Table 1 Previously identified stromal cell subpopulations in individual studies.

From: Rebuilding the microenvironment of primary tumors in humans: a focus on stroma

Stromal cell

Cancer type

Subpopulation

Markers

Feature

Ref

CAF

Breast cancer

CAF-S1

CD29Med FAPHi FSP1Low-Hi αSMAHi PDGFRbMed-Hi CAV1Low

- High expression of CCL11, CXCL12, 13, 14

- Myofibroblastic subset

- Enriched in TNBC

- Immunosuppressive

- Increase T lymphocyte survival and differentiation

- Associated with accumulation of FOXP3 + T lymphocytes

- Correlated with CD45+ hematopoietic cells and macrophages

- Anti-correlated with CD8 + T lymphocytes

- Enhance Treg capacity to inhibit effector T cells

136

  

CAF-S2

CD29Low FAPNeg FSP1Neg-Low αSMANeg PDGFRbNeg CAV1Neg

- Enriched in LumA BC

  

CAF-S3

CD29Med FAPNeg FSP1Med-Hi αSMANeg-Low PDGFRbMed CAV1Neg-Low

- Associated with Juxta-tumor

  

CAF-S4

CD29Hi FAPNeg FSP1Low-Med αSMAHi PDGFRbLow-Med CAV1Neg-Low

- Enriched in TNBC and HER2 BC

- Myofibroblastic subset

- Associated with CD8 + T lymphocytes

- Anti-correlated with FOXP3 + T lymphocyte

 

Breast cancer

CAF-S1

ECM-myCAF

GJB2, LRRC15

- ECM-myofibroblastic CAF

- Enriched in LumA BC

- Involved in collagen synthesis and ECM organization

38

  

CAF-S1

Detox-iCAF

ADH1B, GPX3

- Detoxification-inflammatory CAF

- Enriched in TNBC

- Involved in detoxification and inflammatory response

  

CAF-S1

IL-iCAF

RGMA, SCARA5

- Response to stimuli

- Enriched in TNBC

- Involved in the response to growth factor, TNF signaling, and IL pathway

  

CAF-S1

TGFβ-myCAF

CST1, TGFB1

- TGFβ-myofibroblastic CAF

- Enriched in LumA BC

- Involved in response to TGFβ stimulus and matrisome

  

CAF-S1

Wound-myCAF

SEMA3C, SFRP4

- Wound healing-myofibroblastic CAF

- Enriched in LumA BC

- Involved in the assembly of collagen fibrils and wound healing

- Correspond to apCAF

  

CAF-S1

IFNγ-iCAF

CCL19, CCL5

- IFNγ and cytokines

  

CAF-S1

IFNαβ-iCAF

IFIT3, IRF7

- IFNαβ-inflammatory CAF

  

CAF-S1

Acto-myCAF

GGH, PLP2

- Actomyosin-myofibroblastic CAF

  

CAF-S2

FAPNeg CD29Low SMANeg

- Abundant in healthy tissue

  

CAF-S3

FAPNeg CD29Med SMANeg

- Abundant in healthy tissue

  

CAF-S4

FAPNeg SMAHi CD29Hi MCAMHi

- Restricted to cancer and metastatic lymph nodes

- Characterized by a perivascular signature

- Pro-metastatic function

- Contractile

 

Breast cancer

vCAF

Rgs5

- Vascular CAF

- Upregulated vascular development and angiogenesis genes

- Enriched in tumor core

- Localized in proximity to vasculature

51

  

mCAF

Pdgfra, Mfap5, Dcn

- Matrix CAF

- Strong ECM signature

- Upregulated ECM, matrisome, and EMT associated genes

- Low abundance in the tumor core

  

cCAF

Nuf2, Mki67

- Cycling CAF

- Upregulated cell-cycle-related genes

- Proliferative segments of vCAF

  

dCAF

Scrg1, Sox9, Sox10

- Developmental CAF

- Upregulated development and morphogenesis of tissue-associated genes

- Originate from tumor cells that have undergone EMT

 

PDAC

myCAF

ACTA2, TAGLN, MMP11, MYL9, HOPX, POSTN, TPM1, TPM2, ACTA2high

- Myofibroblastic CAF

- Adjacent to cancer cells

- Associated with smooth muscle contraction, focal adhesion, ECM organization, and collagen formation

137

  

iCAF

IL6, PDGFRA, CXCL12, CFD, DPT, LMNA, AGTR1, HAS1, CXCL1, CXCL2, CCL2, IL8, ACTA2low Ly6Chigh

- Inflammatory CAF

- High inflammatory mediators: IL6, IL11, LIF

- Located in the desmoplastic areas of the tumor

- Distant from cancer cells

- Associated with the synthesis of hyaluronan and the complement pathway

  

apCAF

H2-Ab1, Cd74, Saa3, Slpi

- Antigen-presenting CAF

- Express MHC class II-related genes

- Induce TCR ligation in CD4 + T cells in an antigen-dependent manner

 

Lung cancer

Cluster 1

COL10A1

- Highly enriched in tumor

- EMT-related signal

- ECM phenotype

- HOXB2 and FOXO1 are highly upregulated

53

  

Cluster 2

COL4A1

- The highest expression of ACTA2, a myofibroblast marker

- Involved in myogenesis, NOTCH pathway, and angiogenesis

- Myogenesis phenotype

  

Cluster 4

PLA2G2A

- Similar to Cluster 1

- COL14A1high

  

Cluster 5

MMP3

- Low expression of myogenesis signature

- High expression of mTOR signature and glycolysis genes

  

Cluster 6

FIGF

- Nonmalignant fibroblast

- High expression of elastin

- Low expression of some collagens: collagen type I, III, V, and VIII

  

Cluster 7

CCL2

- Present in NSCLC patients

- Similar to Cluster 5 but with low expression of glycolysis genes

 

Gastric cancer

myCAF

TPM1, TPM2, MYL9, TAGLN, POSTN

- Myofibroblastic CAF

- Prevalent in intestinal-type GC

- Negatively correlated with tumor stemness

138

  

iCAF

IL6, IL11, IL24, CXCL1, CXCL2, CXCL5, CXCL6, MMP1, MMP3, MMP10

- Inflammatory CAF

- Prevalent in diffuse-type GC

- Associated with GC invasion

- Promote stemness of tumor cells, high stemness score

  

inCAF

PDGFRA, POSTN, ID1, ID3

- Intermediate CAF

- Negatively correlated with tumor stemness

- inCAF signal is increased with tumor progression from the premalignant state

 

Colorectal cancer

CAF-A

FAP, MMP2, LUM, COL1A2

- Involved in ECM remodeling

- Intermediate state between NMFs and CAF-B

139

  

CAF-B

ACTA2, TAGLN, PDGFA

- Express cytoskeletal genes known for activated myofibroblast markers

  

NMFs

SFRP1/2, MFAP5, DPT, S100A4

- Normal mucosa fibroblasts

 

Pancancer

myoCAF

ACTA2, MYH11

- Myofibroblastic CAF

- Enriched tumorigenesis and myogenic regulons (TBX2, MEF2C each)

48

  

inflaCAF

MMP11, CTHRC1, FAP, TGFB1

- Inflammatory CAF

- Associated with dedifferentiation regulon

  

adiCAF

CFD

- Adipogenic CAF

- Associated with EMT regulon

  

EndMT-CAF

RGS5, ACTA2, PLVAP, VWF

- Endothelial to Mesenchymal Transition CAF

- Associated with angiogenesis and endothelial differentiation

  

PN-CAF

MPZ, S100B, LGI4, PLP1

- Peripheral nerve-like CAF

  

apCAF

ACTA2, HLA-DRA, CD74, HLA-DRB1

- Antigen-presenting CAF

- Enriched in PDAC

- Interaction with tumor-infiltrating T-cell clusters

TAM

Breast cancer

Stromal Macrophage

CD11b + MRC1+

- Harbor potent T-cell activation capacity

140

  

Hyperplastic Ductal Macrophage

CD11b-

- Associated with an advanced tumor stage

- Potent phagocytes

- Not efficient for activating CD8 T cells

- Locally accumulated through the active proliferation

  

Malignant ductal TAM

CD11b + SPP1+

- Associated with poor prognosis

- Regulate immunosuppressive functions of TAMs of monocytic origin

 

Breast cancer

LAM1:FABP5 TAM

SPP1, FABP5

- Similar to lipid-associated macrophages (LAM)

- High expression of TREM2 and lipid/fatty acid metabolic genes

- Reduced proportion in HER2 + BC

- Correlation with worse survival

141

  

LAM2:APOE TAM

APOE

- Similar to lipid-associated macrophages

- High expression of TREM2 and lipid/fatty acid metabolic genes

  

CXCL10 TAM

CXCL10, CXCL11

- M1-like phenotype

  

EGR1, SIGLEC1 TAM

IL2RA, CD209

- M2-like phenotype

 

Gastric cancer

HSP + TAM

HSPA6, HSPA1B, HSPB1

- Increased HSP-associated genes

142

  

THBS1 + TAM

THBS1

- N/A

  

Chemokine-TAM

CCL3, CCL18, CCL20

- Increased expression of chemokines

  

MMP-TAM

MMP9, MMP12

- MMP genes

  

Complement-TAM

C1QA, C1QB, C1QC

- Complement family

  

Cell cycle-TAM

TOP2A, STMN1

- Cell-cycle regulation genes

 

Colon cancer

C1QC + TAM

C1Q genes, TREM2, MERTK, CD80

- Derived from IL1B+ Tissue-resident macrophage (TRM)

- Expression of MAF/MAFB and JUN/FOS

- Increased inflammatory signatures, including complement activation, antigen processing, and presentation pathways

59

  

SPP1 + TAM

SPP1, MARCO, VEGFA

- Derived from NLRP3 + TRM

- Expression of the level of HLA-DRs, CEBPB, and ZEB2

- Angiogenic signatures: enriched tumor angiogenesis, ECM receptor interaction, and tumor vasculature pathways

 

Colorectal cancer

C1QC + MRC1- TAM

C1QC

- Closely related to CD14/CD16 monocytes in blood

60

  

SPP1 + TAM

C1QC, MRC1, STAT1, PPARG

- Tumor-specific filtration

- Originated from THBS1 + TAM

- Exhibit shorter progression-free survival

  

THBS1 + TAM

THBS1

- Promote malignant migration of cancer

- Capable of performing antigen processing and presentation and regulating intestinal immune network for IgA production

- Can differentiate into SPP1+ macrophages

  

VCAN + TAM

VCAN

- N/A

 

Colorectal cancer

Proinflammatory macrophage

IL1B, IL6, S100A8, S100A9

- Upregulation of genes associated with cytokines

143

  

SPP1+ macrophage A

SPP1, IL6

- Enriched in tumor core and border

- Proinflammatory phenotype

- Association with CMS type 4

  

SPP1+ macrophage B

SPP1, CD163, SEPP1, APOE, MAF

- Enriched in tumor core and border

- Anti-inflammatory phenotype

  

Proliferating macrophage

MKI67, KIAA0101

- Upregulation of genes associated with cell cycle

 

Hepatocellular carcinoma

TAM1

FOLR2, CD163, C1QB, SEPP1, CD163high CD206high

- Fetal-like TAM

- FOLR2 expressing TAM

- Exhibit immunosuppressive interactions

- Higher expression of immunomodulatory chemokines

- Enrichment with TIGIT+ cells

144

  

TAM2

SPP1, TREM2, FABP5, NUPR1, CD163low CD206low

- SPP1 + TAM

  

TAM3

MT1G, MT2A, MT1X, CD163low CD206low

- MT1G-enriched TAM

 

Pancancer

C1QC + TAM

C1QC

- Tumor enriched macrophage

- Higher M2 signature and phagocytosis scores

145

  

SPP1 + TAM

SPP1

- Tumor enriched macrophage

- Higher M2 signature and angiogenesis signature

  

ISG15 + TAM

ISG15

- Tumor-enriched macrophage

- Upregulated IFN inducible genes

- Higher expression of canonical M1 signature

  

FN1 + TAM

FN1

- Tumor-enriched macrophage

- Mainly present in kidney cancer

- Proangiogenic TAM

  

INHBA + TAM

INHBA

- Compensate SPP1 + TAM in stomach cancer with a proangiogenic signature

  

VCAN + TAM

VCAN

- Compensate SPP1 + TAM in BC with a proangiogenic signature

  

LYVE1 Macrophage

LYVE1

- Identified within multiple cancer types

- Enriched in noncancer tissue

- Tissue-resident interstitial macrophage

  

NLRP3 Macrophage

NLRP3

- Enriched in noncancer tissue

- Represent proinflammatory TRM (Tissue-resident macrophage)

 

Pancancer

HES1 + TAM

C1QA, C1QB, C1QC, IGF1, CCL3, CCL4

- Harbor an embryonic signature

146

  

TREM2 + TAM

APOC1, APOE, SPP1, FABP5

- Accumulated only in tumor tissue

- Involved in metabolic disorders

- Potentially immunosuppressive role

  

IL4I1 + TAM

IL4I1 + PD-L1 + IDO1+

CD38, IDO1, CXCL9, CXCL10, CXCL11

- Antigen presentation, interaction with both Th2 and Th1 T cells, T-cell exhaustion, and tryptophan degradation

- Suppress T cells and attract Tregs into the tumor by producing chemokine, expressing PD-L1 and PD-L2, and degrading IL4I1/AHR tryptophan

- Exhibit immunosuppressive

- Promote the entry of Treg into the tumor

  

Proliferating TAM

TOP2A, MKI67, IDO1

- Accumulated in all cancer types

TEC

PDAC

Endothelial 1

IGFBP3, SPP1, CFH, IGLL5, TIMP1

- Higher expression of HIF1A

- Enriched for ECM organization, regulation of vasculature development, regulation of angiogenesis, cell junction assembly and epithelial cell migration

147

  

Endothelial 2

CLPS, PRSS1, CTRB1, CA4, CELA3A

- Represent normal pancreatic tissue

 

Lung cancer

Cluster1

MT2A

- Normal EC

53

  

Cluster 3

IGFBP3

- Tumor EC

- Enrichment of Myc target, nucleotide metabolism, OXPHOS-associated genes

- Immune activation-associated genes are downregulated

  

Cluster 4

SPRY1

- Tumor EC

- Enrichment of Myc target, nucleotide metabolism, OXPHOS-associated genes

- Immune activation-associated genes are downregulated

  

Cluster 5

EDNRB

- Normal EC

  

Cluster 6

PDPN, PROX1

- Lymphatic EC

 

Gastric cancer

E0

IGFBP5, STC1, IGFBP3

- Influence angiogenic sprouting

- Upregulation of mTOR and IGF-1 signaling

- Increase the invasion and migration of tumor cells

148

  

E1

FOXO1, FOXP1, JUN

- Associated with the regulation of T-cell exhaustion signaling pathway

- Suppress immune response

  

E2

N/A

- Low activity

- Normal endothelial cells

  

E3

NRP1, FGFR1

- VEGF receptor encoding genes are significantly upregulated

- White adipose tissue browning pathway and STAT3 pathways are activated

- Promote cancer cell invasion and angiogenesis

 

Gastric cancer

Endo1

COL4A1, COL4A2, PROS1

- Predominantly enriched in tumor

- Downregulated MHC class II genes

- Limited antigen presentation function

- Strong activation of TNF, VEGF, PDGF, PGF, and Notch signaling

- Involved in angiogenesis

149

  

Endo2, Endo3, Endo4

N/A

- N/A

 

Colorectal cancer

Tip-like EC

RGCC, RAMP3

- Overrepresentation of regulators of angiogenesis in tumor

- Overrepresentation of antigen processing and presentation in normal

143

  

Stalk-like EC

ACKR1, SELP

- Associated with apoptosis inhibition and proliferation

  

Proliferative EC

BIRC5, CKS1B

- Overexpression of BIRC5 and CKS1B

  

Lymphatic EC

LYVE, PROX1

- Found both in normal and tumor

 

Hepatocellular carcinoma

PLPP3 + TEC

PLPP3

- Enriched in tumor tissue

144

  

PLVAP + TEC

PLVAP, HLA-DRA,

- Enriched in tumor tissue

- Facilitate the emergence of fetal-like macrophages

- Mainly enriched in fetal and tumor tissues

- Major subset expressing the receptor for VEGF

  

IGFBP3 + TEC

IGFBP3

- Enriched in tumor tissue

 

Clear cell renal cell carcinoma

AVR1 TEC

PLVAP, FLT1, KDR, FLT4, EDNRB, VWF, HSPG2

- Higher expression of VEGF receptor

- Upregulation of genes involved in hemostasis, angiogenesis, and stimulation of endothelial growth and regeneration

63

  

AVR2 TEC

ACKR1, SELP

- Evade angiogenesis inhibitors

 

Glioblastoma

Pe1 EC

KLF2, TIMP3, SLC2A1, SLCO1A2, TSC22D1, DEGS2, CAVIN2

- Quiescent endothelial cells derived from nonmalignant tissue

- Associated with vascular integrity and BBB function

150

  

Co1 EC

COL4A1, COL4A2, HSPG2, INSR, KDR

- Derived from tumor core

- Angiogenic phenotype

- Associated with developmental and tumor angiogenesis, vascular basement membrane remodeling, cytoskeletal rearrangements, angiogenic sprouting, and endothelial tip cell formation

  

Co2 EC

TMSB4X, RPLP2, RPL39, GAPDH, VIM, ACTB

- Derived from tumor core

- Intermediate phenotype

- Associated with cytoskeletal and ribosomal protein expression

  

Pe2 EC

CCL3, CCL4, CCL4L2, HLA-DRB1, HLA-DRA, HLA-DPA1, HLA-DPB1, HLA-DQB1

- Immune-activated phenotype derived from nonmalignant tissue

- Expression of inflammatory cytokines and MHC II-mediated antigen presentation genes

  

Co3 EC

NR4A3, IL1B, IL1R1, SELE, SELP, VACM1

- Derived from tumor core

- Upregulation of immune-activated genes

- Associated with inflammation and immune cell recruitment

 

Pancancer

ESM1 tip EC

ESM1, NID2

- Only resided in malignant tissue

- Upregulation of glycolysis and OXPHOS

37

  

ACKR1high HEV and venous EC

ACKR1, SELP

- ACKR1high endothelial venules and venous EC

- Enriched in tumor

  

CA4 capillary EC

CA4, CD36

- Characterized by PLVAP and IGFBP7

  

FBLN5 arterial EC

FBLN5, GJA5

- Upregulated fatty acid biosynthesis

  

PROX1 lymphatic EC

PROX1, PDPN

- Increased fatty acid oxidation

  

TECs

PLVAP, IGFBP7

- Activation of HOXB pathways

- Reduced carbonic acid metabolism

  1. AVR aortic valve replacement, BBB brain‒blood barrier, CMS consensus molecular subtype, EMT epithelial–mesenchymal transition, GC gastric cancer, HER2, BC Her2-positive breast cancer, LumA, BC luminal A breast cancer, NMF normal mucosa fibroblasts, NSCLC non-small cell lung cancer, OXPHOS oxidative phosphorylation, PDAC pancreatic ductal adenocarcinoma, TNBC triple-negative breast cancer, TRM tissue-resident macrophage. ACKR1 atypical chemokine receptor 1 (Duffy blood group), ACTA2 actin alpha 2, smooth muscle, ACTB actin beta, ADH1B alcohol dehydrogenase 1B (class I), beta polypeptide, AGTR1 angiotensin II receptor type 1, AHR aryl hydrocarbon receptor, APOC1 apolipoprotein C1, APOE apolipoprotein E, ASMA actin alpha 1, skeletal muscle, BIRC5 baculoviral IAP repeat containing 5, C1QC complement C1q C chain, CA4 carbonic anhydrase 4, CAV1 caveolin 1, CAVIN2 caveolae associated protein 2, CCL2 C-C motif chemokine ligand 2, CCL4L2 C-C motif chemokine ligand 4 like 2, CD4 CD4 molecule, CEBPB CCAAT enhancer binding protein beta, CELA3A chymotrypsin like elastase 3A, CFD complement Factor D, CFH complement Factor H, CKS1B CDC28 protein kinase regulatory subunit 1B, CLPS colipase, COL10A1 collagen type X alpha 1 chain, COL14A1 collagen type XIV alpha 1 chain, COL4A1 collagen type IV alpha 1 chain, COL4A2 collagen type IV alpha 2 chain, CST1 cystatin SN, CTHRC1 collagen triple helix repeat containing 1, CTRB1 chymotrypsinogen B1, CXCL1 C-X-C motif chemokine ligand 1, Dcn Decorin, DEGS2 delta 4-desaturase, sphingolipid 2, DPT dermatopontin, EDNRB endothelin receptor type B, EGR1 early growth response 1, ESM1 endothelial cell specific molecule 1, FABP5 fatty acid binding protein 5, FAP fibroblast activation protein alpha, FBLN5 fibulin 5, FGFR1 fibroblast growth factor receptor 1, FIGF vascular endothelial growth factor D, FLT1 Fms related receptor tyrosine kinase 1, FN1 fibronectin 1, FOLR2 folate receptor beta, FOS Fos proto-oncogene, AP-1 transcription factor subunit, FOXO1 forkhead Box O1, FOXP1 Forkhead Box the P1, FSP1 S100 calcium binding protein A4, GAPDH glyceraldehyde-3-phosphate dehydrogenase, GGH gamma-glutamyl hydrolase, GJA5 gap junction protein alpha 5, GJB2 gap junction protein beta 2, GPX3 glutathione peroxidase 3, H2AB1 H2A. B variant histone 1, HAS1 hyaluronan synthase 1, HER2 Erb-b2 receptor tyrosine kinase 2, HES1 Hes family bHLH transcription Factor 1, HIF1A hypoxia inducible factor 1 subunit alpha, HLA-DPB1 major histocompatibility complex, class II, DP beta 1, HLA-DQB1 major histocompatibility complex, class II, DQ beta 1, HLA-DR human leukocyte antigen - DR isotype, HLA-DRA major histocompatibility complex, class II, DR alpha, HLA-DRB1 major histocompatibility complex, class II, DR beta 1, HOPX HOP homeobox, HOXB homeobox B, HOXB2 Homeobox B2, HSPG2 Heparan sulfate proteoglycan 2, ID1 Inhibitor of DNA binding 1, IDO1 indoleamine 2,3-dioxygenase 1, IFIT3 interferon induced protein with tetratricopeptide repeats 3, IGF1 insulin like growth factor 1, IGFBP3 insulin like growth factor binding protein 3, IGLL5 immunoglobulin lambda like polypeptide 5, IL1B interleukin 1 beta, IL1R1 interleukin 1 receptor type 1, IL2RA interleukin 2 receptor subunit alpha, IL4I1 interleukin 4 induced 1, INHBA inhibin subunit beta A, INSR insulin receptor, IRF7 interferon regulatory factor 7, ISG15 ISG15 ubiquitin like modifier, JUN Jun proto-oncogene, AP-1 transcription factor subunit, KDR kinase insert domain receptor, KIAA0101 PCNA clamp associated factor, KLF2 KLF transcription factor 2, LGI4 leucine rich repeat LGI family member 4, LIF LIF interleukin 6 family cytokine, LMNA lamin A/C, LRRC15 leucine rich repeat containing 15, Ly6C lymphocyte antigen 6 family member C 1, LYVE1 lymphatic vessel endothelial hyaluronan receptor 1, MAF MAF bZIP transcription factor, MAFB MAF bZIP transcription factor B, MARCO macrophage receptor with collagenous structure, MEF2C myocyte enhancer Factor 2C, MERTK MER proto-oncogene, tyrosine kinase, Mfap5 microfibril associated protein 5, Mki67 antigen identified by monoclonal antibody Ki 67, MMP1 matrix metallopeptidase 1, MPZ myelin protein zero, MRC1 mannose receptor C-type 1, MT1B metallothionein 1B, MT1X metallothionein 1X, MT2A metallothionein 2A, MYH11 myosin heavy chain 11, MYL9 myosin light chain 9, NID2 nidogen 2, NLRP3 NLR family pyrin domain containing 3, NR4A3 nuclear receptor subfamily 4 group A member 3, NRP1 neuropilin 1, Nuf2 NUF2, NDC80 kinetochore complex component, NUPR1 Nuclear protein 1, transcriptional regulator, PDGF platelet-derived growth factor, Pdgfra platelet derived growth factor receptor alpha, PDGFRB platelet derived growth factor receptor beta, PD-L1 CD274 molecule, PDPN podoplanin, PGF placental growth factor, PLA2G2A phospholipase A2 group IIA, PLP1 proteolipid protein 1, PLPP3 phospholipid phosphatase 3, PLVAP plasmalemma vesicle-associated protein, POSTN periostin, PPARG peroxisome proliferator activated receptor gamma, PROS1 protein S, PROX1 prospero homeobox 1, PRSS1 serine protease 1, RAMP3 receptor activity modifying protein 3, RGCC regulator of cell cycle, RGMA repulsive guidance molecule BMP coreceptor a, Rgs5 regulator of G-protein signaling 5, RPLP2 Ribosomal protein lateral stalk subunit the P2, S100A8 S100 calcium binding protein A8, S100B S100 calcium binding protein B, Saa3 serum amyloid A 3, SCARA5 scavenger receptor class A member 5, Scrg1 scrapie responsive gene 1, SELE selectin E, SELP selectin P, SEMA3C semaphorin 3C, SEPP1 selenoprotein P, SFRP4 secreted frizzled related protein 4, SIGLEC1 sialic acid binding Ig like lectin 1, SLC2A1 solute carrier family 2 member 1, SLCO1A2 solute carrier organic anion transporter family member 1A2, Slpi secretory leukocyte peptidase inhibitor, Sox9 SRY (sex determining region Y)-Box 9, SPP1 CXXC finger protein 1, SPRY1 Sprouty RTK signaling antagonist 1, STAT1 signal transducer and activator of transcription 1, STC1 stanniocalcin 1, TAGLN transgelin, TBX2 T-box transcription factor 2, TFF3 Trefoil factor 3, TGFB1 transforming growth factor beta 1, THBS1 thrombospondin 1, TIGIT T-cell immunoreceptor with Ig and ITIM domains, TIMP1 TIMP metallopeptidase inhibitor 1, TMSB4X thymosin beta 4 X-linked, TNF tumor necrosis factor, TOP2A DNA topoisomerase II alpha, TPM1 tropomyosin 1, TREM2 triggering receptor expressed on myeloid cells 2, TSC22D1 TSC22 domain family member 1, VACM1 Cullin 5, VCAN versican, VEGFA vascular endothelial growth Factor A, VIM Vimentin, VWF Von Willebrand factor, ZEB2 Zinc finger E-box binding homeobox 2.