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: DDHD1

Gene summary for DDHD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DDHD1

Gene ID

80821

Gene nameDDHD domain containing 1
Gene AliasPA-PLA1
Cytomap14q22.1
Gene Typeprotein-coding
GO ID

GO:0000266

UniProtAcc

Q8NEL9


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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
80821DDHD1P36T-EHumanEsophagusESCC1.81e-052.82e-010.1187
80821DDHD1P37T-EHumanEsophagusESCC4.26e-081.85e-010.1371
80821DDHD1P39T-EHumanEsophagusESCC3.11e-034.40e-020.0894
80821DDHD1P40T-EHumanEsophagusESCC4.19e-021.03e-010.109
80821DDHD1P42T-EHumanEsophagusESCC1.56e-051.74e-010.1175
80821DDHD1P47T-EHumanEsophagusESCC7.27e-059.17e-020.1067
80821DDHD1P48T-EHumanEsophagusESCC3.90e-071.39e-010.0959
80821DDHD1P49T-EHumanEsophagusESCC5.17e-091.08e+000.1768
80821DDHD1P52T-EHumanEsophagusESCC4.29e-162.98e-010.1555
80821DDHD1P54T-EHumanEsophagusESCC8.19e-041.42e-010.0975
80821DDHD1P57T-EHumanEsophagusESCC2.77e-081.90e-010.0926
80821DDHD1P61T-EHumanEsophagusESCC4.87e-154.43e-010.099
80821DDHD1P62T-EHumanEsophagusESCC1.61e-101.58e-010.1302
80821DDHD1P65T-EHumanEsophagusESCC2.43e-021.07e-010.0978
80821DDHD1P75T-EHumanEsophagusESCC1.22e-101.37e-010.1125
80821DDHD1P76T-EHumanEsophagusESCC3.10e-037.27e-020.1207
80821DDHD1P79T-EHumanEsophagusESCC6.51e-112.21e-010.1154
80821DDHD1P80T-EHumanEsophagusESCC1.63e-103.80e-010.155
80821DDHD1P83T-EHumanEsophagusESCC4.48e-124.30e-010.1738
80821DDHD1P91T-EHumanEsophagusESCC1.17e-022.94e-010.1828
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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
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:0010821110EsophagusESCCregulation of mitochondrion organization107/8552144/187232.31e-129.41e-11107
GO:001082215EsophagusESCCpositive regulation of mitochondrion organization58/855274/187238.55e-091.73e-0758
GO:00901411EsophagusESCCpositive regulation of mitochondrial fission16/855221/187234.47e-031.76e-0216
GO:00002662EsophagusESCCmitochondrial fission28/855242/187234.90e-031.89e-0228
GO:00160427EsophagusESCClipid catabolic process168/8552320/187237.97e-032.84e-02168
GO:001082112LiverHCCregulation of mitochondrion organization96/7958144/187233.82e-091.02e-0796
GO:001604221LiverHCClipid catabolic process175/7958320/187236.50e-067.88e-05175
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
GO:001082211LiverHCCpositive regulation of mitochondrion organization48/795874/187238.50e-057.46e-0448
GO:0000266LiverHCCmitochondrial fission28/795842/187231.35e-037.26e-0328
GO:0090140LiverHCCregulation of mitochondrial fission21/795832/187237.02e-032.80e-0221
GO:001082124ThyroidPTCregulation of mitochondrion organization78/5968144/187232.38e-085.43e-0778
GO:001082210ThyroidPTCpositive regulation of mitochondrion organization40/596874/187236.30e-055.53e-0440
GO:00482855ThyroidPTCorganelle fission188/5968488/187239.64e-045.77e-03188
GO:00901402ThyroidPTCregulation of mitochondrial fission17/596832/187231.02e-024.11e-0217
GO:004828512ThyroidATCorganelle fission229/6293488/187234.79e-101.29e-08229
GO:0010821112ThyroidATCregulation of mitochondrion organization82/6293144/187237.15e-091.54e-0782
GO:001082216ThyroidATCpositive regulation of mitochondrion organization43/629374/187231.30e-051.25e-0443
GO:00901413ThyroidATCpositive regulation of mitochondrial fission14/629321/187231.99e-039.54e-0314
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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
DDHD1SNVMissense_Mutationnovelc.793N>Cp.Glu265Glnp.E265QQ8NEL9protein_codingtolerated(0.07)possibly_damaging(0.529)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
DDHD1SNVMissense_Mutationnovelc.466C>Tp.Arg156Cysp.R156CQ8NEL9protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DDHD1SNVMissense_Mutationrs772528960c.2479N>Ap.Leu827Ilep.L827IQ8NEL9protein_codingtolerated_low_confidence(0.07)benign(0.396)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDHD1SNVMissense_Mutationc.1660N>Tp.Arg554Trpp.R554WQ8NEL9protein_codingdeleterious(0)possibly_damaging(0.614)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDHD1SNVMissense_Mutationrs771702737c.1058N>Ap.Ser353Asnp.S353NQ8NEL9protein_codingdeleterious(0.04)benign(0.086)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DDHD1insertionNonsense_Mutationnovelc.1949_1950insGTGGTGAAACCTCATCTCTACTAAAAATACAAAAATTAGCTGGGCGp.Ile650MetfsTer3p.I650Mfs*3Q8NEL9protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
DDHD1deletionFrame_Shift_Delnovelc.785delNp.Gly262AlafsTer7p.G262Afs*7Q8NEL9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
DDHD1deletionFrame_Shift_Delnovelc.432delNp.Lys144AsnfsTer16p.K144Nfs*16Q8NEL9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DDHD1deletionFrame_Shift_Delnovelc.148delNp.Asp50ThrfsTer110p.D50Tfs*110Q8NEL9protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
DDHD1SNVMissense_Mutationrs761072788c.482N>Tp.Thr161Metp.T161MQ8NEL9protein_codingdeleterious(0.02)possibly_damaging(0.796)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
80821DDHD1PHOSPHOLIPASEwarfarinWARFARIN27488176
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