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: MFHAS1

Gene summary for MFHAS1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MFHAS1

Gene ID

9258

Gene namemultifunctional ROCO family signaling regulator 1
Gene AliasLRRC65
Cytomap8p23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q9Y4C4


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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
9258MFHAS1N_HPV_1HumanCervixN_HPV3.50e-02-8.89e-020.0079
9258MFHAS1CCI_1HumanCervixCC3.69e-025.15e-010.528
9258MFHAS1CCI_3HumanCervixCC7.25e-076.36e-010.516
9258MFHAS1HTA11_3410_2000001011HumanColorectumAD3.78e-14-4.92e-010.0155
9258MFHAS1HTA11_2951_2000001011HumanColorectumAD8.86e-03-6.80e-010.0216
9258MFHAS1HTA11_3361_2000001011HumanColorectumAD1.72e-04-4.00e-01-0.1207
9258MFHAS1HTA11_99999971662_82457HumanColorectumMSS4.32e-02-2.46e-010.3859
9258MFHAS1F007HumanColorectumFAP1.15e-02-2.63e-010.1176
9258MFHAS1A002-C-010HumanColorectumFAP4.58e-04-2.50e-010.242
9258MFHAS1A001-C-207HumanColorectumFAP1.36e-04-2.42e-010.1278
9258MFHAS1A015-C-203HumanColorectumFAP8.86e-37-5.12e-01-0.1294
9258MFHAS1A015-C-204HumanColorectumFAP1.89e-10-4.33e-01-0.0228
9258MFHAS1A014-C-040HumanColorectumFAP9.48e-06-3.53e-01-0.1184
9258MFHAS1A002-C-201HumanColorectumFAP1.08e-16-4.05e-010.0324
9258MFHAS1A002-C-203HumanColorectumFAP2.05e-08-2.99e-010.2786
9258MFHAS1A001-C-119HumanColorectumFAP6.30e-10-4.35e-01-0.1557
9258MFHAS1A001-C-108HumanColorectumFAP4.67e-23-3.98e-01-0.0272
9258MFHAS1A002-C-205HumanColorectumFAP7.48e-29-6.01e-01-0.1236
9258MFHAS1A001-C-104HumanColorectumFAP4.04e-06-2.22e-010.0184
9258MFHAS1A015-C-006HumanColorectumFAP6.51e-16-3.10e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:00380662LungMIACp38MAPK cascade9/96755/187231.88e-033.02e-029
GO:003287223LungMIACregulation of stress-activated MAPK cascade20/967192/187232.27e-033.45e-0220
GO:000725421LungMIACJNK cascade18/967167/187232.53e-033.62e-0218
GO:007030231LungMIACregulation of stress-activated protein kinase signaling cascade20/967195/187232.72e-033.75e-0220
GO:004632821LungMIACregulation of JNK cascade15/967133/187233.64e-034.60e-0215
GO:00703712LungMIACERK1 and ERK2 cascade29/967330/187233.78e-034.67e-0229
GO:003450415Oral cavityOSCCprotein localization to nucleus193/7305290/187231.22e-212.35e-19193
GO:001056320Oral cavityOSCCnegative regulation of phosphorus metabolic process246/7305442/187236.12e-132.89e-11246
GO:004593620Oral cavityOSCCnegative regulation of phosphate metabolic process245/7305441/187238.85e-134.09e-11245
GO:190018015Oral cavityOSCCregulation of protein localization to nucleus93/7305136/187233.46e-121.35e-1093
GO:003009920Oral cavityOSCCmyeloid cell differentiation213/7305381/187231.24e-114.42e-10213
GO:000647015Oral cavityOSCCprotein dephosphorylation162/7305281/187231.56e-104.56e-09162
GO:000226220Oral cavityOSCCmyeloid cell homeostasis98/7305157/187232.29e-095.34e-0898
GO:003109816Oral cavityOSCCstress-activated protein kinase signaling cascade141/7305247/187235.74e-091.25e-07141
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
GO:003410120Oral cavityOSCCerythrocyte homeostasis81/7305129/187233.75e-087.06e-0781
GO:005140316Oral cavityOSCCstress-activated MAPK cascade134/7305239/187236.02e-081.09e-06134
GO:003530319Oral cavityOSCCregulation of dephosphorylation80/7305128/187236.10e-081.10e-0680
GO:003530420Oral cavityOSCCregulation of protein dephosphorylation60/730590/187239.75e-081.67e-0660
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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
MFHAS1SNVMissense_Mutationrs750288592c.2693N>Gp.Tyr898Cysp.Y898CQ9Y4C4protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
MFHAS1SNVMissense_Mutationc.1473N>Ap.Phe491Leup.F491LQ9Y4C4protein_codingdeleterious(0.01)probably_damaging(0.985)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
MFHAS1SNVMissense_Mutationc.2573N>Ap.Val858Glup.V858EQ9Y4C4protein_codingtolerated(0.2)benign(0.005)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
MFHAS1insertionIn_Frame_Insnovelc.1941_1942insACTCAGACTTCCAAAATGGGTTCCAGTp.Glu647_His648insThrGlnThrSerLysMetGlySerSerp.E647_H648insTQTSKMGSSQ9Y4C4protein_codingTCGA-A2-A0T2-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapyxelodaPD
MFHAS1SNVMissense_Mutationc.1453N>Ap.Glu485Lysp.E485KQ9Y4C4protein_codingtolerated(0.08)benign(0.013)TCGA-DS-A1OD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
MFHAS1SNVMissense_Mutationrs780991918c.2756N>Gp.Tyr919Cysp.Y919CQ9Y4C4protein_codingtolerated(0.08)benign(0.012)TCGA-AA-3679-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicSD
MFHAS1SNVMissense_Mutationc.1898G>Ap.Arg633Hisp.R633HQ9Y4C4protein_codingtolerated(0.55)benign(0.001)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
MFHAS1SNVMissense_Mutationc.2740T>Cp.Phe914Leup.F914LQ9Y4C4protein_codingtolerated(0.64)benign(0)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFHAS1SNVMissense_Mutationc.1589C>Tp.Ala530Valp.A530VQ9Y4C4protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MFHAS1SNVMissense_Mutationc.1910G>Ap.Arg637Hisp.R637HQ9Y4C4protein_codingtolerated(0.14)benign(0.011)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
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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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