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: SMDT1

Gene summary for SMDT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SMDT1

Gene ID

91689

Gene namesingle-pass membrane protein with aspartate rich tail 1
Gene AliasC22orf32
Cytomap22q13.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H4I9


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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
91689SMDT1GSM4909282HumanBreastIDC1.37e-05-3.24e-01-0.0288
91689SMDT1GSM4909285HumanBreastIDC3.45e-23-5.36e-010.21
91689SMDT1GSM4909286HumanBreastIDC1.67e-038.29e-020.1081
91689SMDT1GSM4909287HumanBreastIDC2.18e-10-4.95e-010.2057
91689SMDT1GSM4909288HumanBreastIDC5.50e-03-3.82e-010.0988
91689SMDT1GSM4909293HumanBreastIDC3.23e-06-2.31e-010.1581
91689SMDT1GSM4909294HumanBreastIDC3.41e-08-1.99e-010.2022
91689SMDT1GSM4909296HumanBreastIDC3.70e-14-7.89e-020.1524
91689SMDT1GSM4909297HumanBreastIDC8.37e-26-1.34e-010.1517
91689SMDT1GSM4909311HumanBreastIDC1.76e-50-3.88e-010.1534
91689SMDT1GSM4909312HumanBreastIDC2.40e-22-3.37e-010.1552
91689SMDT1GSM4909313HumanBreastIDC1.72e-041.16e-010.0391
91689SMDT1GSM4909315HumanBreastIDC4.51e-07-3.35e-010.21
91689SMDT1GSM4909319HumanBreastIDC4.71e-72-2.31e-010.1563
91689SMDT1GSM4909320HumanBreastIDC1.39e-04-2.39e-010.1575
91689SMDT1GSM4909321HumanBreastIDC1.30e-26-3.26e-010.1559
91689SMDT1brca2HumanBreastPrecancer3.21e-03-9.12e-02-0.024
91689SMDT1brca3HumanBreastPrecancer8.09e-06-2.31e-01-0.0263
91689SMDT1M2HumanBreastIDC4.25e-02-2.23e-010.21
91689SMDT1NCCBC14HumanBreastDCIS1.39e-12-3.27e-010.2021
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:19905427BreastPrecancermitochondrial transmembrane transport22/1080102/187236.38e-083.80e-0622
GO:0072503BreastPrecancercellular divalent inorganic cation homeostasis42/1080486/187235.91e-034.21e-0242
GO:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:199054214BreastIDCmitochondrial transmembrane transport25/1434102/187231.39e-077.74e-0625
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:199054222BreastDCISmitochondrial transmembrane transport25/1390102/187237.63e-084.45e-0625
GO:00068399CervixCCmitochondrial transport60/2311254/187234.21e-071.67e-0560
GO:19905428CervixCCmitochondrial transmembrane transport26/2311102/187232.10e-042.39e-0326
GO:000683914CervixHSIL_HPVmitochondrial transport22/737254/187234.72e-046.90e-0322
GO:199054215CervixHSIL_HPVmitochondrial transmembrane transport12/737102/187236.67e-049.08e-0312
GO:0006839ColorectumADmitochondrial transport102/3918254/187231.87e-123.08e-10102
GO:1990542ColorectumADmitochondrial transmembrane transport47/3918102/187231.09e-086.52e-0747
GO:0051560ColorectumADmitochondrial calcium ion homeostasis13/391826/187239.41e-048.92e-0313
GO:0036444ColorectumADcalcium import into the mitochondrion8/391814/187233.23e-032.38e-028
GO:0006851ColorectumADmitochondrial calcium ion transmembrane transport10/391820/187233.67e-032.60e-0210
GO:00068391ColorectumSERmitochondrial transport87/2897254/187237.91e-143.03e-1187
GO:19905421ColorectumSERmitochondrial transmembrane transport42/2897102/187233.65e-104.77e-0842
GO:00068511ColorectumSERmitochondrial calcium ion transmembrane transport10/289720/187233.20e-045.15e-0310
GO:00364441ColorectumSERcalcium import into the mitochondrion8/289714/187234.06e-046.07e-038
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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
SMDT1insertionFrame_Shift_Insnovelc.319_320insGCCCTCCTAGTp.Asp107GlyfsTer63p.D107Gfs*63Q9H4I9protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMDT1insertionNonsense_Mutationnovelc.321_322insTGGTGCACCCGATTGCCTGTAGGGATTTAAAGp.Ter108TrpfsTer10p.*108Wfs*10Q9H4I9protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SMDT1SNVMissense_Mutationnovelc.137N>Tp.Arg46Metp.R46MQ9H4I9protein_codingdeleterious(0.02)probably_damaging(0.983)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMDT1SNVMissense_Mutationrs139230313c.206G>Ap.Arg69Hisp.R69HQ9H4I9protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SMDT1SNVMissense_Mutationnovelc.292N>Gp.Phe98Valp.F98VQ9H4I9protein_codingdeleterious(0)probably_damaging(0.999)TCGA-66-2785-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SMDT1SNVMissense_Mutationnovelc.188N>Cp.Met63Thrp.M63TQ9H4I9protein_codingtolerated(0.85)benign(0.047)TCGA-F7-A624-01Oral cavityhead & neck squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
SMDT1SNVMissense_Mutationnovelc.34N>Tp.Ala12Serp.A12SQ9H4I9protein_codingtolerated(0.28)benign(0.036)TCGA-CG-5723-01Stomachstomach adenocarcinomaMale>=65I/IIUnknownUnknownSD
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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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