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: ACD

Gene summary for ACD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACD

Gene ID

65057

Gene nameACD shelterin complex subunit and telomerase recruitment factor
Gene AliasPIP1
Cytomap16q22.1
Gene Typeprotein-coding
GO ID

GO:0000723

UniProtAcc

Q96AP0


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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
65057ACDLZE4THumanEsophagusESCC4.48e-081.68e-010.0811
65057ACDLZE7THumanEsophagusESCC8.51e-086.98e-010.0667
65057ACDLZE8THumanEsophagusESCC8.61e-082.01e-010.067
65057ACDLZE20THumanEsophagusESCC2.95e-038.92e-020.0662
65057ACDLZE22THumanEsophagusESCC1.69e-034.51e-010.068
65057ACDLZE24THumanEsophagusESCC2.87e-224.15e-010.0596
65057ACDLZE21THumanEsophagusESCC1.76e-043.23e-010.0655
65057ACDLZE6THumanEsophagusESCC1.33e-022.02e-010.0845
65057ACDP1T-EHumanEsophagusESCC7.31e-134.61e-010.0875
65057ACDP2T-EHumanEsophagusESCC1.06e-203.55e-010.1177
65057ACDP4T-EHumanEsophagusESCC5.28e-255.89e-010.1323
65057ACDP5T-EHumanEsophagusESCC6.63e-194.29e-010.1327
65057ACDP8T-EHumanEsophagusESCC8.85e-346.47e-010.0889
65057ACDP9T-EHumanEsophagusESCC2.92e-122.14e-010.1131
65057ACDP10T-EHumanEsophagusESCC3.78e-172.84e-010.116
65057ACDP11T-EHumanEsophagusESCC5.43e-124.38e-010.1426
65057ACDP12T-EHumanEsophagusESCC3.04e-182.56e-010.1122
65057ACDP15T-EHumanEsophagusESCC1.18e-163.27e-010.1149
65057ACDP16T-EHumanEsophagusESCC9.04e-213.48e-010.1153
65057ACDP17T-EHumanEsophagusESCC1.04e-145.93e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:0072521110Oral cavityLPpurine-containing compound metabolic process130/4623416/187231.30e-031.05e-02130
GO:000664311Oral cavityLPmembrane lipid metabolic process69/4623203/187231.77e-031.34e-0269
GO:004639018Oral cavityLPribose phosphate biosynthetic process65/4623190/187231.97e-031.47e-0265
GO:190129315Oral cavityLPnucleoside phosphate biosynthetic process84/4623256/187231.98e-031.47e-0284
GO:0009259110Oral cavityLPribonucleotide metabolic process120/4623385/187232.15e-031.57e-02120
GO:000916515Oral cavityLPnucleotide biosynthetic process83/4623254/187232.38e-031.71e-0283
GO:0006163110Oral cavityLPpurine nucleotide metabolic process122/4623396/187233.10e-032.11e-02122
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:0009150110Oral cavityLPpurine ribonucleotide metabolic process114/4623368/187233.41e-032.28e-02114
GO:007252210Oral cavityLPpurine-containing compound biosynthetic process66/4623200/187234.84e-033.05e-0266
GO:00464671Oral cavityLPmembrane lipid biosynthetic process49/4623142/187235.44e-033.31e-0249
GO:000926018Oral cavityLPribonucleotide biosynthetic process60/4623182/187237.12e-034.00e-0260
GO:000616410Oral cavityLPpurine nucleotide biosynthetic process62/4623191/187239.12e-034.86e-0262
GO:001603218ProstateBPHviral process147/3107415/187234.46e-215.52e-18147
GO:001905818ProstateBPHviral life cycle112/3107317/187232.87e-165.54e-14112
GO:00072658ProstateBPHRas protein signal transduction101/3107337/187235.64e-102.79e-08101
GO:001907918ProstateBPHviral genome replication47/3107131/187236.96e-081.83e-0647
GO:005079218ProstateBPHregulation of viral process53/3107164/187235.22e-071.04e-0553
GO:00072499ProstateBPHI-kappaB kinase/NF-kappaB signaling79/3107281/187237.61e-071.43e-0579
GO:004852415ProstateBPHpositive regulation of viral process27/310765/187231.65e-062.78e-0527
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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
ACDSNVMissense_Mutationc.229N>Gp.Pro77Alap.P77AQ96AP0protein_codingtolerated_low_confidence(0.84)benign(0)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ACDdeletionFrame_Shift_Delnovelc.1359delAp.Lys453AsnfsTer10p.K453Nfs*10Q96AP0protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
ACDSNVMissense_Mutationc.874N>Tp.His292Tyrp.H292YQ96AP0protein_codingdeleterious(0.01)benign(0.091)TCGA-EK-A2RA-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ACDSNVMissense_Mutationc.1006N>Ap.Glu336Lysp.E336KQ96AP0protein_codingtolerated(0.07)benign(0.078)TCGA-FU-A5XV-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
ACDinsertionFrame_Shift_Insnovelc.1206_1207insTGCTCACp.Pro403CysfsTer38p.P403Cfs*38Q96AP0protein_codingTCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
ACDSNVMissense_Mutationrs747913250c.1405N>Tp.Arg469Trpp.R469WQ96AP0protein_codingtolerated(0.25)benign(0)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
ACDSNVMissense_Mutationrs762262197c.1261C>Tp.Arg421Cysp.R421CQ96AP0protein_codingtolerated(0.19)benign(0.057)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACDSNVMissense_Mutationc.469G>Ap.Val157Metp.V157MQ96AP0protein_codingtolerated(0.07)probably_damaging(0.957)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
ACDSNVMissense_Mutationc.1217N>Ap.Cys406Tyrp.C406YQ96AP0protein_codingdeleterious(0.04)possibly_damaging(0.867)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ACDSNVMissense_Mutationrs781117606c.1409N>Tp.Pro470Leup.P470LQ96AP0protein_codingtolerated(0.09)benign(0)TCGA-G4-6306-01Colorectumcolon 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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