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: ATF7IP2

Gene summary for ATF7IP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATF7IP2

Gene ID

80063

Gene nameactivating transcription factor 7 interacting protein 2
Gene AliasMCAF2
Cytomap16p13.2-p13.13
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5U623


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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
80063ATF7IP2CCI_3HumanCervixCC7.12e-119.78e-010.516
80063ATF7IP2HTA11_3410_2000001011HumanColorectumAD2.57e-041.91e-020.0155
80063ATF7IP2HTA11_866_2000001011HumanColorectumAD1.15e-023.78e-01-0.1001
80063ATF7IP2HTA11_1391_2000001011HumanColorectumAD5.31e-147.26e-01-0.059
80063ATF7IP2HTA11_10711_2000001011HumanColorectumAD8.87e-043.57e-010.0338
80063ATF7IP2HTA11_7696_3000711011HumanColorectumAD1.59e-023.19e-010.0674
80063ATF7IP2HTA11_6818_2000001011HumanColorectumAD2.99e-023.07e-010.0112
80063ATF7IP2HTA11_99999965104_69814HumanColorectumMSS4.80e-087.36e-010.281
80063ATF7IP2F007HumanColorectumFAP1.42e-065.67e-010.1176
80063ATF7IP2A002-C-010HumanColorectumFAP8.28e-05-2.80e-010.242
80063ATF7IP2A015-C-203HumanColorectumFAP7.66e-08-8.95e-02-0.1294
80063ATF7IP2A015-C-204HumanColorectumFAP2.61e-023.09e-01-0.0228
80063ATF7IP2A002-C-201HumanColorectumFAP4.35e-165.86e-010.0324
80063ATF7IP2A001-C-108HumanColorectumFAP1.08e-049.83e-02-0.0272
80063ATF7IP2A002-C-205HumanColorectumFAP8.01e-071.96e-01-0.1236
80063ATF7IP2A015-C-006HumanColorectumFAP1.11e-027.32e-02-0.0994
80063ATF7IP2A002-C-114HumanColorectumFAP2.41e-033.55e-02-0.1561
80063ATF7IP2A015-C-104HumanColorectumFAP4.58e-08-1.12e-01-0.1899
80063ATF7IP2A015-C-202HumanColorectumFAP3.26e-063.42e-01-0.0849
80063ATF7IP2A001-C-014HumanColorectumFAP4.97e-021.33e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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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
ATF7IP2SNVMissense_Mutationc.1518G>Cp.Leu506Phep.L506FQ5U623protein_codingdeleterious(0.02)benign(0.084)TCGA-AR-A0TX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ATF7IP2SNVMissense_Mutationnovelc.668N>Gp.Asp223Glyp.D223GQ5U623protein_codingdeleterious(0.01)benign(0.14)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
ATF7IP2insertionIn_Frame_Insnovelc.1996_1997insCACGCACAGCTAATTTTTGTATTTTTAGTAp.Gly666delinsAlaArgThrAlaAsnPheCysIlePheSerArgp.G666delinsARTANFCIFSRQ5U623protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ATF7IP2insertionFrame_Shift_Insnovelc.692_693insTACTTTACTTTTCTCTGATATTGp.Lys231AsnfsTer14p.K231Nfs*14Q5U623protein_codingTCGA-A8-A09T-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ATF7IP2SNVMissense_Mutationnovelc.1546A>Gp.Thr516Alap.T516AQ5U623protein_codingtolerated(0.09)benign(0.058)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ATF7IP2SNVMissense_Mutationc.1717N>Gp.Thr573Alap.T573AQ5U623protein_codingdeleterious(0)probably_damaging(0.911)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ATF7IP2SNVMissense_Mutationnovelc.635A>Gp.Lys212Argp.K212RQ5U623protein_codingdeleterious(0.01)possibly_damaging(0.725)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ATF7IP2SNVMissense_Mutationrs746602868c.1123N>Gp.Ile375Valp.I375VQ5U623protein_codingtolerated(0.19)benign(0.022)TCGA-AA-3952-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ATF7IP2SNVMissense_Mutationc.485N>Ap.Cys162Tyrp.C162YQ5U623protein_codingtolerated(0.27)benign(0)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
ATF7IP2SNVMissense_Mutationnovelc.1166A>Gp.Asn389Serp.N389SQ5U623protein_codingtolerated(0.18)benign(0.048)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<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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