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: RHOT1

Gene summary for RHOT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RHOT1

Gene ID

55288

Gene nameras homolog family member T1
Gene AliasARHT1
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0001505

UniProtAcc

Q8IXI2


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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
55288RHOT1GSM4909293HumanBreastIDC2.49e-346.20e-010.1581
55288RHOT1GSM4909319HumanBreastIDC3.36e-06-4.42e-020.1563
55288RHOT1M2HumanBreastIDC2.23e-025.26e-010.21
55288RHOT1DCIS2HumanBreastDCIS4.31e-255.23e-020.0085
55288RHOT1LZE4THumanEsophagusESCC4.22e-092.02e-010.0811
55288RHOT1LZE5THumanEsophagusESCC1.15e-025.03e-010.0514
55288RHOT1LZE7THumanEsophagusESCC1.93e-041.90e-010.0667
55288RHOT1LZE24THumanEsophagusESCC2.41e-185.07e-010.0596
55288RHOT1LZE6THumanEsophagusESCC1.07e-051.61e-010.0845
55288RHOT1P1T-EHumanEsophagusESCC9.38e-072.71e-010.0875
55288RHOT1P2T-EHumanEsophagusESCC3.60e-315.92e-010.1177
55288RHOT1P4T-EHumanEsophagusESCC2.99e-215.06e-010.1323
55288RHOT1P5T-EHumanEsophagusESCC7.49e-112.08e-010.1327
55288RHOT1P8T-EHumanEsophagusESCC7.86e-243.89e-010.0889
55288RHOT1P9T-EHumanEsophagusESCC8.38e-121.43e-010.1131
55288RHOT1P10T-EHumanEsophagusESCC2.15e-192.21e-010.116
55288RHOT1P11T-EHumanEsophagusESCC1.41e-195.93e-010.1426
55288RHOT1P12T-EHumanEsophagusESCC2.51e-265.27e-010.1122
55288RHOT1P15T-EHumanEsophagusESCC8.39e-325.62e-010.1149
55288RHOT1P16T-EHumanEsophagusESCC1.14e-254.85e-010.1153
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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
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
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:000683913BreastIDCmitochondrial transport51/1434254/187231.54e-101.83e-0851
GO:000863713BreastIDCapoptotic mitochondrial changes27/1434107/187232.29e-081.57e-0627
GO:009055913BreastIDCregulation of membrane permeability17/143478/187236.88e-051.40e-0317
GO:000700613BreastIDCmitochondrial membrane organization21/1434116/187231.78e-043.00e-0321
GO:004690213BreastIDCregulation of mitochondrial membrane permeability14/143463/187232.37e-043.75e-0314
GO:009734512BreastIDCmitochondrial outer membrane permeabilization9/143432/187234.92e-046.45e-039
GO:001082113BreastIDCregulation of mitochondrion organization23/1434144/187235.96e-047.54e-0323
GO:190571012BreastIDCpositive regulation of membrane permeability11/143448/187238.22e-049.65e-0311
GO:003579413BreastIDCpositive regulation of mitochondrial membrane permeability10/143443/187231.25e-031.33e-0210
GO:190210812BreastIDCregulation of mitochondrial membrane permeability involved in apoptotic process10/143445/187231.80e-031.74e-0210
GO:190211012BreastIDCpositive regulation of mitochondrial membrane permeability involved in apoptotic process9/143438/187231.89e-031.81e-029
GO:190268612BreastIDCmitochondrial outer membrane permeabilization involved in programmed cell death9/143440/187232.76e-032.42e-029
GO:000683923BreastDCISmitochondrial transport51/1390254/187235.04e-116.79e-0951
GO:000863722BreastDCISapoptotic mitochondrial changes27/1390107/187231.19e-088.75e-0727
GO:009055922BreastDCISregulation of membrane permeability17/139078/187234.66e-059.63e-0417
GO:000700622BreastDCISmitochondrial membrane organization21/1390116/187231.16e-042.03e-0321
GO:004690222BreastDCISregulation of mitochondrial membrane permeability14/139063/187231.71e-042.84e-0314
GO:001082122BreastDCISregulation of mitochondrion organization23/1390144/187233.86e-045.36e-0323
GO:009734521BreastDCISmitochondrial outer membrane permeabilization9/139032/187233.91e-045.40e-039
GO:190571021BreastDCISpositive regulation of membrane permeability11/139048/187236.34e-047.92e-0311
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0413723BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413733BreastIDCMitophagy - animal17/86772/84657.61e-046.04e-034.52e-0317
hsa0413742BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa0413752BreastDCISMitophagy - animal17/84672/84655.75e-044.42e-033.26e-0317
hsa04137210EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413738EsophagusESCCMitophagy - animal54/420572/84659.33e-064.96e-052.54e-0554
hsa0413722LungAISMitophagy - animal18/96172/84658.86e-047.11e-034.55e-0318
hsa0413732LungAISMitophagy - animal18/96172/84658.86e-047.11e-034.55e-0318
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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
RHOT1SNVMissense_Mutationc.271G>Ap.Asp91Asnp.D91NQ8IXI2protein_codingtolerated(0.07)benign(0.031)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
RHOT1SNVMissense_Mutationc.690N>Tp.Lys230Asnp.K230NQ8IXI2protein_codingdeleterious(0)probably_damaging(0.962)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
RHOT1SNVMissense_Mutationc.854N>Gp.Glu285Glyp.E285GQ8IXI2protein_codingdeleterious(0)possibly_damaging(0.562)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RHOT1SNVMissense_Mutationc.115N>Cp.Glu39Glnp.E39QQ8IXI2protein_codingdeleterious(0)probably_damaging(0.986)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
RHOT1SNVMissense_Mutationc.1795N>Cp.Glu599Glnp.E599QQ8IXI2protein_codingtolerated_low_confidence(0.55)benign(0.023)TCGA-D8-A1Y0-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamide+methotrexatum+fluorouracillumSD
RHOT1SNVMissense_Mutationnovelc.41N>Tp.Arg14Ilep.R14IQ8IXI2protein_codingdeleterious(0.03)benign(0.037)TCGA-LL-A73Y-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
RHOT1SNVMissense_Mutationnovelc.82N>Cp.Glu28Glnp.E28QQ8IXI2protein_codingdeleterious(0.03)probably_damaging(0.967)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
RHOT1SNVMissense_Mutationnovelc.664N>Ap.Ala222Thrp.A222TQ8IXI2protein_codingtolerated(0.18)benign(0.053)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
RHOT1SNVMissense_Mutationc.727N>Ap.Asp243Asnp.D243NQ8IXI2protein_codingtolerated(0.2)benign(0.017)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RHOT1SNVMissense_Mutationc.979N>Tp.Asp327Tyrp.D327YQ8IXI2protein_codingdeleterious(0.03)benign(0.213)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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