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: AHNAK

Gene summary for AHNAK

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AHNAK

Gene ID

79026

Gene nameAHNAK nucleoprotein
Gene AliasAHNAKRS
Cytomap11q12.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q09666


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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
79026AHNAKGSM4909281HumanBreastIDC2.36e-02-2.80e-010.21
79026AHNAKGSM4909282HumanBreastIDC6.99e-05-2.72e-01-0.0288
79026AHNAKGSM4909286HumanBreastIDC1.11e-06-3.20e-010.1081
79026AHNAKGSM4909293HumanBreastIDC3.14e-022.94e-010.1581
79026AHNAKGSM4909294HumanBreastIDC1.29e-05-2.39e-010.2022
79026AHNAKGSM4909296HumanBreastIDC1.14e-11-1.51e-010.1524
79026AHNAKGSM4909297HumanBreastIDC1.81e-15-2.44e-010.1517
79026AHNAKGSM4909298HumanBreastIDC5.30e-053.30e-010.1551
79026AHNAKGSM4909299HumanBreastIDC2.66e-023.12e-010.035
79026AHNAKGSM4909301HumanBreastIDC6.37e-102.68e-010.1577
79026AHNAKGSM4909302HumanBreastIDC7.01e-124.52e-010.1545
79026AHNAKGSM4909304HumanBreastIDC7.22e-073.16e-010.1636
79026AHNAKGSM4909307HumanBreastIDC2.81e-042.88e-010.1569
79026AHNAKGSM4909311HumanBreastIDC1.07e-40-1.67e-010.1534
79026AHNAKGSM4909312HumanBreastIDC2.78e-10-1.02e-010.1552
79026AHNAKGSM4909313HumanBreastIDC2.25e-041.66e-010.0391
79026AHNAKGSM4909316HumanBreastIDC2.34e-02-3.70e-010.21
79026AHNAKGSM4909317HumanBreastIDC1.75e-226.22e-010.1355
79026AHNAKGSM4909319HumanBreastIDC2.50e-46-1.42e-010.1563
79026AHNAKGSM4909320HumanBreastIDC2.22e-02-1.08e-010.1575
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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:00083809BreastPrecancerRNA splicing65/1080434/187231.27e-122.53e-1065
GO:00434849BreastPrecancerregulation of RNA splicing34/1080148/187232.66e-124.75e-1034
GO:00109596BreastPrecancerregulation of metal ion transport37/1080406/187234.07e-033.22e-0237
GO:00228985BreastPrecancerregulation of transmembrane transporter activity27/1080278/187235.72e-034.11e-0227
GO:1901019BreastPrecancerregulation of calcium ion transmembrane transporter activity12/108093/187237.09e-034.78e-0212
GO:000838014BreastIDCRNA splicing73/1434434/187231.27e-101.57e-0873
GO:004348414BreastIDCregulation of RNA splicing36/1434148/187233.32e-103.77e-0836
GO:001095913BreastIDCregulation of metal ion transport52/1434406/187231.76e-042.97e-0352
GO:002289812BreastIDCregulation of transmembrane transporter activity36/1434278/187231.35e-031.40e-0236
GO:0051924BreastIDCregulation of calcium ion transport32/1434255/187233.94e-033.22e-0232
GO:00324125BreastIDCregulation of ion transmembrane transporter activity33/1434267/187234.38e-033.40e-0233
GO:00324096BreastIDCregulation of transporter activity37/1434310/187234.77e-033.66e-0237
GO:000838024BreastDCISRNA splicing73/1390434/187233.05e-115.08e-0973
GO:004348424BreastDCISregulation of RNA splicing36/1390148/187231.40e-101.69e-0836
GO:001095921BreastDCISregulation of metal ion transport50/1390406/187232.86e-044.22e-0350
GO:002289822BreastDCISregulation of transmembrane transporter activity35/1390278/187231.50e-031.51e-0235
GO:003241212BreastDCISregulation of ion transmembrane transporter activity32/1390267/187234.97e-033.72e-0232
GO:003240912BreastDCISregulation of transporter activity36/1390310/187235.05e-033.74e-0236
GO:004348410CervixCCregulation of RNA splicing42/2311148/187231.25e-076.24e-0642
GO:000838010CervixCCRNA splicing76/2311434/187239.79e-048.19e-0376
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513220CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa05132110CervixCCSalmonella infection74/1267249/84651.33e-092.54e-081.50e-0874
hsa0513225CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa0513235CervixHSIL_HPVSalmonella infection34/459249/84655.03e-071.13e-059.17e-0634
hsa05132ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051321ColorectumADSalmonella infection102/2092249/84657.65e-091.28e-078.17e-08102
hsa051322ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051323ColorectumSERSalmonella infection77/1580249/84651.56e-062.35e-051.71e-0577
hsa051324ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051325ColorectumMSSSalmonella infection92/1875249/84655.23e-089.74e-075.97e-0792
hsa051328ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa051329ColorectumFAPSalmonella infection67/1404249/84652.04e-052.52e-041.53e-0467
hsa0513210ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513211ColorectumCRCSalmonella infection48/1091249/84652.43e-031.69e-021.15e-0248
hsa0513226EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
hsa05132112EndometriumAEHSalmonella infection71/1197249/84651.69e-093.44e-082.52e-0871
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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
AHNAKSNVMissense_Mutationnovelc.3850G>Ap.Asp1284Asnp.D1284NQ09666protein_codingtolerated(0.05)benign(0.037)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
AHNAKSNVMissense_Mutationnovelc.12868N>Cp.Glu4290Glnp.E4290QQ09666protein_codingtolerated(0.09)benign(0.271)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AHNAKSNVMissense_Mutationnovelc.12429N>Ap.Met4143Ilep.M4143IQ09666protein_codingtolerated(0.21)benign(0.012)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AHNAKSNVMissense_Mutationrs765543200c.4088N>Gp.Lys1363Argp.K1363RQ09666protein_codingtolerated(0.1)probably_damaging(0.99)TCGA-A1-A0SK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AHNAKSNVMissense_Mutationc.6349N>Gp.Ile2117Valp.I2117VQ09666protein_codingtolerated(0.18)benign(0.156)TCGA-A2-A0CV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AHNAKSNVMissense_Mutationnovelc.4201N>Ap.Glu1401Lysp.E1401KQ09666protein_codingtolerated(0.07)benign(0.385)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AHNAKSNVMissense_Mutationc.4018N>Cp.Asp1340Hisp.D1340HQ09666protein_codingdeleterious(0)probably_damaging(0.951)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AHNAKSNVMissense_Mutationc.3898N>Ap.Glu1300Lysp.E1300KQ09666protein_codingtolerated(0.09)benign(0.044)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AHNAKSNVMissense_Mutationnovelc.13189N>Tp.Pro4397Serp.P4397SQ09666protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-A2-A4RW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
AHNAKSNVMissense_Mutationnovelc.7289N>Cp.Glu2430Alap.E2430AQ09666protein_codingdeleterious(0.02)benign(0.225)TCGA-A2-A4S2-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinCR
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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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