Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ATMIN

Gene summary for ATMIN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATMIN

Gene ID

23300

Gene nameATM interactor
Gene AliasASCIZ
Cytomap16q23.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O43313


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
23300ATMINHTA11_78_2000001011HumanColorectumAD4.93e-032.53e-01-0.1088
23300ATMINHTA11_99999970781_79442HumanColorectumMSS2.02e-062.65e-010.294
23300ATMINHTA11_99999965062_69753HumanColorectumMSI-H2.74e-025.73e-010.3487
23300ATMINHTA11_99999971662_82457HumanColorectumMSS1.05e-031.88e-010.3859
23300ATMINHCC1_MengHumanLiverHCC4.47e-26-1.28e-020.0246
23300ATMINHCC2_MengHumanLiverHCC1.61e-171.14e-010.0107
23300ATMINHCC1HumanLiverHCC4.01e-063.07e+000.5336
23300ATMINHCC2HumanLiverHCC5.12e-153.55e+000.5341
23300ATMINS014HumanLiverHCC1.67e-032.48e-010.2254
23300ATMINS027HumanLiverHCC8.00e-034.78e-010.2446
23300ATMINS028HumanLiverHCC4.16e-114.31e-010.2503
23300ATMINS029HumanLiverHCC1.54e-105.16e-010.2581
23300ATMINC04HumanOral cavityOSCC1.07e-065.58e-010.2633
23300ATMINC21HumanOral cavityOSCC5.56e-156.78e-010.2678
23300ATMINC30HumanOral cavityOSCC4.91e-238.67e-010.3055
23300ATMINC43HumanOral cavityOSCC5.14e-091.98e-010.1704
23300ATMINC51HumanOral cavityOSCC1.83e-024.10e-010.2674
23300ATMINC57HumanOral cavityOSCC8.88e-032.28e-010.1679
23300ATMINC08HumanOral cavityOSCC2.22e-062.36e-010.1919
23300ATMINSYSMH1HumanOral cavityOSCC5.75e-071.71e-010.1127
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0031346ColorectumADpositive regulation of cell projection organization104/3918353/187238.26e-051.30e-03104
GO:0120034ColorectumADpositive regulation of plasma membrane bounded cell projection assembly33/3918105/187237.49e-034.55e-0233
GO:0120032ColorectumADregulation of plasma membrane bounded cell projection assembly53/3918186/187238.51e-034.97e-0253
GO:00313462ColorectumMSSpositive regulation of cell projection organization96/3467353/187233.44e-056.70e-0496
GO:01200322ColorectumMSSregulation of plasma membrane bounded cell projection assembly51/3467186/187231.78e-031.58e-0251
GO:00604911ColorectumMSSregulation of cell projection assembly51/3467188/187232.28e-031.87e-0251
GO:01200341ColorectumMSSpositive regulation of plasma membrane bounded cell projection assembly30/3467105/187237.74e-034.84e-0230
GO:003134611LiverHCCpositive regulation of cell projection organization193/7958353/187232.28e-063.08e-05193
GO:19021151LiverHCCregulation of organelle assembly110/7958186/187233.30e-064.34e-05110
GO:006049112LiverHCCregulation of cell projection assembly101/7958188/187231.20e-036.69e-03101
GO:012003212LiverHCCregulation of plasma membrane bounded cell projection assembly100/7958186/187231.23e-036.81e-03100
GO:1902117LiverHCCpositive regulation of organelle assembly41/795867/187231.55e-038.20e-0341
GO:01200344LiverHCCpositive regulation of plasma membrane bounded cell projection assembly58/7958105/187235.66e-032.36e-0258
GO:19021155Oral cavityOSCCregulation of organelle assembly109/7305186/187234.54e-088.45e-07109
GO:003134610Oral cavityOSCCpositive regulation of cell projection organization176/7305353/187231.94e-051.87e-04176
GO:006049110Oral cavityOSCCregulation of cell projection assembly100/7305188/187235.27e-054.38e-04100
GO:012003216Oral cavityOSCCregulation of plasma membrane bounded cell projection assembly98/7305186/187231.00e-047.54e-0498
GO:19021173Oral cavityOSCCpositive regulation of organelle assembly41/730567/187231.94e-041.30e-0341
GO:01200346Oral cavityOSCCpositive regulation of plasma membrane bounded cell projection assembly55/7305105/187233.64e-031.51e-0255
GO:00313469ProstateBPHpositive regulation of cell projection organization98/3107353/187237.34e-081.88e-0698
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
ATMINSNVMissense_Mutationc.2386N>Tp.Asp796Tyrp.D796YO43313protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AO-A0J4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ATMINSNVMissense_Mutationnovelc.395G>Tp.Cys132Phep.C132FO43313protein_codingdeleterious(0.02)probably_damaging(1)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATMINSNVMissense_Mutationnovelc.1307N>Tp.Ser436Phep.S436FO43313protein_codingdeleterious(0)possibly_damaging(0.819)TCGA-C8-A8HP-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
ATMINSNVMissense_Mutationc.484G>Cp.Glu162Glnp.E162QO43313protein_codingdeleterious(0)probably_damaging(0.996)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
ATMINSNVMissense_Mutationnovelc.1678N>Cp.Glu560Glnp.E560QO43313protein_codingdeleterious(0.04)benign(0.255)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
ATMINSNVMissense_Mutationnovelc.1342N>Cp.Asp448Hisp.D448HO43313protein_codingdeleterious(0.03)benign(0.259)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATMINSNVMissense_Mutationc.1856N>Ap.Gly619Glup.G619EO43313protein_codingdeleterious(0.05)benign(0.052)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATMINSNVMissense_Mutationc.2119G>Ap.Asp707Asnp.D707NO43313protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-4682-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapycamptosarPD
ATMINSNVMissense_Mutationc.662N>Tp.Arg221Metp.R221MO43313protein_codingdeleterious(0)probably_damaging(0.998)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATMINSNVMissense_Mutationc.1680N>Tp.Glu560Aspp.E560DO43313protein_codingtolerated(0.22)benign(0.005)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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