Exhaustion-resistant T cell clones form functional memory after chronic infection and immunotherapy [TCR-seq]
Authors/Creators
Description
Bulk TCR-seq Data Associated with the manuscript: Exhaustion-resistant T cell clones form functional memory after chronic infection and immunotherapy
Manuscript Abstract:
Chronic antigen exposure promotes T cell exhaustion and results in permanent impairment of T cell function after antigen clearance. However, the differentiation patterns of individual exhausted T cell (Tex) clones are heterogeneous, and whether some clones escape this trajectory and preserve memory potential remains unresolved. Here, we used single cell RNA/T cell receptor sequencing of antigen specific CD8+ T cells during chronic viral infection and human cancer to determine the clonal differentiation patterns of stem-like Tex. These data revealed that while most clones enter the Tex differentiation trajectory during chronic antigen stimulation, a subset of clones resist terminal exhaustion and maintain a stem-like progenitor (Tex-Prog) cell state. These Tex-Prog biased clones persist long-term and preferentially form central memory T cells (Tcm) after the clearance of chronic antigen exposure. Upon in vivo rechallenge, these Tex-Prog derived Tcm robustly expand and differentiate conferring protective immunity. Underlying their functional recall capacity, Tcm derived from Tex-Prog biased clones show minimal epigenetic imprinting of chronic antigen exposure demonstrating the capacity of these clones to resist the Tex differentiation pathway. Finally, we identified an analogous differentiation pattern of long-lived Tex-Prog biased clones among neoantigen-specific T cells in tumor samples and that these clones support checkpoint blockade responses in vivo. Together, these data reveal a novel differentiation trajectory of chronically stimulated CD8+ T cells, in which select clones remain in a stem-like state during chronic infection and maintain the capacity to form bona fide memory and respond to PD-1 blockade.
Bulk TCR-seq data are from four (4) datasets associated with the manuscript:
- TCR-seq of GP33+ and GP276+ T cell subsets from LCMV-Cl13 infection 100+ dpi
- TCR-seq of PD1+ Tex subsets from the blood and spleen 28 dpi with LCMV-Cl13
- TCR-seq of CD8+ T cell subsets from LCMV-Cl13 or LCMV-Arm infection 100+ dpi prior to transfer of cells and LCMV-Arm rechallenge
- Longitudinal TCR-seq of CD8+ T cell subsets from LCMV-Cl13 infection 21, 35, and 100+ dpi +/- αPD-L1 treatment
Methods Details
(1) TCR-seq of GP33+ and GP276+ CD8+ T cell subsets from LCMV-Cl13 infection 100+ dpi
OVERVIEW: TCR sequencing was performed on sorted populations of GP33+ and GP276+ T cell subsets at 126 days post-infection. GP33+ cells were also sorted from blood of the same at 28 days post-infection.
DETAILS: Peripheral blood was collected at 28 days post-infection by retro-orbital bleed, and spleen was collected at 126 days post-infection. CD8+ T cells were enriched by magnetic separation, and peripheral blood was treated with chloride-potassium bicarbonate for red blood cell lysis. Cells were stained with viability dye, GP33 or GP276 tetramer (separate mice per specificity), and surface antibodies. Live CD8+ tetramer+ T cells were sorted based on surface protein expression using a BD FACSAria into RPMI supplemented with 10% FBS. The cells were centrifuged, the supernatant was removed, and dry pellets were snap-frozen. Genomic DNA extraction was performed by Adaptive Biotech (Seattle, WA). TCR-seq was performed by Adaptive via their immunoseq platform at the survey depth. Adaptive performed intial data alignment and processing.
(2) TCR-seq of PD1+ Tex subsets from the blood and spleen 28 dpi with LCMV-Cl13
OVERVIEW: CD8+ T cells populations from the spleen and blood of the same mouse were sorted 28 days post-infection with LCMV-Cl13.
DETAILS: Mice were infected with LMCV-Arm or LCMV-Cl13 and sacraficed at 28 dpi. Spleen and peripheral blood (collected via cardiac puncture) were collected and enriched for CD8+ T cells using magnetic separation. Cells were stained with viability dye, GP33 tetramer, and surface antibodies. Live CD8+ GP33+ T cells were sorted based on surface marker expression using a BD FACSAria into RPMI supplemented with 10% FBS. The cells were centrifuged, the supernatant was removed, and dry pellets were snap-frozen. Genomic DNA extraction was performed by Adaptive Biotech (Seattle, WA). TCR-seq was performed by Adaptive via their immunoseq platform at the survey depth. Adaptive performed intial data alignment and processing.
(3) TCR-seq of CD8+ T cell subsets from LCMV-Cl13 or LCMV-Arm infection 100+ dpi prior to transfer of cells and LCMV-Arm rechallenge
OVERVIEW: To track T cell clones during rechallenge, CD8+ T cells were collected from the spleens of LCMV-Cl13 immune or LCMV-Arm immune mice. Half of the cells were transferred into new host mice and challenged with LCMV-Arm. The remaining pre-rechallenge cells were subset-sorted, and bulk TCR sequencing was performed. These data are associated with scRNA/TCR-seq of the same T cell clones after rechallenge (GEO: GSE285414)
DETAILS: Splenocytes were harvested at 151 days post-infection from mice infected with LCMV-Cl13 or LCMV-Arm, and CD8+ T cells were enriched using magnetic separation. Approximately half of the cells were transferred for rechallenge, while the remaining cells underwent TCR sequencing. CD8+ T cells that were not transferred were stained with viability dye, GP33 tetramer, and surface antibodies. Live CD8+ T cell subsets were sorted based on a combination of surface antigens using a BD FACSAria into DNA/RNA Shield (Zymo) and snap-frozen. RNA extraction was performed by iRepertoire (Huntsville, AL). iRepertoire performed TCR beta chain sequencing via Amp-RepSeq+1 Platform (Mouse TCR beta, long read). iRepertoire performed intial data alignment and processing. Reads were UMI normalized.
(4) Longitudinal TCR-seq of CD8+ T cell subsets from LCMV-Cl13 infection 21, 35, and 100+ dpi +/- αPD-L1 treatment
OVERVIEW: T cells were isolated from blood at 21 and 35 days post-infection and from the spleen of the same mice 100 days post-infection. T cell subsets were sorted at each timepoint, and bulk TCR sequencing was performed on the sorted cells. Mice were treated six times with either aPDL1 or PBS from days 22 to 34.
DETAILS: Mice were infected with LCMV-Cl13 and dosed with 200ug aPDL1 (B7-H1) or PBS by IP injected every 2-3 days from 22-34 dpi. Peripheral blood was collected by retro-orbital bleed at 21 and 35 days post-infection, and spleen was collected at 100 days post-infection. Splenocytes were enriched for CD8+ T cells using magnetic separation, and peripheral blood was treated with chloride-potassium bicarbonate for red blood cell lysis. Cells were then stained with viability dye, GP33 tetramer, and surface antibodies. Live CD8+ T cells were sorted based on surface protein expression using a BD FACSAria and directly into Zymo RNA lysis buffer. The cells were snap-frozen and stored at -80°C. RNA extraction was performed by iRepertoire (Huntsville, AL). iRepertoire performed TCR beta chain sequencing via Amp-RepSeq+1 Platform (Mouse TCR beta, long read). iRepertoire performed intial data alignment and processing. Reads were UMI normalized.
Samples:
Note: For multiple experiments sorted >4 cell populations from the same animals, however our instrument only allows 4 populations to be sorted at a given time. Due to this we report the total number of cells in a subset (calculated based on absolute count beads) to normalize TCR-seq counts back to absolute frequency of a given clone.
Note: To acchieve sufficient cell numbers to perform sequencing, each TCR-seq samples is pooled from multiple mice.
Also availble for download in file: `TCR-seq Samples.xlsx`
| Dataset | Sample Name | Total Cells (Calculated) | Organism | Organ | TCR-seq modality | File Name (Rep 1) | File Name (Rep 2) |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_028dpi_KLRG1neg | n/a | Mus musculus | Blood | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_12.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_028dpi_KLRG1pos | n/a | Mus musculus | Blood | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_11.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_126dpi_Tcm | 3.23E+03 | Mus musculus | Spleen | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_1.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_126dpi_Tem1 | 2.17E+04 | Mus musculus | Spleen | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_5.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_126dpi_Tem2 | 1.13E+04 | Mus musculus | Spleen | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_4.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_126dpi_TexProg | 2.96E+03 | Mus musculus | Spleen | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_2.tsv | |
| (1) GP33+ Substs 100+ dpi | GP33_TCR_126dpi_TexTerm | 3.88E+03 | Mus musculus | Spleen | genomic DNA | TCRgp33_Processed_bulkTCRseq_GP33posCR43_3.tsv | |
| (1) GP276+ Substs 100+ dpi | GP276_TCR_126dpi_Tcm | 1.04E+03 | Mus musculus | Spleen | genomic DNA | TCRgp276_Processed_bulkTCRseq_GP276posCR43_6.tsv | |
| (1) GP276+ Substs 100+ dpi | GP276_TCR_126dpi_Tem1 | 1.72E+04 | Mus musculus | Spleen | genomic DNA | TCRgp276_Processed_bulkTCRseq_GP276posCR43_10.tsv | |
| (1) GP276+ Substs 100+ dpi | GP276_TCR_126dpi_Tem2 | 1.22E+04 | Mus musculus | Spleen | genomic DNA | TCRgp276_Processed_bulkTCRseq_GP276posCR43_9.tsv | |
| (1) GP276+ Substs 100+ dpi | GP276_TCR_126dpi_TexProg | 2.70E+03 | Mus musculus | Spleen | genomic DNA | TCRgp276_Processed_bulkTCRseq_GP276posCR43_7.tsv | |
| (1) GP276+ Substs 100+ dpi | GP276_TCR_126dpi_TexTerm | 9.97E+03 | Mus musculus | Spleen | genomic DNA | TCRgp276_Processed_bulkTCRseq_GP276posCR43_8.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Blood_TexInt | 5.75E+04 | Mus musculus | Blood | genomic DNA | TCRspleenblood_Processed__PB_M4_PD1Pos_TexInt.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Blood_TexKLR | 7.52E+04 | Mus musculus | Blood | genomic DNA | TCRspleenblood_Processed__PB_M4_PD1Pos_TexKLR.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Blood_TexProg | 9.82E+03 | Mus musculus | Blood | genomic DNA | TCRspleenblood_Processed__PB_M4_PD1Pos_TexProg.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Spleen_TexInt | 1.40E+05 | Mus musculus | Spleen | genomic DNA | TCRspleenblood_Processed__SP_M4_PD1Pos_TexInt.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Spleen_TexKLR | 1.40E+05 | Mus musculus | Spleen | genomic DNA | TCRspleenblood_Processed__SP_M4_PD1Pos_TexKLR.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Spleen_TexProg | 2.61E+04 | Mus musculus | Spleen | genomic DNA | TCRspleenblood_Processed__SP_M4_PD1Pos_TexProg62LNeg.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Spleen_TexProgCD62L | 3.55E+04 | Mus musculus | Spleen | genomic DNA | TCRspleenblood_Processed__SP_M4_PD1Pos_TexProg62LPos.tsv | |
| (2) Blood vs Spleen 28 dpi | TCR_28dpi_Spleen_TexTerm | 4.74E+04 | Mus musculus | Spleen | genomic DNA | TCRspleenblood_Processed__SP_M4_PD1Pos_TexTerm.tsv | |
| (3) Pre-Rechallenge | PreRechal_Arm_Tcm_bulkTCR | 2.04E+05 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330202_pep.csv | TCRrechalenge_Processed_330210_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Arm_Tem_bulkTCR | 2.60E+04 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330203_pep.csv | TCRrechalenge_Processed_330211_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Arm_tTem_bulkTCR | 3.69E+04 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330204_pep.csv | TCRrechalenge_Processed_330212_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Cl13_Tcm_bulkTCR | 1.85E+04 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330198_pep.csv | TCRrechalenge_Processed_330206_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Cl13_Tem_bulkTCR | 1.36E+05 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330201_pep.csv | TCRrechalenge_Processed_330209_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Cl13_TexProg_bulkTCR | 7.50E+03 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330199_pep.csv | TCRrechalenge_Processed_330207_pep.csv |
| (3) Pre-Rechallenge | PreRechal_Cl13_TexTerm_bulkTCR | 4.80E+03 | Mus musculus | Spleen | RNA | TCRrechalenge_Processed_330200_pep.csv | TCRrechalenge_Processed_330208_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tcm_aPDL1 | 2.99E+06 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341724_pep.csv | TCRlongtiduinal_Processed_341725_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tem2_aPDL1 | 1.01E+06 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341736_pep.csv | TCRlongtiduinal_Processed_341752_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tem1_aPDL1 | 2.57E+06 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341738_pep.csv | TCRlongtiduinal_Processed_341754_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_TexProg_aPDL1 | 2.68E+05 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341729_pep.csv | TCRlongtiduinal_Processed_341745_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_TexTerm_aPDL1 | 3.23E+05 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341740_pep.csv | TCRlongtiduinal_Processed_341756_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tcm_PBS | 3.15E+06 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341731_pep.csv | TCRlongtiduinal_Processed_341747_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tem2_PBS | 8.44E+05 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341760_pep.csv | TCRlongtiduinal_Processed_341766_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_Tem1_PBS | 2.08E+06 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341734_pep.csv | TCRlongtiduinal_Processed_341750_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_TexProg_PBS | 1.70E+05 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341758_pep.csv | TCRlongtiduinal_Processed_341764_pep.csv |
| (4) Longtudinal | LongitudinalTCR_100dpi_TexTerm_PBS | 1.28E+05 | Mus musculus | Spleen | RNA | TCRlongtiduinal_Processed_341732_pep.csv | TCRlongtiduinal_Processed_341748_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexInt_aPDL1 | 9.49E+04 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341741_pep.csv | TCRlongtiduinal_Processed_341757_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexKLR_aPDL1 | 1.59E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341735_pep.csv | TCRlongtiduinal_Processed_341751_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexProg_aPDL1 | 2.73E+04 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341759_pep.csv | TCRlongtiduinal_Processed_341769_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexInt_PBS | 9.69E+04 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341737_pep.csv | TCRlongtiduinal_Processed_341753_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexKLR_PBS | 1.11E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341739_pep.csv | TCRlongtiduinal_Processed_341755_pep.csv |
| (4) Longtudinal | LongitudinalTCR_21dpi_TexProg_PBS | 2.49E+04 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341733_pep.csv | TCRlongtiduinal_Processed_341749_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexInt_aPDL1 | 6.27E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341767_pep.csv | TCRlongtiduinal_Processed_341774_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexKLR_aPDL1 | 4.15E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341762_pep.csv | TCRlongtiduinal_Processed_341771_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexProg_aPDL1 | 1.21E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341768_pep.csv | TCRlongtiduinal_Processed_341775_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexInt_PBS | 3.61E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341763_pep.csv | TCRlongtiduinal_Processed_341772_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexKLR_PBS | 3.56E+05 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341765_pep.csv | TCRlongtiduinal_Processed_341773_pep.csv |
| (4) Longtudinal | LongitudinalTCR_35dpi_TexProg_PBS | 7.63E+04 | Mus musculus | Blood | RNA | TCRlongtiduinal_Processed_341761_pep.csv | TCRlongtiduinal_Processed_341770_pep.csv |
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TCRlongtiduinal_Processed_341724_pep.csv
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md5:e734508b157b7d5777e469a7662db85d
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515.1 kB | Preview Download |
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md5:972e444bb214c6a3bc65837621b703f7
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8.6 MB | Preview Download |
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md5:55669a55e19a546669c34ca66714cd90
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673.0 kB | Preview Download |
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md5:11c52fd912b91a7169df0cdea188fdbc
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425.6 kB | Preview Download |
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md5:13a724acc2056e003e4206caeebcd1ec
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13.9 MB | Preview Download |
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md5:b1a513abf017e0db95029ca30000cb99
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163.7 kB | Preview Download |
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md5:f598138beed41a4afa59dbc7ca6ce37e
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94.5 kB | Preview Download |
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md5:42fcc287b29b54dbc0d43f9bf2668a52
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607.8 kB | Preview Download |
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md5:6e85438e022c76451914b84101d6b93b
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10.5 MB | Preview Download |
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md5:6358dbc80574496392fe1225d7e8274e
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774.1 kB | Preview Download |
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md5:8de6384f42dea2850b1976898f19c1a5
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525.5 kB | Preview Download |
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md5:3398602f711091b54c5577133ed7cc68
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546.6 kB | Download |
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md5:4cee1d57c172d2cb2862b7a68a7d92ff
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549.4 kB | Download |
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md5:ec9298aa8ed0003bc29913ede13edb3f
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499.2 kB | Download |
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md5:3d0558cab1f388c930d1d2d45cfeab57
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405.8 kB | Download |
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md5:da80d784366fe00d073d88ea062ce234
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529.4 kB | Download |
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md5:c6013069b4f888253ece9258784402e5
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466.9 kB | Download |
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md5:abd985b73a12df55caec02cff16e56ea
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631.2 kB | Download |
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md5:00461059a5ba13062157f9a3426e950a
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286.9 kB | Download |
Additional details
Related works
- Is supplement to
- Dataset: GSE285414 (Other)