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: ANKRD28

Gene summary for ANKRD28

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ANKRD28

Gene ID

23243

Gene nameankyrin repeat domain 28
Gene AliasCFAP79
Cytomap3p25.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

O15084


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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
23243ANKRD28AEH-subject2HumanEndometriumAEH4.67e-032.25e-01-0.2525
23243ANKRD28AEH-subject3HumanEndometriumAEH2.37e-042.56e-01-0.2576
23243ANKRD28AEH-subject4HumanEndometriumAEH3.98e-053.56e-01-0.2657
23243ANKRD28AEH-subject5HumanEndometriumAEH1.51e-053.57e-01-0.2953
23243ANKRD28EEC-subject1HumanEndometriumEEC4.60e-053.05e-01-0.2682
23243ANKRD28EEC-subject2HumanEndometriumEEC1.44e-073.85e-01-0.2607
23243ANKRD28EEC-subject3HumanEndometriumEEC8.83e-061.40e-01-0.2525
23243ANKRD28EEC-subject4HumanEndometriumEEC1.39e-083.81e-01-0.2571
23243ANKRD28GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.45e-11-3.82e-03-0.1869
23243ANKRD28GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.35e-125.64e-03-0.1875
23243ANKRD28GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.35e-12-1.76e-02-0.1883
23243ANKRD28GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.81e-061.10e-01-0.1934
23243ANKRD28GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.56e-102.47e-02-0.1917
23243ANKRD28GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.49e-12-1.06e-03-0.1916
23243ANKRD28LZE24THumanEsophagusESCC2.89e-028.44e-020.0596
23243ANKRD28P1T-EHumanEsophagusESCC3.22e-035.09e-020.0875
23243ANKRD28P2T-EHumanEsophagusESCC4.74e-05-5.87e-030.1177
23243ANKRD28P4T-EHumanEsophagusESCC4.90e-111.34e-010.1323
23243ANKRD28P5T-EHumanEsophagusESCC1.57e-051.23e-010.1327
23243ANKRD28P8T-EHumanEsophagusESCC9.89e-185.24e-010.0889
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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
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
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
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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
ANKRD28SNVMissense_Mutationc.2600N>Ap.Gly867Glup.G867EO15084protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANKRD28SNVMissense_Mutationc.1851G>Cp.Lys617Asnp.K617NO15084protein_codingtolerated(0.09)benign(0.098)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ANKRD28SNVMissense_Mutationc.1156G>Ap.Asp386Asnp.D386NO15084protein_codingtolerated(0.1)possibly_damaging(0.6)TCGA-A8-A09D-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
ANKRD28SNVMissense_Mutationrs750409900c.664G>Cp.Val222Leup.V222LO15084protein_codingdeleterious(0.04)benign(0.012)TCGA-A8-A09M-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapypaclitaxelCR
ANKRD28SNVMissense_Mutationc.691N>Cp.Asp231Hisp.D231HO15084protein_codingdeleterious(0.04)benign(0.141)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ANKRD28SNVMissense_Mutationrs759982054c.64N>Ap.Asp22Asnp.D22NO15084protein_codingdeleterious(0.01)possibly_damaging(0.821)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ANKRD28SNVMissense_Mutationnovelc.2929N>Cp.Ala977Prop.A977PO15084protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-AR-A0U0-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKRD28SNVMissense_Mutationnovelc.1450N>Tp.Asp484Tyrp.D484YO15084protein_codingtolerated(0.34)benign(0.055)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ANKRD28SNVMissense_Mutationc.3037G>Ap.Glu1013Lysp.E1013KO15084protein_codingtolerated(0.81)benign(0.005)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ANKRD28SNVMissense_Mutationc.3041N>Tp.Ala1014Valp.A1014VO15084protein_codingdeleterious(0.02)benign(0.007)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
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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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