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: HTATIP2

Gene summary for HTATIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

HTATIP2

Gene ID

10553

Gene nameHIV-1 Tat interactive protein 2
Gene AliasCC3
Cytomap11p15.1
Gene Typeprotein-coding
GO ID

GO:0001525

UniProtAcc

Q9BUP3


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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
10553HTATIP2HTA11_3410_2000001011HumanColorectumAD6.55e-031.63e-010.0155
10553HTATIP2HTA11_2487_2000001011HumanColorectumSER1.85e-034.25e-01-0.1808
10553HTATIP2HTA11_1938_2000001011HumanColorectumAD8.73e-096.40e-01-0.0811
10553HTATIP2HTA11_78_2000001011HumanColorectumAD3.62e-105.68e-01-0.1088
10553HTATIP2HTA11_347_2000001011HumanColorectumAD1.53e-135.74e-01-0.1954
10553HTATIP2HTA11_83_2000001011HumanColorectumSER9.84e-033.94e-01-0.1526
10553HTATIP2HTA11_866_2000001011HumanColorectumAD1.02e-032.00e-01-0.1001
10553HTATIP2HTA11_1391_2000001011HumanColorectumAD1.95e-084.81e-01-0.059
10553HTATIP2HTA11_7862_2000001011HumanColorectumAD6.81e-054.11e-01-0.0179
10553HTATIP2HTA11_866_3004761011HumanColorectumAD6.71e-063.71e-010.096
10553HTATIP2HTA11_99999970781_79442HumanColorectumMSS8.73e-175.93e-010.294
10553HTATIP2HTA11_99999965104_69814HumanColorectumMSS3.15e-045.07e-010.281
10553HTATIP2HTA11_99999971662_82457HumanColorectumMSS4.64e-185.40e-010.3859
10553HTATIP2HTA11_99999973899_84307HumanColorectumMSS4.83e-024.02e-010.2585
10553HTATIP2LZE2THumanEsophagusESCC4.85e-076.76e-010.082
10553HTATIP2LZE4THumanEsophagusESCC1.95e-441.62e+000.0811
10553HTATIP2LZE5THumanEsophagusESCC1.39e-034.67e-010.0514
10553HTATIP2LZE7THumanEsophagusESCC1.40e-098.16e-010.0667
10553HTATIP2LZE8THumanEsophagusESCC5.40e-143.57e-010.067
10553HTATIP2LZE20THumanEsophagusESCC4.45e-114.27e-010.0662
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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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0006913ColorectumADnucleocytoplasmic transport102/3918301/187231.00e-074.85e-06102
GO:0051169ColorectumADnuclear transport102/3918301/187231.00e-074.85e-06102
GO:0046777ColorectumADprotein autophosphorylation74/3918227/187232.48e-054.76e-0474
GO:0051170ColorectumADimport into nucleus53/3918159/187231.76e-042.38e-0353
GO:00069131ColorectumSERnucleocytoplasmic transport77/2897301/187233.39e-061.32e-0477
GO:00511691ColorectumSERnuclear transport77/2897301/187233.39e-061.32e-0477
GO:00467771ColorectumSERprotein autophosphorylation60/2897227/187231.36e-054.25e-0460
GO:00511701ColorectumSERimport into nucleus38/2897159/187233.48e-032.95e-0238
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:00511702ColorectumMSSimport into nucleus52/3467159/187231.23e-052.87e-0452
GO:00467772ColorectumMSSprotein autophosphorylation63/3467227/187233.96e-044.91e-0363
GO:000691319EsophagusHGINnucleocytoplasmic transport83/2587301/187232.14e-101.97e-0883
GO:005116919EsophagusHGINnuclear transport83/2587301/187232.14e-101.97e-0883
GO:005117010EsophagusHGINimport into nucleus41/2587159/187234.24e-051.04e-0341
GO:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:005117014EsophagusESCCimport into nucleus111/8552159/187235.69e-101.44e-08111
GO:004677710EsophagusESCCprotein autophosphorylation138/8552227/187232.98e-063.38e-05138
GO:000691312LiverCirrhoticnucleocytoplasmic transport118/4634301/187231.71e-086.27e-07118
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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
HTATIP2SNVMissense_Mutationc.683C>Tp.Ser228Phep.S228FQ9BUP3protein_codingtolerated(0.39)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
HTATIP2SNVMissense_Mutationnovelc.663N>Ap.Phe221Leup.F221LQ9BUP3protein_codingtolerated(0.51)benign(0.007)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
HTATIP2SNVMissense_Mutationc.758N>Gp.Asp253Glyp.D253GQ9BUP3protein_codingtolerated(0.13)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
HTATIP2SNVMissense_Mutationrs748188484c.337G>Ap.Ala113Thrp.A113TQ9BUP3protein_codingdeleterious(0.03)possibly_damaging(0.652)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
HTATIP2SNVMissense_Mutationnovelc.561N>Tp.Lys187Asnp.K187NQ9BUP3protein_codingtolerated(0.29)benign(0.125)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
HTATIP2SNVMissense_Mutationnovelc.115G>Ap.Glu39Lysp.E39KQ9BUP3protein_codingdeleterious(0.02)benign(0.079)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HTATIP2SNVMissense_Mutationc.206N>Cp.Leu69Serp.L69SQ9BUP3protein_codingdeleterious(0)probably_damaging(0.981)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HTATIP2SNVMissense_Mutationrs778154551c.635N>Ap.Arg212Hisp.R212HQ9BUP3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
HTATIP2SNVMissense_Mutationrs778154551c.635N>Ap.Arg212Hisp.R212HQ9BUP3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
HTATIP2SNVMissense_Mutationnovelc.610N>Ap.Leu204Metp.L204MQ9BUP3protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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