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: SMIM5

Gene summary for SMIM5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMIM5

Gene ID

643008

Gene namesmall integral membrane protein 5
Gene AliasC17orf109
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q71RC9


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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
643008SMIM5LZE22THumanEsophagusESCC1.57e-022.20e-010.068
643008SMIM5P1T-EHumanEsophagusESCC1.09e-043.97e-010.0875
643008SMIM5P8T-EHumanEsophagusESCC3.14e-124.14e-010.0889
643008SMIM5P11T-EHumanEsophagusESCC1.13e-063.20e-010.1426
643008SMIM5P19T-EHumanEsophagusESCC5.57e-055.96e-010.1662
643008SMIM5P23T-EHumanEsophagusESCC4.42e-051.76e-010.108
643008SMIM5P39T-EHumanEsophagusESCC5.55e-073.33e-010.0894
643008SMIM5P44T-EHumanEsophagusESCC7.53e-031.19e-010.1096
643008SMIM5P74T-EHumanEsophagusESCC2.03e-135.22e-010.1479
643008SMIM5P75T-EHumanEsophagusESCC7.01e-135.06e-010.1125
643008SMIM5P82T-EHumanEsophagusESCC4.96e-161.08e+000.1072
643008SMIM5P84T-EHumanEsophagusESCC1.34e-049.71e-010.0933
643008SMIM5P94T-EHumanEsophagusESCC6.05e-034.46e-010.0879
643008SMIM5P127T-EHumanEsophagusESCC8.08e-051.67e-010.0826
643008SMIM5HCC2_MengHumanLiverHCC2.28e-095.11e-020.0107
643008SMIM5HCC1HumanLiverHCC7.77e-099.91e-010.5336
643008SMIM5HCC2HumanLiverHCC7.17e-151.28e+000.5341
643008SMIM5HCC5HumanLiverHCC5.24e-181.66e+000.4932
643008SMIM5male-WTAHumanThyroidPTC8.61e-106.25e-020.1037
643008SMIM5PTC01HumanThyroidPTC7.42e-069.58e-020.1899
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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
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
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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
SMIM5SNVMissense_Mutationrs374017473c.13G>Ap.Asp5Asnp.D5NQ71RC9protein_codingtolerated(0.49)benign(0)TCGA-O8-A75V-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
SMIM5insertionFrame_Shift_Insnovelc.107_108insAp.Val37SerfsTer28p.V37Sfs*28Q71RC9protein_codingTCGA-ED-A7XO-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownPD
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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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