, Synaptic System 226009, RRID: AB_2943525); anti-cFOS (1:250, Cell Signaling 1545
Technology 2250, RRID:AB_2247211) ; anti-KU80 (1:250, Cell Signaling Technology 2180, 1546
RRID: AB_2218736), and anti-vGLUT1 (1:500, Millipore Sigma AB5905, RRID: 1547
AB_2301751). The following day, slides were incubated at room temperature for 1 hour with 1548
secondary antibodies: 1:500 Alexa Fluor 488 AffiniPure donkey anti-rabbit IgG (H+L) (Jackson 1549
ImmunoResearch, 711-546-152, RRID:AB_2340619); 1:1000 Alexa Fluor 488 donkey anti-1550
chicken IgΥ (H+L) (Invitrogen, A78948); 1:1000 Alexa Fluor 594 goat anti-rabbit IgG (H+L) 1551
(Invitrogen, A11012, RRID:AB_2534079); 1:500 Alexa Fluor 647 AffiniPure donkey anti-guinea 1552
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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81
pig IgG (H+L) (Jackson ImmunoResearch, 706-606-148, RRID:AB_2340477), and 1:1000 1553
Alexa Fluor 647 donkey anti-rabbit IgG (H+L) (Invitrogen A32795). 1554
1555
Both primary and secondary antibodies were diluted in PBS containing 10% normal donkey 1556
serum and 0.2% Triton X-100. The nuclei and slides were stained and mounted by prolong gold 1557
antifade reagent with DAPI (Cayman Chemical 14285) followed by imaging using the Zeiss 1558
LSM880 with Airyscan (RRID:SCR_020925) Confocal Scanning Microscope in the Quantitative 1559
Light Microscopy Core (QLMC) at the UTSW or Zeiss Axioscan 7 Digital Slide Scanner 1560
(RRID:SCR_027284) at the Whole Brain Microscopy Facility at the UTSW. Quantification of 1561
immunofluorescent images was performed using ImageJ 1.43p (Wayne Rasband and 1562
contributors, National Institutes of Health, USA). 1563
1564
Acute brain slice preparation 1565
Acute hippocampal slices used in single-cell electrophysiological recordings in experiments in 1566
which slices were treated with GAA or creatine in the presence or absence of gabazine were 1567
prepared as previously described109 from C57BL/6J mice aged 5-7 weeks old. Briefly, mice were 1568
decapitated and the brain was rapidly extracted in oxygenated (95% O2 and 5% CO2) and ice-1569
cold sucrose-based artificial cerebrospinal fluid (sucrose-aCSF) at pH 7.4 and 300 mOsm 1570
containing: 185 mM sucrose (Sigma Aldrich S9378), 25 mM NaHCO3 (Thermo Fisher, BP328), 1571
2.5 mM KCl (Millipore Sigma, P9333), 25 mM glucose (Millipore Sigma, G8270), 1.25 mM 1572
NaH2PO4 (Sigma Aldrich S8282), 10 mM MgCl2 (Millipore Sigma, M9272), and 0.5 mM CaCl2 1573
(Millipore Sigma, 223506). The brain was dissected, glued to the specimen holder, and acute 1574
slices (300 µm) were prepared on a vibratome (Leica VT1200 S). Slices were transferred to 1575
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
82
oxygenated and heated (32°C) sucrose-aCSF for 30 minutes. After 30 minutes, the water bath 1576
temperature was turned off and slices were transferred to oxygenated recording aCSF at pH 7.4 1577
and 300 mOsm containing: 125 mM NaCl (Millipore Sigma S9888), 25 mM NaHCO3 (Thermo 1578
Fisher BP328), 2.5 mM KCl (Millipore Sigma P9333), 10 mM glucose (Millipore Sigma 1579
G8270), 2 mM CaCl2 (Millipore Sigma 223506), and 2 mM MgCl2 (Millipore Sigma M9272), 1580
and allowed to recover for an additional 30 minutes before recordings. Slices were maintained in 1581
oxygenated aCSF at room temperature for the rest of the day. 1582
1583
Brains for experiments measuring changes in input resistance in response to GAA in the presence 1584
or absence of inhibitors of glutamatergic and GABAergic signaling were prepared as described 1585
previously112. Briefly, wild-type male mice on postnatal days 18-23, were anesthetized by 1586
intraperitoneal injection of ketamine/xylazine. After toe pinch to confirm sufficient depth of 1587
anesthesia, mice were euthanized by rapid decapitation. Acute coronal slices (300 µm thickness) 1588
containing somatosensory barrel cortex were generated using a Leica VT1200S Vibratome in a 1589
semi-frozen 300 mOsm dissection buffer containing: 110 mM choline chloride (Millipore Sigma, 1590
C1879), 25 mM NaHCO3 (Millipore Sigma, S6014) 25 mM D-glucose (Millipore Sigma, 1591
G8270), 11.6 mM ascorbic acid (Millipore Sigma, A92902), 2.5 mM KCl (Millipore Sigma, 1592
P5405), 1.25 mM Na2H2PO4 (Millipore Sigma, S9638), 3.1 mM Na-pyruvate (Millipore Sigma, 1593
P5280), 7 mM MgCl2 (Millipore Sigma, M8266), 0.5 mM CaCl2 (Millipore Sigma, C7902), and 1594
1 mM kynurenic acid (Millipore Sigma, K3375). Brains and slices were continually aerated with 1595
95% O2 and CO2 prior to and during the slicing procedure. After slicing, slices were then 1596
transferred to 300mOsm normal artificial cerebrospinal fluid (ACSF) solution containing: 125 1597
mM NaCl (Millipore Sigma, S7653), 25 mM NaHCO3 (Millipore Sigma, S6014), 10 mM D-1598
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
83
glucose (Millipore Sigma, G8270), 2.5 mM KCl (Millipore Sigma, P5405), 1.25 mM Na2H2PO4 1599
(Millipore Sigma, S9638), 2 mM MgCl2 (Millipore Sigma, M8266), and 2 mM CaCl2 (Millipore 1600
Sigma, C7902) to recover at 37°C for 30 minutes, then at 21°C for 30 minutes prior to 1601
recording. 1602
1603
Acute brain slices for experiments assessing neuronal network activity in tumor-bearing and 1604
contralateral brain hemispheres were obtained from 14-week-old adult mice, 3 weeks following 1605
stereotactic xenograft injection. Slices were prepared at a thickness of 300 µm using a VT1000P 1606
vibratome (Leica) in oxygenated, ice-cold cutting buffer containing 205 mM sucrose (Thermo 1607
Fisher S5), 2.5 mM KCl (Thermo Fisher P330), 1.25 mM NaH/i1 PO/i1 (Thermo Fisher S397), 1608
26 mM NaHCO/i1 (Thermo Fisher P233), 10 mM glucose (Gibco 15023-021), 0.5 mM CaCl/i1 1609
(Thermo Fisher 012316.A1), and 5 mM MgSO/i1 (Thermo Fisher 033337.36). Following 1610
dissection, slices were incubated in recording buffer at 34°C for 40 minutes. 1611
1612
Single cell patch-clamp electrophysiological recordings 1613
Slices generated for electrophysiology experiments in which slices were treated with GAA or 1614
creatine in the presence or absence of gabazine were transferred under an upright microscope 1615
(Scientifica) and held under a harp in a chamber. Slices were perfused at 2 mL/minute with 1616
oxygenated aCSF heated to 32°C. The CA1 pyramidal cell layer was visually identified under a 1617
4× objective (NA = 0.1, Olympus) and visually targeted for whole-cell patch clamp recordings 1618
using a 40× objective (NA = 0.8, Olympus). Electrodes were made from borosilicate glass 1619
capillaries (BF150-86-10HP, Sutter Instrument) on a P-1000 micropipette puller (Sutter 1620
Instrument). Recording electrodes were filled using a pH 7.3 and 290 mOsm solution containing: 1621
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
84
130 mM Cs-methanesulfonate (Millipore Sigma C1426), 10 mM HEPES (Millipore Sigma 1622
H3375), 2 mM MgCl2 (Millipore Sigma M9272), 4 mM ATP (Millipore Sigma A9187), 0.3 mM 1623
GTP (Millipore Sigma G8877), 7 mM Phosphocreatine di(tris) (Millipore Sigma P7936), 0.6 1624
mM EGTA (Millipore Sigma E3889), and 5 mM KCl (Millipore Sigma P9333). The 1625
electrophysiological signal was amplified using a Multiclamp 700B (Molecular Devices) and 1626
digitized at 10 kHz with a Digidata 1550B (Molecular Devices) before being displayed and 1627
recorded on a personal computer using Clampex v11.3 (Molecular Devices). After establishing 1628
the whole cell configuration, neurons were assessed for electrophysiological parameters and 1629
voltage-clamped at 0 mV to begin experiments. Only neurons with a resting membrane potential 1630
more hyperpolarized than -55 mV and access resistance < 30 MΩ were included for analysis. 1631
The liquid junction potential was not corrected. Recording epochs consisted of a 3 minute 1632
baseline with aCSF, followed by 1 minute application of GAA (100 µM) or creatine (100 µM), 1633
and 6 minutes aCSF. GAA and creatine were dissolved in aCSF and prepared fresh every day. 10 1634
µM gabazine (EMD Millipore SR95531) was pre-applied and continuously applied in 1635
experiments where indicated. aCSF and all compounds were delivered using a gravity-driven 1636
perfusion system. Data from hippocampal patch-clamp slice recordings was analyzed in Clampfit 1637
v11.4 and Igor Pro v9.05. The area under curve was measured in Clampfit between recording 1638
time 4-10 minutes. 1639
1640
Recordings for experiments measuring changes in input resistance in response to GAA in the 1641
presence or absence of inhibitors of glutamatergic and gabaergic signaling were conducted at 1642
21°C in a submerged patch-clamp setting and perfused with oxygenated (95% O2/5% CO2) 1643
ACSF (1mL/minute) as described previously112. Depending on experiment, the ACSF contained 1644
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
85
the following inhibitors of neurotransmitter-gated ion channels: 10 µM CPP (Hello Bio 1645
HB0036), 20 µM DNQX (Tocris 2312), 100 µM PTX (Hello Bio HB0506), 2 µM CGP 52432 1646
(Tocris 1246), and/or 1 µM tetrodotoxin (Hello Bio HB1034). Layer V pyramidal neurons were 1647
visualized with differential interference contrast microscopy. Patch pipettes with 5-7 MΩ were 1648
pulled from borosilicate glass. Whole-cell recordings were performed on layer 5a pyramidal 1649
neurons using a Multiclamp 700A amplifier (Molecular Devices). Internal solution contained: 1650
130 mM K-gluconate (Millipore Sigma P1847), 0.2 mM EGTA (Millipore Sigma E3889), 6 mM 1651
KCl (Millipore Sigma P5405), 3 mM NaCl (Millipore Sigma S7653), 10 mM HEPES (Millipore 1652
Sigma H4034), 14 mM phosphocreatine-tris (Millipore Sigma P1937), 4 mM Mg-A TP (Millipore 1653
Sigma A9187) and 0.4 mM Na-GTP (Millipore Sigma G3776). Recordings were conducted in 1654
voltage clamp, holding the membrane potential at -65 mV . Neurons with resting membrane 1655
potential >-60mV and series resistance <40 MΩ were included in analysis. Input resistance in 1656
voltage clamp was measured with a -10 mV voltage step. For each recording, baseline 1657
electrophysiological measurements were obtained, followed by a 100 µM GAA wash-in for 5 1658
minutes. Following 5-minute GAA wash-in, post wash-in measurements were made. Data 1659
acquisition and analysis was performed using custom Labview 8.6 software (National 1660
Instruments). Input resistance following GAA treatment was normalized to pre-treatment input 1661
resistance averages for each neuron. 1662
1663
Multielectrode Array Recording 1664
Spike counts were recorded from acute slices using a 4096-electrode Complementary Metal–1665
Oxide Semiconductor (CMOS)-based HD-MEA (BioCam DupleX with CorePlate™ 3D, 1666
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
86
3Brain). Prior to use, chips were rinsed three times with deionized water, treated with 70% 1667
ethanol, re-rinsed, and preconditioned with PBS. 1668
1669
After incubation at 34°C, slices were incubated an additional 40-minute incubation at room 1670
temperature prior to recording. CLP257-treated slices were incubated in 30 μ M CLP257 (Bio-1671
Techne 5242/10) for 30 minutes immediately before recording. The recording buffer consisted of 1672
126 mM NaCl (Thermo Fisher P271), 3.5 mM KCl (Thermo Fisher P330), 1.25 mM NaH2PO4 1673
(Thermo Fisher S397), 26 mM NaHCO3 (Thermo Fisher P233), 10 mM glucose (Gibco 15023-1674
021), 1.6 mM CaCl2 (Thermo Fisher 012316.A1), and 1.25 mM MgSO4 (Thermo Fisher 1675
0333337.36). Spontaneous activity was sampled continuously for 5 minutes at 20 Hz across 1676
sequential pharmacological conditions: baseline aCSF and 20 µM GAA. Recordings were 1677
acquired under the following conditions (n = 3 slices per condition): Non-tumor-bearing left 1678
hemisphere, tumor-bearing right hemisphere, non-tumor-bearing left hemisphere plus 30 µM 1679
CLP-257 (Bio-Techne 5242/10), and tumor-bearing right hemisphere plus 30 µM CLP-257. 1680
1681
Spike detection was performed using the Precise Timing Spike Detection (PTSD)113 algorithm in 1682
BrainWave 5 software (3Brain), with a threshold set at 8 standard deviations. Spike counts were 1683
analyzed in R (v4.5.0); data were reshaped into long format using tidyverse100 tools and log-1684
transformed as log/i1/i1 (spike count + 1). 1685
1686
Cell growth assay 1687
TS516 AGA T WT and AGAT KO cells were plated in 6-well ultra-low adherence plates at 2 × 1688
105 cells per well in NeuroCult NS-A Basal Medium (Human) prepared as described above. Cell 1689
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
87
counts were obtained at 0, 24, 48, 72, 96, and 120 hours following dissociation in Accutase 1690
(StemCell 07922) using a Vi-CELL XR cell viability analyzer. Media on remaining wells was 1691
changed at 48 and 96 hours. Growth rates were compared using nonlinear regression to fit 1692
exponential growth curves in GraphPad Prism 10.4.1. 1693
1694
Xenograft studies of AGAT expression 1695
Mice were randomly assigned to receive intracranial injections of either TS516 AdCRISPR 1696
AGAT WT or TS516 AdCRISPR AGA T KO cells. Cells were injected in 5 µL NeuroCult NS-A 1697
Basal Medium (Human) 0.5-1 mm anterior and 2 mm lateral to the bregma, at a depth of 3 mm 1698
from the brain surface. Animals were monitored daily until the appearance of neurological 1699
symptoms, at which point they were euthanized. 1700
1701
Xenograft studies of dietary GAA modulation 1702
Mice were randomly assigned to receive one of the following diets: Amino Acid Diet (Inotiv 1703
TD.01084) or Arginine-Deficient, 0.665% Ornithine Diet (GAMT Deficiency Diet, Inotiv 1704
TD.240691). Cells were injected in 5 µL NeuroCult NS-A Basal Medium (Human) 0.5-1 mm 1705
anterior and 2 mm lateral to the bregma, at a depth of 3 mm from the brain surface. Mice were 1706
monitored daily for the development of neurological symptoms, at which point they were 1707
euthanized. 1708
1709
Secretion of GAA by human tissue explants 1710
Tumor tissue was collected and tissue explants generated as described previously48. Briefly, 1711
tissue collected from the operating room was suspended in Hibernate A (BrainBits HA) and 1712
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprintthis version posted September 18, 2025. ; https://doi.org/10.1101/2025.09.15.676412doi: bioRxiv preprint
88
transferred to RBC Lysis Buffer (Thermo Fisher 00433357) within 30 minutes of excision for 10 1713
minutes with rocking. Tissue was washed three times with Hibernate A supplemented with 2 mM 1714
GlutaMAX (Thermo Fisher 35050061), 100 U/mL and 100 μ g/mL (respectively) 1715
penicillin/streptomycin (Thermo Fisher 15140148), and 250 ng/mL amphotericin B (GeminiBio 1716
400104). Dissection scissors or scalpels were used to parcellate tissues into 1-2 mm3 pieces 1717
which were then plated in separate wells of a 24-well ultra-low adherence plate (Corning 3473) 1718
in 1 mL HPLM supplemented with 1× B27 supplement minus vitamin A (Thermo Fisher 1719
12587010), 1× N2 supplement (Thermo Fisher 17502048), 100 U/mL and 100 μ g/mL 1720
(respectively) penicillin/streptomycin (Thermo Fisher 15140148), 250 ng/mL plasmocin 1721
(InvivoGen ant-mpp), 55µM 2-mercaptoethanol (Thermo Fisher BP176100), and 2.375-2.875 1722
µg/mL insulin (Millipore Sigma I9278). Tissues were randomized to groups of 1 to 4 technical 1723
replicates per tracer from each biologic sample, depending on available tissue; remaining tissue 1724
was used for histopathology. After 30 minutes, media was exchanged for 1 mL HPLM as 1725
described previously48. Tissues were incubated for 18 hours in a 37°C incubator at ambient 1726
oxygen and 5% CO2 with shaking. After 18 hours, conditioned media was harvested, snap-1727
frozen in liquid nitrogen, and stored at -80°C until analysis. Tissues were then prepared for LC-1728
MS analysis and quantification of GAA secretion in media as described above. As in 1729
quantification of media GAA secretion by GSCs, a signal:noise threshold of GAA concentration 1730
in conditioned > 2.5 × unconditioned media was applied to all samples to discriminate GAA-1731
secreting samples. As no cell count information could be obtained for these explants, secreted 1732
GAA was rendered as the unconditioned-subtracted GAA content of conditioned media for those 1733
samples whose GAA content exceeded this threshold. Outliers within technical replicates were 1734
identified and excluded by ROUT test (Q=1%). 1735
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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89
1736
Histopathology of human explants 1737
Residual human tumor and brain tissues from explant preparation were fixed for 1 hour in 1738
neutral buffered 10% formalin solution (Millipore Sigma HT501128). Following fixation, tissues 1739
were washed and stored in 70% ethanol. Tissues were embedded in paraffin, sectioned, and 1740
stained with hematoxylin and eosin (H&E) by the University of Texas Southwestern Histo 1741
Pathology Core. H&E sections were reviewed by a board-certified neuropathologist (T.E.R). 1742
1743
QUANTIFICATION AND STATISTICAL ANALYSIS 1744
Analysis of nitrogen metabolism profiling platform data 1745
Analysis of nitrogen metabolism profiling platform data was performed as previously 1746
described48. Briefly, integrated peaks from LC-MS analysis of nitrogen metabolism profiling 1747
platform data were analyzed using R (RRID: SCR_001905). Metabolites which were not 1748
quantified in more than one sample, had a mean total pool size below a threshold of 1 × 106, had 1749
calculated total labeling across all conditions of less than 1%, had quantified labeling of >4% in 1750
any unlabeled sample, had calculated total labeling across all conditions of greater than 500% 1751
were filtered and removed from subsequent analysis. Differential labeling scores were calculated 1752
using the formula: /g3629 ln /g1858/g1870/g1853/g1855/g1872/g1861/g1867/g1866/g1853/g1864 /g1857/g1866/g1870/g1861/g1855/g1860/g1865/g1857/g1866/g1872 /g3030/g3042/g3041/g3031/g3036/g3047/g3036/g3042/g3041 /g2869
/g1858/g1870/g1853/g1855/g1872/g1861/g1867/g1866/g1853/g1864 /g1857/g1866/g1870/g1861/g1855/g1860/g1865/g1857/g1866/g1872 /g3030/g3042/g3041/g3031/g3036/g3047/g3036/g3042/g3041 /g2870
/g3415 /g3629 /g34001753
/g4666/g1858/g1870/g1853/g1855/g1872/g1861/g1867/g1866/g1853/g1864 /g1857/g1866/g1870/g1861/g1855/g1860/g1865/g1857/g1866/g1872 /g3030/g3042/g3041/g3031/g3036/g3047/g3036/g3042/g3041 /g2869 /g3398 /g1858/g1870/g1853/g1855/g1872/g1861/g1867/g1866/g1853/g1864 /g1857/g1866/g1870/g1861/g1855/g1860/g1865/g1857/g1866/g1872 /g3030/g3042/g3041/g3031/g3036/g3047/g3036/g3042/g3041 /g2870 /g4667 . For visualization, 1754
metabolites with less than 5% total labeling were filtered and removed from Sankey diagrams. 1755
1756
TCGA and GTEX RNA sequencing analysis 1757
(which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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90
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