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: TMEM101

Gene summary for TMEM101

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TMEM101

Gene ID

84336

Gene nametransmembrane protein 101
Gene AliasTMEM101
Cytomap17q21.31
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

B4DFS4


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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
84336TMEM101AEH-subject2HumanEndometriumAEH1.30e-04-7.53e-02-0.2525
84336TMEM101AEH-subject3HumanEndometriumAEH4.14e-053.37e-01-0.2576
84336TMEM101EEC-subject3HumanEndometriumEEC8.84e-29-5.92e-01-0.2525
84336TMEM101GSM5276934HumanEndometriumEEC2.41e-25-6.13e-01-0.0913
84336TMEM101GSM5276937HumanEndometriumEEC4.13e-16-5.28e-01-0.0897
84336TMEM101GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC7.49e-19-3.93e-01-0.1869
84336TMEM101GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC8.25e-19-4.92e-01-0.1875
84336TMEM101GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.22e-18-3.65e-01-0.1883
84336TMEM101GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.06e-082.03e-01-0.1934
84336TMEM101GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.64e-20-1.36e-01-0.1917
84336TMEM101GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.87e-27-2.33e-01-0.1916
84336TMEM101GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC4.64e-074.37e-01-0.1269
84336TMEM101LZE4THumanEsophagusESCC7.92e-112.87e-010.0811
84336TMEM101LZE7THumanEsophagusESCC3.04e-082.84e-010.0667
84336TMEM101LZE8THumanEsophagusESCC4.76e-061.87e-010.067
84336TMEM101LZE22THumanEsophagusESCC1.43e-042.68e-010.068
84336TMEM101LZE24THumanEsophagusESCC1.00e-176.17e-010.0596
84336TMEM101LZE6THumanEsophagusESCC3.00e-033.43e-010.0845
84336TMEM101P1T-EHumanEsophagusESCC1.24e-023.80e-010.0875
84336TMEM101P2T-EHumanEsophagusESCC1.58e-315.46e-010.1177
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00431229EndometriumAEHregulation of I-kappaB kinase/NF-kappaB signaling52/2100249/187236.58e-061.59e-0452
GO:00431238EndometriumAEHpositive regulation of I-kappaB kinase/NF-kappaB signaling41/2100186/187231.59e-053.32e-0441
GO:00072498EndometriumAEHI-kappaB kinase/NF-kappaB signaling55/2100281/187232.60e-054.88e-0455
GO:004312216EndometriumEECregulation of I-kappaB kinase/NF-kappaB signaling53/2168249/187237.59e-061.73e-0453
GO:004312314EndometriumEECpositive regulation of I-kappaB kinase/NF-kappaB signaling42/2168186/187231.47e-052.87e-0442
GO:000724915EndometriumEECI-kappaB kinase/NF-kappaB signaling57/2168281/187231.60e-053.12e-0457
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:00431234LiverCirrhoticpositive regulation of I-kappaB kinase/NF-kappaB signaling71/4634186/187233.20e-053.97e-0471
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:004312218Oral cavityOSCCregulation of I-kappaB kinase/NF-kappaB signaling155/7305249/187237.79e-144.14e-12155
GO:004312310Oral cavityOSCCpositive regulation of I-kappaB kinase/NF-kappaB signaling122/7305186/187231.68e-138.52e-12122
GO:000724910Oral cavityOSCCI-kappaB kinase/NF-kappaB signaling169/7305281/187234.69e-132.25e-11169
GO:004312316Oral cavityLPpositive regulation of I-kappaB kinase/NF-kappaB signaling88/4623186/187231.58e-111.13e-0988
GO:004312219Oral cavityLPregulation of I-kappaB kinase/NF-kappaB signaling103/4623249/187234.48e-091.90e-07103
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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
TMEM101SNVMissense_Mutationnovelc.604N>Ap.Leu202Ilep.L202IQ96IK0protein_codingtolerated(0.33)benign(0.024)TCGA-AR-A2LO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TMEM101SNVMissense_Mutationc.726G>Cp.Glu242Aspp.E242DQ96IK0protein_codingtolerated(0.42)benign(0.08)TCGA-IR-A3LH-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TMEM101SNVMissense_Mutationc.247N>Ap.Ala83Thrp.A83TQ96IK0protein_codingdeleterious(0)benign(0.39)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationc.290N>Ap.Gly97Aspp.G97DQ96IK0protein_codingtolerated(0.6)benign(0.375)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationc.196G>Ap.Ala66Thrp.A66TQ96IK0protein_codingdeleterious(0.01)benign(0.39)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationnovelc.634N>Tp.Pro212Serp.P212SQ96IK0protein_codingtolerated(0.38)probably_damaging(0.996)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationnovelc.80N>Tp.Pro27Leup.P27LQ96IK0protein_codingdeleterious(0.02)benign(0.003)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationc.710T>Cp.Met237Thrp.M237TQ96IK0protein_codingdeleterious(0.02)benign(0.099)TCGA-AX-A063-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TMEM101SNVMissense_Mutationnovelc.217N>Ap.Val73Metp.V73MQ96IK0protein_codingtolerated(0.19)probably_damaging(0.995)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
TMEM101SNVMissense_Mutationrs759192533c.395N>Ap.Arg132Hisp.R132HQ96IK0protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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