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: ANKRD9

Gene summary for ANKRD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANKRD9

Gene ID

122416

Gene nameankyrin repeat domain 9
Gene AliasANKRD9
Cytomap14q32.31
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q96BM1


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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
122416ANKRD9HTA11_3410_2000001011HumanColorectumAD1.38e-041.46e-010.0155
122416ANKRD9HTA11_2487_2000001011HumanColorectumSER9.77e-105.46e-01-0.1808
122416ANKRD9HTA11_78_2000001011HumanColorectumAD1.89e-074.76e-01-0.1088
122416ANKRD9HTA11_347_2000001011HumanColorectumAD2.42e-225.66e-01-0.1954
122416ANKRD9HTA11_2112_2000001011HumanColorectumSER1.73e-034.71e-01-0.2196
122416ANKRD9HTA11_3361_2000001011HumanColorectumAD9.41e-125.65e-01-0.1207
122416ANKRD9HTA11_83_2000001011HumanColorectumSER4.15e-042.93e-01-0.1526
122416ANKRD9HTA11_696_2000001011HumanColorectumAD7.27e-104.42e-01-0.1464
122416ANKRD9HTA11_1391_2000001011HumanColorectumAD1.56e-114.87e-01-0.059
122416ANKRD9HTA11_2992_2000001011HumanColorectumSER1.25e-057.49e-01-0.1706
122416ANKRD9HTA11_5212_2000001011HumanColorectumAD2.98e-034.53e-01-0.2061
122416ANKRD9HTA11_546_2000001011HumanColorectumAD2.52e-022.60e-01-0.0842
122416ANKRD9HTA11_866_3004761011HumanColorectumAD2.03e-031.57e-010.096
122416ANKRD9HTA11_10711_2000001011HumanColorectumAD9.31e-033.14e-010.0338
122416ANKRD9HTA11_7696_3000711011HumanColorectumAD1.05e-023.24e-010.0674
122416ANKRD9LZE20THumanEsophagusESCC2.82e-063.19e-010.0662
122416ANKRD9LZE24THumanEsophagusESCC6.23e-081.31e-010.0596
122416ANKRD9LZE21THumanEsophagusESCC5.61e-031.74e-010.0655
122416ANKRD9P1T-EHumanEsophagusESCC1.10e-085.23e-010.0875
122416ANKRD9P2T-EHumanEsophagusESCC1.13e-055.55e-020.1177
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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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0046916ColorectumADcellular transition metal ion homeostasis43/3918115/187233.62e-056.56e-0443
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00550761ColorectumSERtransition metal ion homeostasis41/2897138/187231.66e-055.05e-0441
GO:00469161ColorectumSERcellular transition metal ion homeostasis33/2897115/187232.20e-043.89e-0333
GO:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550703EsophagusESCCcopper ion homeostasis15/855218/187231.20e-035.88e-0315
GO:00068781EsophagusESCCcellular copper ion homeostasis12/855215/187237.31e-032.63e-0212
GO:001049822LiverHCCproteasomal protein catabolic process351/7958490/187236.92e-401.46e-36351
GO:004316122LiverHCCproteasome-mediated ubiquitin-dependent protein catabolic process299/7958412/187237.82e-368.27e-33299
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:004691611LiverHCCcellular transition metal ion homeostasis67/7958115/187234.64e-043.08e-0367
GO:0055070LiverHCCcopper ion homeostasis14/795818/187232.57e-031.23e-0214
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
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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
ANKRD9SNVMissense_Mutationc.769C>Tp.Arg257Cysp.R257CQ96BM1protein_codingtolerated(0.2)possibly_damaging(0.642)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
ANKRD9SNVMissense_Mutationrs750170448c.191N>Ap.Arg64Hisp.R64HQ96BM1protein_codingtolerated(0.14)benign(0.284)TCGA-NH-A6GC-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilSD
ANKRD9SNVMissense_Mutationnovelc.932N>Cp.Leu311Serp.L311SQ96BM1protein_codingdeleterious(0)probably_damaging(0.922)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
ANKRD9SNVMissense_Mutationnovelc.295N>Tp.Ala99Serp.A99SQ96BM1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-NC-A5HI-01Lunglung squamous cell carcinomaFemale>=65I/IIChemotherapycisplatinCR
ANKRD9SNVMissense_Mutationc.844G>Ap.Ala282Thrp.A282TQ96BM1protein_codingdeleterious(0)possibly_damaging(0.578)TCGA-BR-8680-01Stomachstomach adenocarcinomaMale<65III/IVChemotherapyoxaliplatinCR
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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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