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:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00507929BreastPrecancerregulation of viral process27/1080164/187237.59e-073.05e-0527
GO:00190799BreastPrecancerviral genome replication22/1080131/187235.63e-061.66e-0422
GO:19039009BreastPrecancerregulation of viral life cycle23/1080148/187231.31e-053.30e-0423
GO:00485249BreastPrecancerpositive regulation of viral process12/108065/187233.00e-044.34e-0312
GO:00450697BreastPrecancerregulation of viral genome replication13/108085/187231.12e-031.23e-0213
GO:00463946BreastPrecancercarboxylic acid biosynthetic process32/1080314/187231.30e-031.38e-0232
GO:00723304BreastPrecancermonocarboxylic acid biosynthetic process24/1080214/187231.41e-031.48e-0224
GO:00160536BreastPrecancerorganic acid biosynthetic process32/1080316/187231.44e-031.50e-0232
GO:00066335BreastPrecancerfatty acid biosynthetic process19/1080163/187232.74e-032.42e-0219
GO:00072496BreastPrecancerI-kappaB kinase/NF-kappaB signaling27/1080281/187236.58e-034.53e-0227
GO:001603214BreastIDCviral process75/1434415/187231.98e-124.02e-1075
GO:001905814BreastIDCviral life cycle61/1434317/187231.61e-112.77e-0961
GO:001907914BreastIDCviral genome replication32/1434131/187232.82e-092.46e-0732
GO:005079214BreastIDCregulation of viral process36/1434164/187236.55e-095.03e-0736
GO:190390014BreastIDCregulation of viral life cycle30/1434148/187237.25e-073.35e-0530
GO:004506913BreastIDCregulation of viral genome replication20/143485/187234.77e-061.63e-0420
GO:004852413BreastIDCpositive regulation of viral process17/143465/187235.31e-061.75e-0417
GO:00450706BreastIDCpositive regulation of viral genome replication9/143430/187232.89e-044.39e-039
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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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