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: ATCAY

Gene summary for ATCAY

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATCAY

Gene ID

85300

Gene nameATCAY kinesin light chain interacting caytaxin
Gene AliasBNIP-H
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0000820

UniProtAcc

A0A0S2Z5T8


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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
85300ATCAYHCC1HumanLiverHCC1.03e-212.14e+000.5336
85300ATCAYHCC2HumanLiverHCC1.03e-322.33e+000.5341
85300ATCAYHCC5HumanLiverHCC1.55e-202.04e+000.4932
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:00436482LiverHCCdicarboxylic acid metabolic process68/795896/187231.73e-084.14e-0768
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:004218021LiverHCCcellular ketone metabolic process123/7958211/187232.52e-063.37e-05123
GO:0051646LiverHCCmitochondrion localization34/795850/187232.38e-041.79e-0334
GO:00105652LiverHCCregulation of cellular ketone metabolic process77/7958133/187232.41e-041.80e-0377
GO:0009064LiverHCCglutamine family amino acid metabolic process47/795878/187231.17e-036.54e-0347
GO:0048311LiverHCCmitochondrion distribution12/795816/187238.74e-033.40e-0212
GO:0006536LiverHCCglutamate metabolic process21/795833/187231.16e-024.28e-0221
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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
ATCAYSNVMissense_Mutationnovelc.232T>Gp.Ser78Alap.S78AQ86WG3protein_codingtolerated(0.05)benign(0.426)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATCAYSNVMissense_Mutationc.731N>Cp.Met244Thrp.M244TQ86WG3protein_codingdeleterious(0)benign(0.298)TCGA-BH-A18R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATCAYSNVMissense_Mutationc.494N>Ap.Arg165Hisp.R165HQ86WG3protein_codingdeleterious(0.05)probably_damaging(0.941)TCGA-E9-A1R5-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ATCAYinsertionFrame_Shift_Insnovelc.309_310insACAGTTTCACTCTGTCp.Asp105ValfsTer129p.D105Vfs*129Q86WG3protein_codingTCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ATCAYSNVMissense_Mutationc.29N>Cp.Met10Thrp.M10TQ86WG3protein_codingdeleterious(0.04)probably_damaging(0.942)TCGA-WL-A834-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapypaclitaxelSD
ATCAYSNVMissense_Mutationc.182A>Gp.Lys61Argp.K61RQ86WG3protein_codingtolerated(0.29)benign(0.02)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATCAYSNVMissense_Mutationrs755058816c.533T>Cp.Val178Alap.V178AQ86WG3protein_codingdeleterious(0)possibly_damaging(0.593)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ATCAYSNVMissense_Mutationrs199662587c.173N>Ap.Arg58Hisp.R58HQ86WG3protein_codingtolerated(0.23)benign(0.067)TCGA-AA-3812-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATCAYSNVMissense_Mutationnovelc.20N>Tp.Thr7Metp.T7MQ86WG3protein_codingdeleterious(0.01)probably_damaging(0.953)TCGA-AA-3869-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabinePD
ATCAYSNVMissense_Mutationc.252C>Ap.Phe84Leup.F84LQ86WG3protein_codingtolerated(0.64)benign(0.023)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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