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: ACVRL1

Gene summary for ACVRL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ACVRL1

Gene ID

94

Gene nameactivin A receptor like type 1
Gene AliasACVRLK1
Cytomap12q13.13
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

A0A0S2Z310


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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
94ACVRL1HTA11_2487_2000001011HumanColorectumSER1.83e-063.67e-01-0.1808
94ACVRL1HTA11_1938_2000001011HumanColorectumAD4.89e-052.28e-01-0.0811
94ACVRL1HTA11_78_2000001011HumanColorectumAD2.63e-022.51e-01-0.1088
94ACVRL1HTA11_347_2000001011HumanColorectumAD5.31e-215.41e-01-0.1954
94ACVRL1HTA11_411_2000001011HumanColorectumSER3.98e-071.07e+00-0.2602
94ACVRL1HTA11_2112_2000001011HumanColorectumSER2.37e-046.49e-01-0.2196
94ACVRL1HTA11_696_2000001011HumanColorectumAD5.53e-155.69e-01-0.1464
94ACVRL1HTA11_866_2000001011HumanColorectumAD2.61e-053.34e-01-0.1001
94ACVRL1HTA11_1391_2000001011HumanColorectumAD1.29e-062.40e-01-0.059
94ACVRL1HTA11_2992_2000001011HumanColorectumSER4.03e-046.85e-01-0.1706
94ACVRL1HTA11_5212_2000001011HumanColorectumAD3.12e-127.70e-01-0.2061
94ACVRL1HTA11_866_3004761011HumanColorectumAD2.84e-041.75e-010.096
94ACVRL1HTA11_10623_2000001011HumanColorectumAD4.31e-032.54e-01-0.0177
94ACVRL1HTA11_10711_2000001011HumanColorectumAD5.37e-102.90e-010.0338
94ACVRL1HTA11_6818_2000001011HumanColorectumAD1.85e-023.13e-010.0112
94ACVRL1HTA11_99999965104_69814HumanColorectumMSS3.96e-028.77e-020.281
94ACVRL1ATC12HumanThyroidATC5.95e-071.80e-010.34
94ACVRL1ATC13HumanThyroidATC5.60e-611.26e+000.34
94ACVRL1ATC4HumanThyroidATC4.56e-092.16e-010.34
94ACVRL1ATC5HumanThyroidATC1.81e-601.33e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0003203ThyroidATCendocardial cushion morphogenesis21/629336/187232.01e-039.59e-0321
GO:200014617ThyroidATCnegative regulation of cell motility147/6293359/187232.01e-039.60e-03147
GO:0061298ThyroidATCretina vasculature development in camera-type eye12/629317/187232.02e-039.60e-0312
GO:00062756ThyroidATCregulation of DNA replication50/6293107/187233.25e-031.46e-0250
GO:0035904ThyroidATCaorta development30/629358/187233.31e-031.48e-0230
GO:00510531ThyroidATCnegative regulation of DNA metabolic process57/6293125/187233.47e-031.55e-0257
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:00031598ThyroidATCmorphogenesis of an endothelium13/629320/187234.03e-031.73e-0213
GO:00611548ThyroidATCendothelial tube morphogenesis13/629320/187234.03e-031.73e-0213
GO:00717726ThyroidATCresponse to BMP72/6293165/187234.50e-031.86e-0272
GO:00717736ThyroidATCcellular response to BMP stimulus72/6293165/187234.50e-031.86e-0272
GO:00488441ThyroidATCartery morphogenesis36/629374/187235.19e-032.12e-0236
GO:00512163ThyroidATCcartilage development81/6293190/187235.70e-032.30e-0281
GO:00305095ThyroidATCBMP signaling pathway66/6293152/187237.23e-032.85e-0266
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
GO:00108127ThyroidATCnegative regulation of cell-substrate adhesion33/629368/187237.60e-032.97e-0233
GO:00901001ThyroidATCpositive regulation of transmembrane receptor protein serine/threonine kinase signaling pathway51/6293114/187238.62e-033.28e-0251
GO:20002791ThyroidATCnegative regulation of DNA biosynthetic process20/629338/187231.20e-024.27e-0220
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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
ACVRL1SNVMissense_Mutationc.1273N>Ap.Phe425Ilep.F425IP37023protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
ACVRL1SNVMissense_Mutationc.1341N>Cp.Gln447Hisp.Q447HP37023protein_codingtolerated(0.4)benign(0.288)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
ACVRL1SNVMissense_Mutationc.533N>Gp.Leu178Argp.L178RP37023protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-E9-A1NA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ACVRL1SNVMissense_Mutationc.670N>Ap.Glu224Lysp.E224KP37023protein_codingdeleterious(0)probably_damaging(0.991)TCGA-E9-A2JT-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
ACVRL1deletionFrame_Shift_Delc.376delGp.Val126CysfsTer39p.V126Cfs*39P37023protein_codingTCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ACVRL1SNVMissense_Mutationnovelc.1001N>Ap.Arg334Hisp.R334HP37023protein_codingdeleterious(0)probably_damaging(0.956)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ACVRL1SNVMissense_Mutationc.1156N>Tp.Arg386Cysp.R386CP37023protein_codingdeleterious(0)probably_damaging(0.97)TCGA-LP-A7HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACVRL1SNVMissense_Mutationc.1142T>Cp.Leu381Prop.L381PP37023protein_codingdeleterious(0)probably_damaging(1)TCGA-ZJ-AAXJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ACVRL1SNVMissense_Mutationc.1139T>Cp.Val380Alap.V380AP37023protein_codingdeleterious(0)probably_damaging(0.974)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
ACVRL1SNVMissense_Mutationrs141764916c.1157N>Ap.Arg386Hisp.R386HP37023protein_codingdeleterious(0.02)benign(0.054)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
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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
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor249565824
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor249565835
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor249565801
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEDALANTERCEPTDALANTERCEPT
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL3545322PANULISIB
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEDALANTERCEPTDALANTERCEPT
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor249565800
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitorCHEMBL2109295ASCRINVACUMAB
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitor363894210PANULISIB
94ACVRL1KINASE, SERINE THREONINE KINASE, CELL SURFACE, DRUGGABLE GENOME, ENZYMEinhibitorHESPERADINHESPERADIN19035792
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