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: ANKH

Gene summary for ANKH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANKH

Gene ID

56172

Gene nameANKH inorganic pyrophosphate transport regulator
Gene AliasANK
Cytomap5p15.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

Q9HCJ1


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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
56172ANKHHTA11_1938_2000001011HumanColorectumAD1.58e-088.25e-01-0.0811
56172ANKHHTA11_78_2000001011HumanColorectumAD2.10e-046.33e-01-0.1088
56172ANKHHTA11_347_2000001011HumanColorectumAD1.62e-023.75e-01-0.1954
56172ANKHHTA11_866_2000001011HumanColorectumAD1.34e-055.56e-01-0.1001
56172ANKHHTA11_1391_2000001011HumanColorectumAD2.05e-071.12e+00-0.059
56172ANKHHTA11_7663_2000001011HumanColorectumSER2.59e-027.07e-010.0131
56172ANKHHTA11_10711_2000001011HumanColorectumAD1.08e-026.33e-010.0338
56172ANKHHTA11_6818_2000001011HumanColorectumAD5.22e-037.16e-010.0112
56172ANKHHTA11_6818_2000001021HumanColorectumAD9.96e-109.35e-010.0588
56172ANKHHTA11_99999965062_69753HumanColorectumMSI-H3.27e-049.19e-010.3487
56172ANKHA001-C-207HumanColorectumFAP7.46e-041.29e-010.1278
56172ANKHA015-C-203HumanColorectumFAP2.60e-28-1.75e-01-0.1294
56172ANKHA015-C-204HumanColorectumFAP4.71e-061.31e-01-0.0228
56172ANKHA014-C-040HumanColorectumFAP8.36e-053.99e-02-0.1184
56172ANKHA002-C-201HumanColorectumFAP3.66e-161.75e-010.0324
56172ANKHA002-C-203HumanColorectumFAP8.78e-083.25e-010.2786
56172ANKHA001-C-119HumanColorectumFAP8.14e-05-2.11e-01-0.1557
56172ANKHA001-C-108HumanColorectumFAP4.42e-15-1.17e-01-0.0272
56172ANKHA002-C-205HumanColorectumFAP1.31e-22-1.63e-01-0.1236
56172ANKHA015-C-005HumanColorectumFAP6.15e-09-3.68e-01-0.0336
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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
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:0015698ColorectumADinorganic anion transport52/3918180/187236.83e-034.22e-0252
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00015031ColorectumSERossification82/2897408/187236.76e-034.78e-0282
GO:00015033ColorectumFAPossification79/2622408/187231.53e-031.37e-0279
GO:0030278ColorectumFAPregulation of ossification27/2622115/187234.23e-032.90e-0227
GO:00156981ColorectumFAPinorganic anion transport38/2622180/187235.73e-033.67e-0238
GO:00015034ColorectumCRCossification64/2078408/187232.73e-032.49e-0264
GO:000150317EsophagusESCCossification232/8552408/187233.00e-063.40e-05232
GO:00015035LiverCirrhoticossification127/4634408/187231.89e-031.19e-02127
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:000150315Oral cavityLPossification123/4623408/187236.55e-033.84e-02123
GO:00015039ProstateBPHossification107/3107408/187234.31e-078.83e-06107
GO:00302782ProstateBPHregulation of ossification29/3107115/187231.18e-024.76e-0229
GO:000150314ProstateTumorossification109/3246408/187231.13e-062.14e-05109
GO:003027811ProstateTumorregulation of ossification32/3246115/187233.39e-031.75e-0232
GO:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:00302785ThyroidPTCregulation of ossification51/5968115/187233.30e-031.61e-0251
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:003027813ThyroidATCregulation of ossification60/6293115/187233.01e-052.51e-0460
GO:01101492ThyroidATCregulation of biomineralization45/629399/187239.34e-033.44e-0245
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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
ANKHSNVMissense_Mutationc.563N>Tp.Glu188Valp.E188VQ9HCJ1protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationrs142872069c.668N>Tp.Arg223Ilep.R223IQ9HCJ1protein_codingtolerated(0.13)benign(0.053)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationc.1118N>Ap.Ile373Asnp.I373NQ9HCJ1protein_codingdeleterious(0)possibly_damaging(0.467)TCGA-B6-A0WS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationc.383N>Tp.Thr128Metp.T128MQ9HCJ1protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A18L-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ANKHinsertionFrame_Shift_Insnovelc.1408_1409insGTp.Ser470CysfsTer4p.S470Cfs*4Q9HCJ1protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANKHinsertionIn_Frame_Insnovelc.1406_1407insAAGAAAAAGGCAGGCCCTTTGTGTCTACCGTTTTCAGTGp.Asp469delinsGluArgLysArgGlnAlaLeuCysValTyrArgPheGlnCysp.D469delinsERKRQALCVYRFQCQ9HCJ1protein_codingTCGA-A2-A0D4-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANKHinsertionIn_Frame_Insnovelc.1142_1143insGCCACTTCAATAp.Val381_Thr382insProLeuGlnTyrp.V381_T382insPLQYQ9HCJ1protein_codingTCGA-AN-A0FS-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationnovelc.1318G>Cp.Glu440Glnp.E440QQ9HCJ1protein_codingdeleterious(0)probably_damaging(0.968)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationc.851N>Ap.Pro284Hisp.P284HQ9HCJ1protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ANKHSNVMissense_Mutationc.1154C>Tp.Ala385Valp.A385VQ9HCJ1protein_codingdeleterious(0)probably_damaging(0.97)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=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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