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: AHI1

Gene summary for AHI1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHI1

Gene ID

54806

Gene nameAbelson helper integration site 1
Gene AliasAHI-1
Cytomap6q23.3
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q8N157


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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
54806AHI1HTA11_3410_2000001011HumanColorectumAD3.65e-23-7.48e-010.0155
54806AHI1HTA11_2487_2000001011HumanColorectumSER1.66e-12-6.85e-01-0.1808
54806AHI1HTA11_2951_2000001011HumanColorectumAD1.89e-03-8.20e-010.0216
54806AHI1HTA11_1938_2000001011HumanColorectumAD4.35e-02-4.44e-01-0.0811
54806AHI1HTA11_3361_2000001011HumanColorectumAD1.40e-09-7.60e-01-0.1207
54806AHI1HTA11_83_2000001011HumanColorectumSER1.36e-03-5.68e-01-0.1526
54806AHI1HTA11_696_2000001011HumanColorectumAD1.33e-13-4.78e-01-0.1464
54806AHI1HTA11_866_2000001011HumanColorectumAD1.62e-15-4.86e-01-0.1001
54806AHI1HTA11_5212_2000001011HumanColorectumAD1.21e-03-6.93e-01-0.2061
54806AHI1HTA11_7862_2000001011HumanColorectumAD1.96e-03-5.80e-01-0.0179
54806AHI1HTA11_866_3004761011HumanColorectumAD1.58e-13-6.06e-010.096
54806AHI1HTA11_8622_2000001021HumanColorectumSER2.87e-02-5.86e-010.0528
54806AHI1HTA11_10711_2000001011HumanColorectumAD4.33e-09-6.67e-010.0338
54806AHI1HTA11_7696_3000711011HumanColorectumAD3.57e-10-3.80e-010.0674
54806AHI1HTA11_6818_2000001011HumanColorectumAD1.21e-02-6.08e-010.0112
54806AHI1HTA11_6818_2000001021HumanColorectumAD1.29e-03-5.33e-010.0588
54806AHI1HTA11_99999970781_79442HumanColorectumMSS4.10e-14-4.14e-010.294
54806AHI1HTA11_99999971662_82457HumanColorectumMSS3.04e-04-3.10e-010.3859
54806AHI1HTA11_99999973899_84307HumanColorectumMSS1.57e-04-6.30e-010.2585
54806AHI1HTA11_99999974143_84620HumanColorectumMSS3.86e-22-6.01e-010.3005
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:00485685ProstateTumorembryonic organ development93/3246427/187239.84e-034.18e-0293
GO:00016541ProstateTumoreye development82/3246371/187231.02e-024.27e-0282
GO:000209011ProstateTumorregulation of receptor internalization17/324656/187231.17e-024.81e-0217
GO:003010020ThyroidPTCregulation of endocytosis108/5968211/187233.92e-091.04e-07108
GO:004580720ThyroidPTCpositive regulation of endocytosis58/5968100/187236.11e-081.28e-0658
GO:000182215ThyroidPTCkidney development133/5968293/187237.57e-071.18e-05133
GO:000165517ThyroidPTCurogenital system development149/5968338/187231.41e-062.01e-05149
GO:007200114ThyroidPTCrenal system development135/5968302/187231.76e-062.43e-05135
GO:0006898110ThyroidPTCreceptor-mediated endocytosis112/5968244/187232.87e-063.74e-05112
GO:006056219ThyroidPTCepithelial tube morphogenesis141/5968325/187237.52e-068.73e-05141
GO:004825918ThyroidPTCregulation of receptor-mediated endocytosis55/5968110/187235.64e-054.99e-0455
GO:004311219ThyroidPTCreceptor metabolic process77/5968166/187236.21e-055.47e-0477
GO:004826017ThyroidPTCpositive regulation of receptor-mediated endocytosis30/596852/187231.06e-048.56e-0430
GO:007207316ThyroidPTCkidney epithelium development60/5968136/187231.78e-039.66e-0360
GO:00720067ThyroidPTCnephron development61/5968142/187233.49e-031.69e-0261
GO:00017389ThyroidPTCmorphogenesis of a polarized epithelium41/596894/187231.10e-024.38e-0241
GO:0030100111ThyroidATCregulation of endocytosis113/6293211/187231.71e-094.22e-08113
GO:000182222ThyroidATCkidney development146/6293293/187235.81e-091.28e-07146
GO:000165522ThyroidATCurogenital system development164/6293338/187237.92e-091.70e-07164
GO:007200122ThyroidATCrenal system development149/6293302/187239.48e-091.99e-07149
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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
AHI1SNVMissense_Mutationc.3220N>Ap.Arg1074Serp.R1074SQ8N157protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A2-A0CL-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
AHI1SNVMissense_Mutationrs774732509c.3565N>Cp.Gly1189Argp.G1189RQ8N157protein_codingtolerated_low_confidence(0.25)possibly_damaging(0.448)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
AHI1SNVMissense_Mutationc.1723G>Ap.Glu575Lysp.E575KQ8N157protein_codingtolerated(0.18)possibly_damaging(0.628)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AHI1SNVMissense_Mutationc.1231A>Gp.Lys411Glup.K411EQ8N157protein_codingdeleterious(0)possibly_damaging(0.907)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
AHI1SNVMissense_Mutationnovelc.1467N>Ap.Asn489Lysp.N489KQ8N157protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AHI1SNVMissense_Mutationc.974N>Gp.Glu325Glyp.E325GQ8N157protein_codingdeleterious(0)benign(0.255)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
AHI1SNVMissense_Mutationc.303G>Cp.Leu101Phep.L101FQ8N157protein_codingtolerated(0.14)benign(0.172)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
AHI1SNVMissense_Mutationc.2440C>Tp.Arg814Cysp.R814CQ8N157protein_codingtolerated(0.1)benign(0.173)TCGA-D8-A1JB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AHI1insertionFrame_Shift_Insnovelc.1465_1466insCTCCTGCTTTp.Asn489ThrfsTer19p.N489Tfs*19Q8N157protein_codingTCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AHI1SNVMissense_Mutationrs199612496c.82C>Tp.Arg28Cysp.R28CQ8N157protein_codingtolerated(0.07)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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