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
9258MFHAS1P40T-EHumanEsophagusESCC3.27e-021.01e-010.109
9258MFHAS1P42T-EHumanEsophagusESCC3.63e-149.80e-020.1175
9258MFHAS1P47T-EHumanEsophagusESCC2.82e-082.29e-010.1067
9258MFHAS1P48T-EHumanEsophagusESCC1.10e-092.55e-010.0959
9258MFHAS1P52T-EHumanEsophagusESCC1.18e-032.31e-010.1555
9258MFHAS1P54T-EHumanEsophagusESCC4.48e-114.62e-010.0975
9258MFHAS1P57T-EHumanEsophagusESCC3.39e-111.83e-020.0926
9258MFHAS1P61T-EHumanEsophagusESCC1.81e-022.11e-010.099
9258MFHAS1P62T-EHumanEsophagusESCC3.61e-155.08e-010.1302
9258MFHAS1P74T-EHumanEsophagusESCC2.78e-121.34e-010.1479
9258MFHAS1P75T-EHumanEsophagusESCC7.27e-09-6.53e-030.1125
9258MFHAS1P76T-EHumanEsophagusESCC3.75e-10-2.26e-020.1207
9258MFHAS1P79T-EHumanEsophagusESCC4.03e-06-1.01e-020.1154
9258MFHAS1P80T-EHumanEsophagusESCC6.72e-042.49e-010.155
9258MFHAS1P83T-EHumanEsophagusESCC2.24e-145.74e-010.1738
9258MFHAS1P91T-EHumanEsophagusESCC6.35e-085.87e-010.1828
9258MFHAS1P107T-EHumanEsophagusESCC5.25e-122.80e-010.171
9258MFHAS1P127T-EHumanEsophagusESCC4.18e-127.59e-020.0826
9258MFHAS1P128T-EHumanEsophagusESCC4.84e-044.84e-010.1241
9258MFHAS1P130T-EHumanEsophagusESCC7.05e-111.86e-010.1676
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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:00345048CervixCCprotein localization to nucleus68/2311290/187239.91e-085.25e-0668
GO:003009910CervixCCmyeloid cell differentiation83/2311381/187231.31e-076.42e-0683
GO:00027644CervixCCimmune response-regulating signaling pathway97/2311468/187231.49e-077.07e-0697
GO:000226210CervixCCmyeloid cell homeostasis43/2311157/187232.66e-071.12e-0543
GO:003410110CervixCCerythrocyte homeostasis37/2311129/187235.16e-071.93e-0537
GO:00310988CervixCCstress-activated protein kinase signaling cascade58/2311247/187238.02e-072.89e-0558
GO:003021810CervixCCerythrocyte differentiation34/2311120/187232.00e-066.18e-0534
GO:004887210CervixCChomeostasis of number of cells61/2311272/187232.17e-066.55e-0561
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:00514038CervixCCstress-activated MAPK cascade55/2311239/187232.96e-068.31e-0555
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:00703027CervixCCregulation of stress-activated protein kinase signaling cascade46/2311195/187239.35e-062.11e-0446
GO:00064708CervixCCprotein dephosphorylation60/2311281/187231.33e-052.68e-0460
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00328727CervixCCregulation of stress-activated MAPK cascade44/2311192/187233.09e-055.10e-0444
GO:00507273CervixCCregulation of inflammatory response75/2311386/187233.95e-056.18e-0475
GO:00022212CervixCCpattern recognition receptor signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00622073CervixCCregulation of pattern recognition receptor signaling pathway27/2311105/187231.37e-041.68e-0327
GO:003530310CervixCCregulation of dephosphorylation31/2311128/187231.52e-041.83e-0331
GO:003530410CervixCCregulation of protein dephosphorylation24/231190/187231.73e-042.04e-0324
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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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