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: CD164

Gene summary for CD164

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD164

Gene ID

8763

Gene nameCD164 molecule
Gene AliasDFNA66
Cytomap6q21
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q04900


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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
8763CD164GSM4909280HumanBreastPrecancer8.93e-03-5.76e-010.0305
8763CD164GSM4909286HumanBreastIDC2.79e-10-2.95e-010.1081
8763CD164GSM4909289HumanBreastIDC2.26e-208.15e-010.1064
8763CD164GSM4909293HumanBreastIDC4.92e-032.97e-010.1581
8763CD164GSM4909294HumanBreastIDC4.18e-10-1.55e-010.2022
8763CD164GSM4909296HumanBreastIDC7.15e-24-5.20e-010.1524
8763CD164GSM4909297HumanBreastIDC3.44e-283.06e-020.1517
8763CD164GSM4909309HumanBreastIDC1.60e-09-4.14e-010.0483
8763CD164GSM4909311HumanBreastIDC4.94e-45-4.59e-010.1534
8763CD164GSM4909312HumanBreastIDC6.83e-222.60e-010.1552
8763CD164GSM4909313HumanBreastIDC8.07e-102.15e-010.0391
8763CD164GSM4909316HumanBreastIDC1.05e-02-4.29e-010.21
8763CD164GSM4909319HumanBreastIDC9.40e-55-6.84e-010.1563
8763CD164GSM4909320HumanBreastIDC1.07e-14-6.71e-010.1575
8763CD164GSM4909321HumanBreastIDC7.55e-35-5.58e-010.1559
8763CD164NCCBC14HumanBreastDCIS1.40e-15-1.09e-010.2021
8763CD164NCCBC2HumanBreastDCIS1.67e-02-2.72e-010.1554
8763CD164NCCBC3HumanBreastDCIS1.55e-04-1.11e-010.1198
8763CD164NCCBC5HumanBreastDCIS6.73e-19-3.91e-010.2046
8763CD164P1HumanBreastIDC7.01e-24-2.91e-010.1527
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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
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:00071625BreastIDCnegative regulation of cell adhesion37/1434303/187233.27e-032.75e-0237
GO:00075172BreastIDCmuscle organ development38/1434327/187236.63e-034.62e-0238
GO:000716212BreastDCISnegative regulation of cell adhesion36/1390303/187233.49e-032.90e-0236
GO:00075171BreastDCISmuscle organ development37/1390327/187236.86e-034.75e-0237
GO:0007162ColorectumSERnegative regulation of cell adhesion68/2897303/187238.02e-041.01e-0268
GO:00071621ColorectumFAPnegative regulation of cell adhesion61/2622303/187231.96e-031.65e-0261
GO:00075174EndometriumAEHmuscle organ development60/2100327/187238.19e-051.22e-0360
GO:00071627EndometriumAEHnegative regulation of cell adhesion49/2100303/187235.43e-033.37e-0249
GO:000751712EndometriumEECmuscle organ development59/2168327/187233.49e-043.85e-0359
GO:000716214EndometriumEECnegative regulation of cell adhesion54/2168303/187238.19e-047.62e-0354
GO:00071624LiverCirrhoticnegative regulation of cell adhesion93/4634303/187231.06e-024.66e-0293
GO:00071629Oral cavityOSCCnegative regulation of cell adhesion145/7305303/187239.95e-045.18e-03145
GO:00071628ProstateBPHnegative regulation of cell adhesion82/3107303/187232.51e-064.04e-0582
GO:00075175ProstateBPHmuscle organ development71/3107327/187239.00e-033.84e-0271
GO:000716215ProstateTumornegative regulation of cell adhesion82/3246303/187231.38e-051.89e-0482
GO:000751713ProstateTumormuscle organ development74/3246327/187238.03e-033.54e-0274
GO:000716210SkinAKnegative regulation of cell adhesion55/1910303/187231.64e-053.15e-0455
GO:00075177SkinAKmuscle organ development50/1910327/187232.38e-031.56e-0250
GO:000716224SkincSCCnegative regulation of cell adhesion98/4864303/187237.45e-033.50e-0298
GO:00075178ThyroidHTmuscle organ development44/1272327/187231.09e-052.91e-0444
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04142ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa041421ColorectumSERLysosome38/1580132/84652.87e-032.03e-021.47e-0238
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
CD164insertionIn_Frame_Insnovelc.134_135insCTCGGCp.Ser44_Ala45dupp.S44_A45dupQ04900protein_codingTCGA-A2-A0T7-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CD164SNVMissense_Mutationc.146C>Tp.Ser49Phep.S49FQ04900protein_codingdeleterious(0.02)benign(0.398)TCGA-5M-AAT5-01Colorectumcolon adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
CD164SNVMissense_Mutationc.388N>Tp.Pro130Serp.P130SQ04900protein_codingtolerated(0.06)possibly_damaging(0.821)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
CD164SNVMissense_Mutationnovelc.431N>Tp.Thr144Ilep.T144IQ04900protein_codingdeleterious(0.04)possibly_damaging(0.637)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD164SNVMissense_Mutationrs866904774c.32N>Tp.Ala11Valp.A11VQ04900protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.823)TCGA-AX-A1C4-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD164SNVMissense_Mutationnovelc.243N>Gp.Phe81Leup.F81LQ04900protein_codingtolerated(0.15)benign(0.197)TCGA-B5-A1MR-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
CD164SNVMissense_Mutationnovelc.160N>Gp.Thr54Alap.T54AQ04900protein_codingtolerated(0.18)possibly_damaging(0.841)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
CD164SNVMissense_Mutationnovelc.185A>Cp.Glu62Alap.E62AQ04900protein_codingtolerated(0.14)benign(0.013)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
CD164SNVMissense_Mutationc.427N>Cp.Gly143Argp.G143RQ04900protein_codingdeleterious(0.01)probably_damaging(0.993)TCGA-55-8620-01Lunglung adenocarcinomaMale<65III/IVUnknownUnknownPD
CD164SNVMissense_Mutationc.251A>Gp.Glu84Glyp.E84GQ04900protein_codingdeleterious(0.03)possibly_damaging(0.639)TCGA-33-4547-01Lunglung squamous cell carcinomaMale>=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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