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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

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


Top

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
Page: 1 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0034329ColorectumADcell junction assembly136/3918420/187232.02e-081.15e-06136
GO:0010810ColorectumADregulation of cell-substrate adhesion81/3918221/187234.80e-082.55e-0681
GO:0150115ColorectumADcell-substrate junction organization44/3918101/187232.38e-079.81e-0644
GO:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:0031589ColorectumADcell-substrate adhesion116/3918363/187234.68e-071.76e-05116
GO:0007044ColorectumADcell-substrate junction assembly41/391895/187238.20e-072.85e-0541
GO:0001952ColorectumADregulation of cell-matrix adhesion50/3918128/187232.05e-066.05e-0550
GO:0042060ColorectumADwound healing128/3918422/187232.73e-067.89e-05128
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:2000278ColorectumADregulation of DNA biosynthetic process41/3918106/187232.17e-054.33e-0441
GO:0001667ColorectumADameboidal-type cell migration137/3918475/187232.17e-054.33e-04137
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0007160ColorectumADcell-matrix adhesion75/3918233/187233.56e-056.45e-0475
GO:0048041ColorectumADfocal adhesion assembly34/391887/187238.30e-051.30e-0334
GO:0090132ColorectumADepithelium migration105/3918360/187231.18e-041.73e-03105
GO:0010632ColorectumADregulation of epithelial cell migration88/3918292/187231.19e-041.75e-0388
GO:0010631ColorectumADepithelial cell migration104/3918357/187231.33e-041.90e-03104
GO:0090130ColorectumADtissue migration105/3918365/187232.10e-042.77e-03105
GO:0150116ColorectumADregulation of cell-substrate junction organization28/391871/187232.85e-043.48e-0328
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1 2