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: CD74

Gene summary for CD74

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CD74

Gene ID

972

Gene nameCD74 molecule
Gene AliasDHLAG
Cytomap5q33.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P04233


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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
972CD74GSM4909281HumanBreastIDC3.72e-075.06e-010.21
972CD74GSM4909282HumanBreastIDC7.38e-094.28e-01-0.0288
972CD74GSM4909285HumanBreastIDC4.08e-21-5.76e-010.21
972CD74GSM4909286HumanBreastIDC6.53e-18-5.91e-010.1081
972CD74GSM4909287HumanBreastIDC2.30e-308.85e-010.2057
972CD74GSM4909293HumanBreastIDC1.30e-043.66e-010.1581
972CD74GSM4909294HumanBreastIDC9.60e-06-3.60e-010.2022
972CD74GSM4909297HumanBreastIDC2.15e-05-2.97e-010.1517
972CD74GSM4909300HumanBreastIDC5.93e-117.53e-010.0334
972CD74GSM4909304HumanBreastIDC2.28e-09-4.90e-010.1636
972CD74GSM4909305HumanBreastIDC4.15e-156.37e-010.0436
972CD74GSM4909311HumanBreastIDC1.41e-14-1.96e-010.1534
972CD74GSM4909312HumanBreastIDC1.17e-13-5.08e-010.1552
972CD74GSM4909315HumanBreastIDC5.13e-23-6.00e-010.21
972CD74GSM4909316HumanBreastIDC8.57e-04-5.59e-010.21
972CD74GSM4909319HumanBreastIDC4.00e-323.83e-010.1563
972CD74GSM4909320HumanBreastIDC4.12e-08-6.03e-010.1575
972CD74GSM4909321HumanBreastIDC1.93e-10-2.21e-020.1559
972CD74ctrl6HumanBreastPrecancer4.57e-02-4.73e-01-0.0061
972CD74brca10HumanBreastPrecancer5.13e-09-5.20e-01-0.0029
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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
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
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:00971939BreastPrecancerintrinsic apoptotic signaling pathway59/1080288/187238.07e-183.60e-1559
GO:20012339BreastPrecancerregulation of apoptotic signaling pathway65/1080356/187237.70e-173.17e-1465
GO:20012429BreastPrecancerregulation of intrinsic apoptotic signaling pathway41/1080164/187236.48e-162.31e-1341
GO:00064578BreastPrecancerprotein folding43/1080212/187233.48e-137.45e-1143
GO:00160329BreastPrecancerviral process58/1080415/187233.42e-103.16e-0858
GO:20012349BreastPrecancernegative regulation of apoptotic signaling pathway39/1080224/187235.35e-104.77e-0839
GO:00064588BreastPrecancer'de novo' protein folding16/108043/187238.14e-106.92e-0816
GO:00190589BreastPrecancerviral life cycle47/1080317/187232.42e-091.99e-0747
GO:00610778BreastPrecancerchaperone-mediated protein folding19/108067/187234.22e-093.28e-0719
GO:20012439BreastPrecancernegative regulation of intrinsic apoptotic signaling pathway23/108098/187235.82e-094.45e-0723
GO:00510848BreastPrecancer'de novo' posttranslational protein folding14/108039/187231.61e-081.12e-0614
GO:00510858BreastPrecancerchaperone cofactor-dependent protein refolding13/108034/187232.17e-081.47e-0613
GO:00444039BreastPrecancerbiological process involved in symbiotic interaction42/1080290/187233.40e-082.11e-0642
GO:00975297BreastPrecancermyeloid leukocyte migration34/1080220/187231.42e-077.82e-0634
GO:00521269BreastPrecancermovement in host environment29/1080175/187232.59e-071.28e-0529
GO:00509006BreastPrecancerleukocyte migration47/1080369/187232.82e-071.39e-0547
GO:00305956BreastPrecancerleukocyte chemotaxis34/1080230/187234.16e-071.89e-0534
GO:00457859BreastPrecancerpositive regulation of cell adhesion52/1080437/187235.74e-072.49e-0552
GO:00603266BreastPrecancercell chemotaxis41/1080310/187235.99e-072.55e-0541
GO:00517019BreastPrecancerbiological process involved in interaction with host31/1080203/187236.52e-072.71e-0531
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0461218BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0461219BreastPrecancerAntigen processing and presentation19/68478/84659.61e-061.12e-048.62e-0519
hsa0461223BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0461233BreastIDCAntigen processing and presentation24/86778/84654.61e-078.33e-066.23e-0624
hsa0461242BreastDCISAntigen processing and presentation25/84678/84656.75e-081.28e-069.45e-0725
hsa0461252BreastDCISAntigen processing and presentation25/84678/84656.75e-081.28e-069.45e-0725
hsa0461220CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa05152CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa04612110CervixCCAntigen processing and presentation34/126778/84651.06e-092.14e-081.26e-0834
hsa051521CervixCCTuberculosis42/1267180/84651.78e-037.21e-034.26e-0342
hsa0461224CervixHSIL_HPVAntigen processing and presentation21/45978/84655.10e-103.74e-083.02e-0821
hsa051522CervixHSIL_HPVTuberculosis19/459180/84653.99e-032.39e-021.93e-0219
hsa0461234CervixHSIL_HPVAntigen processing and presentation21/45978/84655.10e-103.74e-083.02e-0821
hsa051523CervixHSIL_HPVTuberculosis19/459180/84653.99e-032.39e-021.93e-0219
hsa0461243CervixN_HPVAntigen processing and presentation20/34978/84652.61e-111.42e-091.11e-0920
hsa051524CervixN_HPVTuberculosis16/349180/84653.05e-031.73e-021.35e-0216
hsa0461253CervixN_HPVAntigen processing and presentation20/34978/84652.61e-111.42e-091.11e-0920
hsa051525CervixN_HPVTuberculosis16/349180/84653.05e-031.73e-021.35e-0216
hsa04612ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
hsa046121ColorectumSERAntigen processing and presentation25/158078/84653.11e-032.11e-021.53e-0225
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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
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastADJ
MIFCD74_CD44MIF_CD74_CD44MIFBreastADJ
APPCD74APP_CD74APPBreastADJ
APPCD74APP_CD74APPBreastDCIS
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastDCIS
MIFCD74_CD44MIF_CD74_CD44MIFBreastDCIS
APPCD74APP_CD74APPBreastHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastHealthy
MIFCD74_CD44MIF_CD74_CD44MIFBreastHealthy
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastIDC
MIFCD74_CD44MIF_CD74_CD44MIFBreastIDC
APPCD74APP_CD74APPBreastIDC
MIFCD74_CXCR4MIF_CD74_CXCR4MIFBreastPrecancer
MIFCD74_CD44MIF_CD74_CD44MIFBreastPrecancer
APPCD74APP_CD74APPBreastPrecancer
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixADJ
MIFCD74_CD44MIF_CD74_CD44MIFCervixADJ
APPCD74APP_CD74APPCervixADJ
MIFCD74_CXCR4MIF_CD74_CXCR4MIFCervixCC
MIFCD74_CD44MIF_CD74_CD44MIFCervixCC
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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
CD74SNVMissense_Mutationc.579G>Cp.Met193Ilep.M193IP04233protein_codingdeleterious(0)probably_damaging(0.91)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationc.726G>Tp.Gln242Hisp.Q242HP04233protein_codingdeleterious(0)probably_damaging(0.999)TCGA-F4-6570-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationc.770N>Ap.Gly257Aspp.G257DP04233protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0GB-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationnovelc.404N>Ap.Gly135Aspp.G135DP04233protein_codingtolerated(0.12)possibly_damaging(0.864)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationrs762018826c.281N>Ap.Arg94Hisp.R94HP04233protein_codingdeleterious(0.01)probably_damaging(0.93)TCGA-BS-A0UV-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CD74SNVMissense_Mutationrs754549674c.613N>Ap.Ala205Thrp.A205TP04233protein_codingtolerated(0.42)benign(0.018)TCGA-FI-A2D0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationrs767287388c.365N>Tp.Ala122Valp.A122VP04233protein_codingtolerated(0.32)benign(0.109)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
CD74SNVMissense_Mutationnovelc.225G>Tp.Gln75Hisp.Q75HP04233protein_codingdeleterious(0.04)probably_damaging(0.972)TCGA-55-6972-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationnovelc.308C>Ap.Pro103Hisp.P103HP04233protein_codingdeleterious(0)probably_damaging(0.997)TCGA-21-1080-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
CD74SNVMissense_Mutationnovelc.140N>Ap.Gly47Glup.G47EP04233protein_codingdeleterious(0.01)probably_damaging(0.99)TCGA-D6-6516-01Oral cavityhead & neck squamous cell carcinomaMale>=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
972CD74DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLEMILATUZUMABMILATUZUMAB
972CD74DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLEantibody252166479MILATUZUMAB
972CD74DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLEantagonistCHEMBL1743040MILATUZUMAB
972CD74DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLEMilatuzumabMILATUZUMAB
972CD74DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE, CLINICALLY ACTIONABLEantibodyMILATUZUMABMILATUZUMAB
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