GROWTH FACTOR COCKTAIL TO ENHANCE OSTEOGENIC DIFFERENTIATION OF MESENCHYMAL CELLS

Abstract
The present invention relates to methods and compositions for osteogenic differentiation of human periosteum derived cells, in particular using a growth medium containing a specific combination of growth factors and formulations thereof. The invention also relates to the differentiated cells and cell populations, as well as further products comprising such cells and uses thereof in bone therapy.
Description
FIELD OF THE INVENTION

The present invention relates to methods and compositions for osteogenic differentiation of human periosteum derived cells, in particular using a growth medium containing a specific combination of growth factors and formulations thereof. The invention also relates to the differentiated cells and cell populations, as well as further products comprising such cells and uses thereof in bone therapy.


In particular, the present invention relates to methods for culturing cells, more particularly mesenchymal cells such as human periosteum derived cells, to enhance bone formation. The present invention more specifically relates to inducing osteogenic differentiation of cells in a growth medium formulation containing a specific combination of growth factors. The present invention has applications in the areas of cell culture, drug discovery (development of bone formation assays), orthopedic surgery, tissue engineering, and bone fracture healing.


BACKGROUND OF THE INVENTION

Five percent of bone fractures do not heal naturally and require surgical intervention to stabilize the fracture. The gold standard to promote healing of non union fractures is transplantation of autologous bone graft harvested from the iliac crest into the defect. Several complications, such as donor site morbidity have driven the field to explore alternative approaches. Indeed, major efforts to heal non union defects with cell therapeutics or bone tissue engineering techniques are currently undertaken. The healing of fractured bone is strongly dependent on osteoinduction, a process that commences with the recruitment and proliferation of immature multipotent cells followed by differentiation into chondroblasts and/or osteoblasts. Once committed to the osteogenic lineage, osteoblasts secrete bone matrix and in concert with mineralizing chondrocytes repair the fractured site. Because osteoinduction can occur in heterotopic and ectopic sites, the process does not necessarily require the proximity of native bone tissue to happen. Hence, the standard assay to test osteoinductive properties of agents has been injection or implantation of materials carrying the agents in a soft tissue pouch under the kidney cap, in skeletal muscle or subcutaneously in immune compromised mice or rats. Utilizing an ectopic assay, Urist discovered that three weeks after implantation demineralized bone matrix is revascularized and de novo bone formation occurs through the endochondral route. Subsequent research identified a soluble glycoprotein named Bone Morphogenetic Protein (BMP) potent to induce endochondral bone formation in soft tissue in vivo. Since then, more than 30 members of the BMP family have been characterized and several of them are potent bone inducers in vivo. To date, no other proteins have been found to display such osteoinductive capacity similar to BMPs. Therefore it is not surprising that research scrutinizing the molecular signaling pathways that drive osteoinduction has been mainly BMP centered. Both cell therapeutics and bone tissue engineering techniques aim at increasing proliferation, differentiation, and matrix production of osteogenic committed mesenchymal stem cells (MSCs) upon delivery into the defect, either by injection or loaded on a carrier structure. To differentiate human MSCs towards the osteogenic lineage, cells are treated with growth medium supplemented with dexamethasone, beta glycerophosphate and ascorbic acid (1, 2). This osteogenic medium (OM) has been optimized for bone marrow derived stem cells (BMC) (3) but is inconsistent to induce in vitro osteogenesis in human Periosteum Derived Cells (hPDCs) (4, 5). Moreover, stimulation of hBMCs and hPDCs with other potent osteoinductive growth factors, such as Bone Morphogenetic Proteins (BMPs), also result in limited osteogenic differentiation as compared to their murine homologues. As such, there is an unmet need to have a medium that robustly induces proliferation and osteogenic differentiation in human MSCs.


During isolation of BMPs, it became apparent that these proteins have a high affinity for hydroxyapatite, a crystalline conformation of calcium phosphate (CaP) which is abundantly present in mineralized bone tissue. Intriguingly, porous CaP structures display bone spicules upon intramuscular implantation in large animals such as goat, sheep and baboons suggesting that CaP also can induce ectopic bone formation. This spontaneous bone formation, however, has been less frequently observed in small animals. In contrast, robust ectopic bone formation is obtained in mice when CaP carriers are loaded with mesenchymal stem cell (MSCs) populations derived from cartilage, synovium, periosteum, bone marrow and adipose tissue. Despite the growing body of evidence that CaP can induce osteogenesis in MSCs, the molecular mechanism remains elusive.


SUMMARY OF THE INVENTION

The invention is based on methods developed by the inventors to produce cells with an osteogenic phenotype in vitro. Cell culture conditions were developed based on gene expression analyzed by genome wide analysis of hPDCs engrafted on decalcified and non-decalcified Collagraft™ carriers before and after subcutaneous implantation in nude mice. The inventors developed specific cell culture conditions to successfully proliferate and differentiate cells that express osteogenic phenotypes. Numbered statements of the invention are as follows.


1. A method for inducing cells to proliferate and differentiate into cells with a osteogenic phenotype, comprising culturing cells in a medium comprising about 2 ng/ml to about 200 ng/ml EGF, about 1 ng/ml to about 100 ng/ml IL6, and about 1 ng/ml to about 100 ng/ml TGFβ1.


2. The method of statement 1, wherein the medium comprises about 20 ng/ml EGF, about 10 ng/ml IL6, and about 10 ng/ml TGFβ1.


3. The method of statements 1 or 2, wherein the medium contains a calcium ion concentration ranging from about 0.3 mM to about 12 mM.


4. The method of statement 3, wherein the medium contains a calcium ion concentration of about 3 mM.


5. The method of any one of statements 1 to 4, wherein the medium contains a serum concentration ranging from 0% to about 20%.


6. The method of statement 5, wherein the medium contains a serum concentration of about 10%.


7. The method of any one of statement 1 to 6, wherein the medium contains about 10−4 M to about 10−7 M ascorbic acid.


8. The method of statement 7, wherein the medium contains a concentration of about 50 μM ascorbic acid.


9. The method of any one of statement 1 to 8, wherein the medium contains a phosphate ion concentration ranging from about 0.2 mM to about 8 mM.


10. The method of statement 9, wherein the medium contains a phosphate ion concentration of about 2 mM.


11. The method of any one of statements 1 to 10, wherein the cells are cultured for at least four days.


12. The method of any one of statements 1 to 10, wherein the cells are cultured for 11 days.


13. The method of any of statements 1 to 12, wherein the cells are cultured in a medium which additionally comprises TNFα in a first period, wherein said first period is maximum 4 days.


14. The method of statement 13, wherein the first period is 1, 2, or 3 days.


15. The method of any one of statements 1 to 14, wherein the cells that are contacted with EGF, IL6 and TGFβ1 are stem cells.


16. The method of statement 15, wherein the stem cells are mesenchymal cells.


17. The method of statement 16, wherein the stem cells are periosteum derived cells.


18. The method of any one of statements 1 to 17, wherein the cells are mammalian cells.


19. The method of statement 18, wherein the cells are human cells.


Any eukaryotic cell can be used in the initial step (a) of culturing cells as long as it has a phenotype of a cell that is a primitive mesenchymal phenotype. Such a cell could express membrane markers such as CD73, CD90 or CD105, transcription factors such as PRX1/2 or cytoskeletal elements such as nestin and aSMA (alpha smooth muscle actin) and display multipotent differentiation capacity under standard in vitro conditions as known to a person skilled in the art. For stem cells, for example embryonic stem cells or reprogrammed somatic cells (IPSC) or partially reprogrammed somatic cells, it is required that such stem cells are first differentiated to such a primitive mesenchymal phenotype. At that moment, these differentiated cells can be used according to the methods of the present invention. The whole method, including such pre-differentiation of such stem cells together with the proliferation and differentiation methods as described in detail in this invention, are contemplated in the present invention. In one embodiment, such cells to be used in step (a) express at least 1, 2, 3, 4, 5, 6, 7, 8 or 9 markers selected from the list containing: CD90, CD44, CD105, CD146, CD73, CD166, nestin, αSMA and PRX1 and are negative for one or more of CD34, CD45 and CD14. In one embodiment such cells to be used in step (a) are cells that are derived from neural crest and meso-endodermal lineage during development. Such cells include but are not limited to hematopoietic (stem) cells and other stem cells derived from neural crest.


20. The method of any one of statements 1 to 19, wherein said method is an in vitro method.


21. Cells produced according to any one of the methods recited in the preceding statements.


22. A composition, comprising cells that express a primitive mesenchymal phenotype in a culture medium comprising about 2 ng/ml to about 200 ng/ml EGF, about 1 ng/ml to about 100 ng/ml IL6 and about 1 ng/ml to about 100 ng/ml TGβ1.


23. The composition of statement 22, wherein the medium is comprised of about 20 ng/ml EGF, about 10 ng/ml IL6 and about 10 ng/ml TGFβ1.


24. The composition of statements 22 or 23, wherein the medium further comprises serum in a concentration from 0% to about 20%.


25. The composition of statement 24, wherein the serum concentration is about 10%.


26. The composition of any one of statements 22 to 25, wherein the medium further comprises about 10−4 M to about 10−7 M ascorbic acid.


27. The composition of statement 26, wherein the concentration of ascorbic acid is about 50 μM.


28. The composition of any one of statements 22 to 27, wherein the cells are mammalian cells.


29. The composition of any one of statements 22 to 28, wherein the cells are human cells.


30. A pharmaceutical composition comprising the cells produced according to any one of the methods recited in the preceding statements.


31. A method of treatment comprising administering a therapeutically effective amount of the cells produced according to any one of the methods recited in the preceding statements to a subject with a bone disorder.


32. The composition according to any one of statements 22 to 29 for use in medicine


33. The composition according to any one of statements 22 to 29 for use in the treatment of a subject having a bone disorder


34. The method of claim 31 or the composition for use as defined in any one of claims 32-33, wherein said bone disorder is a bone fracture or a non healing bone defect.


35. The method of claim 31 or the composition for use as defined in any one of claims 32-33, wherein the subject is a human patient.


36. The method of any of claims 31 or the composition for use as defined in any one of claims 32-33, further comprising administering non-cellular material to said subject.


37. The method of claim 36 or the composition for use as defined in claim 36, wherein the cells and the non-cellular material are combined in vitro to form an implantable graft.


The invention is also related to pharmaceutical compositions containing the cells of the invention. Such compositions are suitable for administration to subjects in need of such cells. The cells would be administered in therapeutically effective amounts.


The invention is also directed to methods of using the cells produced by the methods of the present invention for the treatment of bone disorders, in particular bone fractures, more particularly non union fractures (bone fractures that do not heal naturally).


The invention is also directed to methods of using the cells for studies of 2 dimensional (2D) and 3 dimensional (3D) in vitro and in vivo bone formation, to identify extra conditions, including identifying additional and replacement growth factor medium components in order to optimize the methods, protocols and assays described in the present invention.


In one embodiment, the cells with an osteogenic phenotype produced according to the method of the present invention can be used as cell therapy or for tissue regeneration in disorders such as but not limited to bone defects and osteoporosis, Paget's disease, bone fracture, osteomyelitis, osteonecrosis, achondroplasia, or osteogenesis imperfecta.





BRIEF DESCRIPTION OF THE FIGURES


FIG. 1: A) Average gene expression of Osterix (OSX), Bone Sialo Protein (BSP) and Osteocalcin (OC) as measured with Taqman PCR (n=3 donors). Increased expression of BSP and OC at 18 days set 18 days as the last time point for the microarray study. B) Signature of known osteoblast markers at 18 days in CPDM (decalcified Collagraft™) and CPRM (Collagraft™) indicates that osteogenic differentiation occurred within three weeks after implantation. The markers shown in italic are used in subsequent experiments to confirm in vitro osteogenic differentiation in hPDCs.



FIG. 2: A) Self Organizing Maps showing gene topologies of GOI at 20h after seeding and 2, 8 and 18 days after implantation in CPDM and CPRM. Gene expression is normalized to expression in hPDCs seeded on tissue culture plastic for 20h. B) Gene ontology analysis of the 001 indicating the most prominent biological processes that occur in CPRM but not in CPDM at indicated time points.



FIG. 3: A) Average gene expression of co-expressed genes organized in superclusters plotted over time. Solid line: CPRM, Dashed line: CPDM. B) Hub genes from each supercluster are mapped into a single hub gene network. The hub genes are connected with direct (solid lines) and indirect (dashed lines) interactions. The encircled hub genes are probed with western blot to validate differential activation between CPRM and CPDM (FIG. 7). C) Quantification of western blots of p-pERK (MAPK signaling), p-p53, p-Smad 1/5/8 (BMP signaling), p-Smad 2 (TGFβ signaling), p-CREB (cAMP and


EGF signaling), p-NFκB (TNFα/NFxB signaling), and p-β catenin (β-catenin/Wnt signaling). Densitometry values are normalized to GAPDH. For all time points, fold increase is compared to the expression in CPDM at two days (n=3 donors, error bars: standard error of the mean).



FIG. 4: A) Growth factor medium promotes proliferation up to 7 population doublings in 10 days, whereas hPDCs treated with OM reach 5.5 population doublings after 21 days. Note that y-axis representing the number of population doublings is a logarithmic scale. Hence, there are three times more cells when treated with GF mix as compared to OM (GM=Growth medium, OM=Osteogenic medium, GF=Growth Factor medium). B) Relative gene expression of bone markers of hPDCs after treatment with OM and GF for 11 days. Gene expression is normalized to the gene expression in the GM condition (COL1=Collagen type I, ALP=Alkaline Phosphatase, OCN=osteocalcin, DLX5=Distal-less homeobox 5, RUNX2=Runt related transcription factor 2, CADH11=osteoblast specific cadherin 11, SPP1=osteonectin, RANKL=Rank ligand, OSX=Osterix, BMP2=Bone Morphogenetic Protein 2, BSP=Bone Sialo Protein). C) Translation of in vitro matured osteoblasts to a subcutaneous in vivo environment. hPDCs were seeded on 21mm3 CPRMs at a density of 1×106 cells before 10 days of treatment in GM containing the GF cocktail [ascorbic acid (57 μM), IL6 (10 ng/ml), EGF (20 ng/ml), Ca (6 mM) and Pi (4 mM)]. Following this pre treatment the construct was implanted subcutaneously in the back at the cervical region of NMRI-nu/nu mice. Bone spicules (B′ and black arrow heads) were observed surrounding all CaP granules (GF/hPDC, left panel) a magnified area of this implant (defined by dashed box in left panel and shown in right) indicates the association of the growing bone with the CaP surface and also the presence of large quantities of bone lining cells (Inset) surrounding the de novo bone. The presence of fibrous tissue (FT) filled the remainder of the implant volume. In contrast treatment of hPDC seeded CPRM with GM for 10 days (GM/hPDC) resulted in the formation of only sporadic bone spicules, additionally these were not associated with the presence of bone lining cells (* Inset). Treatment of CPRM with the GF cocktail in the absence of cells (GF) did not result in the formation of any bone, however in encapsulation of the construct with a tissue rich in large blood filled vessels was observed (white arrows Inset). Fluorescence based histomorphometric Quantification of de novo bone in each condition revealed a 6 fold increase in bone formation following pretreatment of hPDCs with the GF cocktail when compared to the GM treated hPDC condition. (n=3; Statistical significance: ***: p<0.001 ANOVA; Scale bars: left panel=500 μm; right panel=200 μm; inset=50 μm; dashed boxes indicate areas of higher magnification)



FIG. 5: Validation of microarray gene expression with Sybr green PCR utilizing primers that recognize human specific transcripts for Anoctamin-1 (ANO1), Naked Cuticle (NKD2), Osterix (OSX), Osteopontin (OPN), Sarcolipin (SLN), and Bone Sialo Protein (BSP). Black bars: microarray expression, gray bars: expression measured with Sybr green PCR. Error bars: standard error of the mean (n=3 donors).



FIG. 6: Overview of temporal profiles for all individual gene clusters which are grouped into six superclusters (Solid line: average gene expression in CPRM, dashed line: average gene expression in CPDM).



FIG. 7: Western blot for p-pERK (MAPK signaling), p-p53, p-Smad 1/5/8 (BMP signaling), p-Smad 2 (TGFβ signaling), p-CREB (cAMP and EGF signaling), p-NFκB (TNFα/NFκB signaling), and p-β catenin (β-catenin/Wnt signaling). For each time point (day 2, 8 and 18 post implantation) protein expression was assessed in CPDM and CPRM for three different donors (d1, d2, d3).



FIG. 8: A) Identification of factors that drive proliferation of hPDCs. A cell pool of hPDCs was either treated with growth medium (GM, negative control), medium containing eight factors (all factors) or medium containing eight minus one factor for 8 days. The factors are osteogenic medium (OM), calcium ions (Ca, 6 mM), phosphate ions (Pi, 4 mM), TNFα (50 ng/ml), IL6 (10 ng/ml), Wnt3A (50 ng/ml), EGF (20 ng/ml), and TGFβ1 (10 ng/ml). Proliferation is expressed as population doublings and was measured after 8 days after stimulation (n=3, error bars: standard deviation). The horizontal line is a reference line set on the proliferation in the “all factor” condition. B) Identification of factors that drive alkaline phosphatase activity in hPDCs. The percentage alkaline positive cells is used as a metric for early osteoblast differentiation.


Same experimental design as in A. C) Identification of factors involved in osteoblast maturation. hPDCs were treated with OM and TGFβ1 for 6 days, followed by stimulation with GM (negative control), GM containing six factors or GM supplement with six minus one factor for 4 days. The factors are ascorbic acid (Asc. Ac., 57 μM), TNFα (50 ng/ml), IL6 (10 ng/ml), EGF (20 ng/ml), Ca (6 mM) and Pi (4 mM). To evaluate osteoblast maturation, gene expression of RUNX2, OSX, DLX5, iBSP, OC and RANKL is measured with Taqman PCR. Gene expression is normalized to GAPDH and displayed as 2−dcT (n=3, error bars: standard deviation). D) Gene expression of osteoblast markers in hPDCs treated with OM and TGFβ1 for one week followed by GM supplemented with a growth factor mix (GF) containing ascorbic acid (57 μM), EGF (20 ng/ml), IL6 (10 ng/ml), Ca (6 mM), and Pi (4 mM) (“GF+C6P4”) or the same mix with reduced Ca (3 mM) and Pi (2 mM) ions (“GF+C3P2”). Gene expression is expressed as fold increase as compared to the GM condition. (n=3, error bars: standard deviations, *p≦00.05, Mann-Whitney U test). E) Gene expression of osteoblast markers in hPDCs treated with OM/TGFβ1 for 10 days, or with GM supplemented with ascorbic acid, EGF, IL6, C3P2 for 10 days (“EGF/IL6/C3P2”), or sequential stimulation with OM/TGFβ1 for 6 days followed by GM supplemented with ascorbic acid, EGF, IL6, C3P2 (“EGF/IL6/C3P2”) for 4 days. Gene expression is expressed as fold increase as compared to hPDCs cultured in OM/TGFβ1 (n=3, error bars: standard deviations, *p≦00.05, Mann-Whitney U test).



FIG. 9: Gene expression of early (A) and late (B) bone markers in hPDCs treated with GM, OM or GM/OM supplemented with a growth factor mix (GF) containing TNFα, EGF, TGFβ1 and IL6. C) ALP staining of hPDCs that were stimulated with OM and TGFβ1 for one week followed by GM with one factor in the absence or presence of ascorbic acid for 2 days. D) ALP/Alizarin Red staining to stain calcium deposits on hPDCs pre-treated with OM and TGFβ1 for one week followed by GM with six minus one factors for four days in the absence or presence of ascorbic acid.



FIG. 10: Potency of GFC on proliferation and osteogenic differentiation of hPDCs in 3D. A) Bright field images of hPDC/Collagen/fibrinogen microtissues, 24 h after seeding. B) Quantification of the number of EDU positive cells per microtissue [4≦n≦10 microtissues (except 6 posts GFC condition: n=1), bar=standard deviation]. C) Relative gene expression of bone markers in microtissues treated for 3 weeks in GM, OM or GFC. Gene expression is normalized to GM controls with exception of OPN gene expression. No OPN mRNA was detected in GM condition; hence gene expression of OPN in microtissues stimulated with OM and GFC is relative to the housekeeping gene GAPDH. (ND: not detected, OSX: osterix, Runx2: Runt-related transcription factor 2, Col1a2: collagen type I a2, BMP2: bone morphogenetic protein, OPN: osteopontin, BSP: Bone Sialo Protein, RANKL: Rank ligand, OCN: osteocalcin.)





DETAILED DESCRIPTION OF THE INVENTION

One aspect of the invention relates to the methods developed by the inventors to produce cells with an osteogenic phenotype in vitro. Cell culture conditions were developed and optimized as described in detail in this invention (e.g. in the examples part). The inventors developed specific cell culture conditions to successfully proliferate and differentiate cells that express osteogenic phenotypes.


One embodiment of the present invention concerns a method for inducing cells to proliferate and differentiate into cells with an osteogenic phenotype. Certain embodiments of the present invention concern the growth factors and other components that are comprised in such a medium for said proliferation and differentiation of said cells. One embodiment of the present invention concerns an additional first incubation/culturing period with TNFα. Said TNFα can be added to the growth factor containing medium in said first incubation period or alternative said cells are first incubated in the presence of TNFα, without the extra growth factors (TGFβ, EGF, and IL6) of the present invention. Said first incubation period is meant to temporary inhibit differentiation of the cells, while allowing proliferation of the cells. In a specific embodiment, said first incubation period is maximum 4 days, or is 1, 2, or 3 days. In one embodiment said proliferation and differentiation period is at least four days, including 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20 and 21 days. In one embodiment said proliferation period is about 11 days. Thus also contemplated in the present invention is a total incubation period which is separated in an initial (mainly) proliferation step and a second (mainly) differentiation step. In such a first step, TNFα can be added to the growth medium (proliferation medium), in the presence or absence of other growth factors (such as TGFβ, EGF, and IL6), and in the second step TNFα is not present in the growth factor (TGFβ, EGF, and IL6) containing (mainly) differentiation step. Thus also contemplated in the present invention is a method comprising a first mainly differentiation step as described hereabove and a second mainly differentiation step as described hereabove for inducing cells to proliferate and differentiate into cells with an osteogenic phenotype. In certain embodiments of the present invention, in said first proliferation step cells are cultured for 1, 2, 3, or 4 days and in said second step the cells are further incubated for 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, or 20 days. Thus a combination of a 4 days step 1 and a 7 days step 2 and the like combinations are also contemplated in the present invention.


Further embodiments of the present invention concern the addition of other factors in the growth factor containing culture medium of the present invention. Said other factors are at least one factor selected from the group consisting of: Retinoic acid, hepatocyte nuclear factor 4A, Amyloid beta (A4) precursor protein, beta-estadriol, and interferon gamma.


One embodiment of the present invention concerns a method for inducing cells to proliferate and differentiate into cells with an osteogenic phenotype, comprising:

    • (a) obtaining cells from a biological sample
    • (b) expanding said cells in a first proliferation step in proliferation medium
    • (c) differentiating said cells in a second differentiation step in the growth factor containing medium of the present invention;
    • wherein step (b) and step (c) can be sequential or simultaneous in time.


One embodiment of the present invention concerns the proliferation and or differentiation culturing step being performed in a culture dish or plate or in a 3-D culturing facilitating incubation step, wherein the cells are optionally co-cultured with non-cellular or scaffold material. In a more detailed embodiment, such co-culture from cells with scaffold material results in the formation of an implantable graft.


In certain embodiments of the present invention in said culturing steps the cells are cultured until passage number 6, 7, 8 or 9. In other embodiments of the present invention said cells to be cultured are seeded at a cell density of about 2000 to about 4000 cells/cm2, in more preferred embodiments said density is about 3000 cells/cm2.


One embodiment of the present invention concerns the cells, wherein the cells are stem cells, more preferably mesenchymal cells, such as periosteum derived cells. In a preferred embodiment, said cells are of mammalian in particular human origin.


One embodiment of the present invention concerns a method of treatment comprising administering a therapeutically effective amount of the cells produced according to any one of the methods of this invention to a subject with a bone disorder, said bone disorder includes a bone fracture. A preferred embodiment of the present invention relates to said method of treatment to treat a subject, preferably a human, with a non-healing bone defect.


Alternatively, the present invention concerns the use of cells produced according to any one of the methods of this invention or a pharmaceutical composition according to the present invention for use in medicine, more particularly for use in the treatment of a subject with a bone disorder.


One embodiment of the present invention relates to said use or method of treatment wherein the cells produced by the methods of this invention are injected in the bone defects of said subject. In certain embodiments of the present invention said use or method of treatment comprises the injection of the cells of the present invention that are produced at an intermediate timepoint of the methods of this invention, such as the endpoint of the proliferation step and wherein said intermediate cells are injected in the subject together with the growth factor containing medium of the present invention. In certain embodiments of the hereabove described uses or methods of treatment, such (intermediate) cells can be administered to said subject with the growth factor containing medium in combination with a scaffold or non-cellular material, which can optionally be pre-incubated in vitro, before administration to said subject. One embodiment of the present invention relates to said uses or treatment of the present invention with optionally further administration of other cells such as stem cells, endothelial cells, or haematopoetic (progenitor) cells. Such further administration of other cells can be simultaneously or sequentially in time with the cells of the present invention. In one embodiment, such other cells, such as endothelial cells, are cocultured with the cells of the present invention, before administration to said subject or patient. In another embodiment such other cells, such as endothelial cells, are cultured separately from the cells of the present invention, and are mixed together at the time of the administration to said subject or patient. In one embodiment said cells of the present invention, optionally with said other cells (eg. endothelial cells) are pre-cultured with other non-cellular material, biomaterial, or scaffolds for optimal treatment, such as an optimal bone forming effect in said subject or patient. In other embodiments of the present invention, said cells of the present invention, optionally with said other cells (eg. endothelial cells) are mixed together with other non-cellular material, biomaterial, or scaffolds at the time of the administration to said subject or patient.


In certain preferred embodiments, said subject is a human, more particularly a human with a bone defect, more particularly a non-healing bone defect.


One embodiment of the present invention concerns the immobilization of components of the growth factor medium by use of a biomaterial before administration to said patient, with the purpose to simultaneous or sequential release of the factors in said subject or patient.


One embodiment of the present invention concerns the delivery of the components of the Growth Factor Medium, of the present invention, by engineering cells to synthesize and secrete said components before administration to said subject or patient. Such engineered cells can be administered to said subject or patient optionally in combination with non-cellular material, biomaterial or scaffold material, and optionally together with other cells, such as stem cells, endothelial cells, or haematopoetic (progenitor) cells.


In one embodiment, osteoblast progeny can be used to ameliorate a process having deleterious effects on bone including, but not limited to, bone fractures, non-healing fractures, osteoarthritis, “holes” in bones cause by tumors spreading to bone such as prostate, breast, multiple myeloma, and the like.


In one embodiment, the present invention provides a screening method in which the differentiated cells with an osteogenic phenotype are used to characterize cellular responses to biologic or pharmacologic agents involving contacting the cells with one or more biologic or pharmacologic agents. Such agents may have various activities. They could affect differentiation, metabolism, gene expression, viability and the like. The cells are useful, therefore, for e.g. toxicity testing and identifying differentiation factors.


In one embodiment, the differentiated cells can be used to study the effects of specific genetic alterations, toxic substances, chemotherapeutic agents, or other agents on the developmental pathways. Tissue culture techniques known to those of skill in the art allow mass culture of hundreds of thousands of cell samples from different individuals, providing an opportunity to perform rapid screening of compounds suspected to be, for example teratogenic or mutagenic.


In one embodiment, the differentiated cells can also be genetically engineered, by the introduction of foreign DNA or by silencing or excising genomic DNA, to produce differentiated cells with a defective phenotype in order to test the effectiveness of potential chemotherapeutic agents or gene therapy vectors.


Cell Culture.


In general, cells useful for the invention can be maintained and expanded in growth or culture medium that is available to and well-known in the art. Such media include, but are not limited to, Dulbecco's Modified Eagle's Medium® (DMEM), DMEM F12 medium®, Eagle's Minimum Essential Medium®, F-12K medium®, Iscove's Modified Dulbecco's Medium® and RPMI-1640 medium®. Many media are also available as low-glucose formulations, with or without sodium pyruvate.


Also contemplated in the present invention is supplementation of cell culture medium with mammalian sera. Sera often contain cellular factors and components that are necessary for viability and expansion. Examples of sera include fetal bovine serum (FBS), bovine serum (BS), calf serum (CS), fetal calf serum (FCS), newborn calf serum (NCS), goat serum (GS), horse serum (HS), human serum, chicken serum, porcine serum, sheep serum, rabbit serum, serum replacements and bovine embryonic fluid or platelet rich plasma (PRP). It is understood that sera can be heat-inactivated at 55-65° C. if deemed necessary to inactivate components of the complement cascade.


Additional supplements, in addition to the growth factors and other factors described in the present invention, also can be used advantageously to supply the cells with the necessary trace elements for optimal growth and expansion. Such supplements include insulin, transferrin, sodium selenium and combinations thereof. These components can be included in a salt solution such as, but not limited to, Hanks' Balanced Salt Solution®


(HBSS), Earle's Salt Solution®, antioxidant supplements, MCDB-201® supplements, phosphate buffered saline (PBS), ascorbic acid and ascorbic acid-2-phosphate, as well as additional amino acids. Many cell culture media already contain amino acids, however, some require supplementation prior to culturing cells. Such amino acids include, but are not limited to, L-alanine, L-arginine, L-aspartic acid, L-asparagine, L-cysteine, L-cystine, L-glutamic acid, L-glutamine, L-glycine, L-histidine, L-isoleucine, L-leucine, L-lysine, L-methionine, L-phenylalanine, L-proline, L-serine, L-threonine, L-tryptophan, L-tyrosine, and L-valine. It is well within the skill of one in the art to determine the proper concentrations of these supplements.


Cells may be cultured in low-serum or serum-free culture medium. Many cells have been grown in serum-free or low-serum medium. In this case, the medium is supplemented with one or more growth factors. Commonly used growth factors include, but are not limited to, bone morphogenic protein, basis fibroblast growth factor, platelet-derived growth factor and epidermal growth factor. See, for example, U.S. Pat. Nos. 7,169,610; 7,109,032; 7,037,721; 6,617,161; 6,617,159; 6,372,210; 6,224,860; 6,037,174; 5,908,782; 5,766,951; 5,397,706; and 4,657,866; all incorporated by reference herein for teaching growing cells in serum-free medium.


In one embodiment of the present invention, the cells may be cultured in the presence of antibiotics, such as Pennicilin/streptomycin, eg in an antibiotics concentration of 1%.


Cells in culture can be maintained either in suspension or attached to a solid support, such as extracellular matrix components. Stem cells often require additional factors that encourage their attachment to a solid support, such as type I and type II collagen, chondroitin sulfate, fibronectin, “superfibronectin” and fibronectin-like polymers, gelatin, poly-D and poly-L-lysine, thrombospondin and vitronectin. See, for example, Ohashi et al., Nature Medicine, 13:880-885 (2007); Matsumoto et al., J Bioscience and Bioengineering, 105:350-354 (2008); Kirouac et al., Cell Stem Cell, 3:369-381 (2008); Chua et al., Biomaterials, 26:2537-2547 (2005); Drobinskaya et al., Stem Cells, 26:2245-2256 (2008); Dvir-Ginzberg et al., FASEB J, 22:1440-1449 (2008); Turner et al., J Biomed Mater Res Part B: Appl Biomater, 82B:156-168 (2007); and Miyazawa et al., Journal of Gastroenterology and Hepatology, 22:1959-1964 (2007).


Cells may also be grown in “3D” (aggregated) cultures as described in WO2009092092 or in 3D microtissues as examplified in Example 3.


Once established in culture, cells can be used fresh or frozen and stored as frozen stocks, using, for example, DMEM with 40% FCS and 10% DMSO. Other methods for preparing frozen stocks for cultured cells also are available to those skilled in the art.


Methods of identifying and subsequently separating differentiated cells from their undifferentiated counterparts can be carried out by methods well known in the art. Cells that have been induced to differentiate using methods of the present invention can be identified by selectively culturing cells under conditions whereby differentiated cells outnumber undifferentiated cells. Similarly, differentiated cells can be identified by morphological changes and characteristics that are not present on their undifferentiated counterparts, such as cell size and the complexity of intracellular organelle distribution. Also contemplated are methods of identifying differentiated cells by their expression of specific cell-surface markers such as cellular receptors and transmembrane proteins. Monoclonal antibodies against these cell-surface markers can be used to identify differentiated cells. Detection of these cells can be achieved through fluorescence activated cell sorting (FACS) and enzyme-linked immunosorbent assay (ELISA). From the standpoint of transcriptional upregulation of specific genes, differentiated cells often display levels of gene expression that are different from undifferentiated cells. Reverse-transcription polymerase chain reaction, or RT-PCR, also can be used to monitor changes in gene expression in response to differentiation. Whole genome analysis using microarray technology also can be used to identify differentiated cells.


Accordingly, once differentiated cells are identified, they can be separated from their undifferentiated counterparts, if necessary. The methods of identification detailed above also provide methods of separation, such as FACS, preferential cell culture methods, ELISA, magnetic beads and combinations thereof. One embodiment of the present invention comtemplates the use of FACS to identify and separate cells based on cell-surface antigen expression.


Pharmaceutical Formulations.


Any of the cells produced by the methods described herein can be used in the clinic to treat a subject. They can, therefore, be formulated into a pharmaceutical composition. Therefore, in certain embodiments, the isolated or purified cell populations are present within a composition adapted for and suitable for delivery, i.e., physiologically compatible. Accordingly, compositions of the cell populations will often further comprise one or more buffers (e.g., neutral buffered saline or phosphate buffered saline), carbohydrates (e.g., glucose, mannose, sucrose or dextrans), mannitol, proteins, polypeptides or amino acids such as glycine, antioxidants, bacteriostats, chelating agents such as EDTA or glutathione, adjuvants (e.g., aluminum hydroxide), solutes that render the formulation isotonic, hypotonic or weakly hypertonic with the blood of a recipient, suspending agents, thickening agents and/or preservatives.


In other embodiments, the isolated or purified cell populations are present within a composition adapted for or suitable for freezing or storage.


In many embodiments the purity of the cells for administration to a subject is about 100%. In other embodiments it is 95% to 100%. In some embodiments it is 85% to 95%. Particularly in the case of admixtures with other cells, such as endothelial cells, the percentage can be about 10%-15%, 15%-20%, 20%-25%, 25%-30%, 30%-35%, 35%-40%, 40%-45%, 45%-50%, 60%-70%, 70%-80%, 80%-90%, or 90%-95%. Or isolation/purity can be expressed in terms of cell doublings where the cells have undergone, for example, 5-10, 10-20, 20-30, 30-40, 40-50 or more cell doublings.


The numbers of cells in a given volume can be determined by well known and routine procedures and instrumentation. The percentage of the cells in a given volume of a mixture of cells can be determined by much the same procedures. Cells can be readily counted manually or by using an automatic cell counter. Specific cells can be determined in a given volume using specific staining and visual examination and by automated methods using specific binding reagent, typically antibodies, fluorescent tags, and a fluorescence activated cell sorter.


The choice of formulation for administering the cells for a given application will depend on a variety of factors. Prominent among these will be the species of subject, the nature of the disorder, dysfunction, or disease being treated and its state and distribution in the subject, the nature of other therapies and agents that are being administered, the optimum route for administration, survivability via the route, the dosing regimen, and other factors that will be apparent to those skilled in the art. In particular, for instance, the choice of suitable carriers and other additives will depend on the exact route of administration and the nature of the particular dosage form.


For example, cell survival can be an important determinant of the efficacy of cell-based therapies. This is true for both primary and adjunctive therapies. Another concern arises when target sites are inhospitable to cell seeding and cell growth. This may impede access to the site and/or engraftment there of therapeutic cells. Various embodiments of the invention comprise measures to increase cell survival and/or to overcome problems posed by barriers to seeding and/or growth.


Final formulations of the aqueous suspension of cells/medium will typically involve adjusting the ionic strength of the suspension to isotonicity (i.e., about 0.1 to 0.2) and to physiological pH (i.e., about pH 6.8 to 7.5). The final formulation will also typically contain a fluid lubricant, such as maltose, which must be tolerated by the body. Exemplary lubricant components include glycerol, glycogen, maltose and the like. Organic polymer base materials, such as polyethylene glycol and hyaluronic acid as well as non-fibrillar collagen, preferably succinylated collagen, can also act as lubricants. Such lubricants are generally used to improve the injectability, intrudability and dispersion of the injected biomaterial at the site of injection and to decrease the amount of spiking by modifying the viscosity of the compositions. This final formulation is by definition the cells in a pharmaceutically acceptable carrier.


The cells are subsequently placed in a syringe or other injection apparatus for precise placement at the site of the tissue defect. The term “injectable” means the formulation can be dispensed from syringes having a gauge as low as 25 under normal conditions under normal pressure without substantial spiking. Spiking can cause the composition to ooze from the syringe rather than be injected into the tissue. For this precise placement, needles as fine as 27 gauge (200μ I.D.) or even 30 gauge (150μ I.D.) are desirable. The maximum particle size that can be extruded through such needles will be a complex function of at least the following: particle maximum dimension, particle aspect ratio (length:width), particle rigidity, surface roughness of particles and related factors affecting particle:particle adhesion, the viscoelastic properties of the suspending fluid, and the rate of flow through the needle. Rigid spherical beads suspended in a Newtonian fluid represent the simplest case, while fibrous or branched particles in a viscoelastic fluid are likely to be more complex.


The desired isotonicity of the compositions of this invention may be accomplished using sodium chloride, or other pharmaceutically acceptable agents such as dextrose, boric acid, sodium tartrate, propylene glycol, or other inorganic or organic solutes. Sodium chloride is preferred particularly for buffers containing sodium ions.


Viscosity of the compositions, if desired, can be maintained at the selected level using a pharmaceutically acceptable thickening agent. Methylcellulose is preferred because it is readily and economically available and is easy to work with. Other suitable thickening agents include, for example, xanthan gum, carboxymethyl cellulose, hydroxypropyl cellulose, carbomer, and the like. The preferred concentration of the thickener will depend upon the agent selected. The important point is to use an amount, which will achieve the selected viscosity. Viscous compositions are normally prepared from solutions by the addition of such thickening agents.


A pharmaceutically acceptable preservative or stabilizer can be employed to increase the life of cell/medium compositions. If such preservatives are included, it is well within the purview of the skilled artisan to select compositions that will not affect the viability or efficacy of the cells.


Those skilled in the art will recognize that the components of the compositions should be chemically inert. This will present no problem to those skilled in chemical and pharmaceutical principles. Problems can be readily avoided by reference to standard texts or by simple experiments (not involving undue experimentation) using information provided by the disclosure, the documents cited herein, and generally available in the art.


Sterile injectable solutions can be prepared by incorporating the cells/medium utilized in practicing the present invention in the required amount of the appropriate solvent with various amounts of the other ingredients, as desired.


In some embodiments, cells/medium are formulated in a unit dosage injectable form, such as a solution, suspension, or emulsion. Pharmaceutical formulations suitable for injection of cells/medium typically are sterile aqueous solutions and dispersions. Carriers for injectable formulations can be a solvent or dispersing medium containing, for example, water, saline, phosphate buffered saline, polyol (for example, glycerol, propylene glycol, liquid polyethylene glycol, and the like), and suitable mixtures thereof.


The skilled artisan can readily determine the amount of cells and optional additives, vehicles, and/or carrier in compositions to be administered in methods of the invention. Typically, any additives (in addition to the cells) are present in an amount of 0.001 to 50 wt % in solution, such as in phosphate buffered saline. The active ingredient is present in the order of micrograms to milligrams, such as about 0.0001 to about 5 wt %, preferably about 0.0001 to about 1 wt %, most preferably about 0.0001 to about 0.05 wt % or about 0.001 to about 20 wt %, preferably about 0.01 to about 10 wt %, and most preferably about 0.05 to about 5 wt %.


In some embodiments cells are encapsulated for administration, particularly where encapsulation enhances the effectiveness of the therapy, or provides advantages in handling and/or shelf life. Encapsulation in some embodiments where it increases the efficacy of cell mediated immunosuppression may, as a result, also reduce the need for immunosuppressive drug therapy.


Also, encapsulation in some embodiments provides a barrier to a subject's immune system that may further reduce a subject's immune response to the cells (which generally are not immunogenic or are only weakly immunogenic in allogeneic transplants), thereby reducing any graft rejection or inflammation that might occur upon administration of the cells.


Cells may be encapsulated by membranes, as well as capsules, prior to implantation. It is contemplated that any of the many methods of cell encapsulation available may be employed. In some embodiments, cells are individually encapsulated. In some embodiments, many cells are encapsulated within the same membrane. In embodiments in which the cells are to be removed following implantation, a relatively large size structure encapsulating many cells, such as within a single membrane, may provide a convenient means for retrieval.


A wide variety of materials may be used in various embodiments for microencapsulation of cells. Such materials include, for example, polymer capsules, alginate-poly-L-lysine-alginate microcapsules, barium poly-L-lysine alginate capsules, barium alginate capsules, polyacrylonitrile/polyvinylchloride (PAN/PVC) hollow fibers, and polyethersulfone (PES) hollow fibers.


Techniques for microencapsulation of cells that may be used for administration of cells are known to those of skill in the art and are described, for example, in Chang, P., et al., 1999; Matthew, H. W., et al., 1991; Yanagi, K., et al., 1989; Cai Z. H., et al., 1988; Chang, T. M., 1992 and in U.S. Pat. No. 5,639,275 (which, for example, describes a biocompatible capsule for long-term maintenance of cells that stably express biologically active molecules. Additional methods of encapsulation are in European Patent Publication No. 301,777 and U.S. Pat. Nos. 4,353,888; 4,744,933; 4,749,620; 4,814,274; 5,084,350; 5,089,272; 5,578,442; 5,639,275; and 5,676,943. All of the foregoing are incorporated herein by reference in parts pertinent to encapsulation of cells.


Certain embodiments incorporate cells into a polymer, such as a biopolymer or synthetic polymer. Examples of biopolymers include, but are not limited to, fibronectin, fibin, fibrinogen, thrombin, collagen, and proteoglycans. Other factors, such as the cytokines discussed above, can also be incorporated into the polymer. In other embodiments of the invention, cells may be incorporated in the interstices of a three-dimensional gel. A large polymer or gel, typically, will be surgically implanted. A polymer or gel that can be formulated in small enough particles or fibers can be administered by other common, more convenient, non-surgical routes.


Dosing.


Compositions can be administered in dosages and by techniques well known to those skilled in the medical and veterinary arts taking into consideration such factors as the age, sex, weight, and condition of the particular patient, and the formulation that will be administered (e.g., solid vs. liquid). Doses for humans or other mammals can be determined without undue experimentation by the skilled artisan, from this disclosure, the documents cited herein, and the knowledge in the art.


The dose of cells/medium appropriate to be used in accordance with various embodiments of the invention will depend on numerous factors. It may vary considerably for different circumstances. The parameters that will determine optimal doses to be administered for primary and adjunctive therapy generally will include some or all of the following: the disease being treated and its stage; the species of the subject, their health, gender, age, weight, and metabolic rate; the subject's immunocompetence; other therapies being administered; and expected potential complications from the subject's history or genotype. The parameters may also include: whether the cells are syngeneic, autologous, allogeneic, or xenogeneic; their potency (specific activity); the site and/or distribution that must be targeted for the cells/medium to be effective; and such characteristics of the site such as accessibility to cells/medium and/or engraftment of cells. Additional parameters include co-administration with other factors (such as growth factors and cytokines). The optimal dose in a given situation also will take into consideration the way in which the cells/medium are formulated, the way they are administered, and the degree to which the cells/medium will be localized at the target sites following administration. Finally, the determination of optimal dosing necessarily will provide an effective dose that is neither below the threshold of maximal beneficial effect nor above the threshold where the deleterious effects associated with the dose outweighs the advantages of the increased dose.


It is to be appreciated that a single dose may be delivered all at once, fractionally, or continuously over a period of time. The entire dose also may be delivered to a single location or spread fractionally over several locations.


In various embodiments, cells/medium may be administered in an initial dose, and thereafter maintained by further administration. Cells/medium may be administered by one method initially, and thereafter administered by the same method or one or more different methods. The levels can be maintained by the ongoing administration of the cells/medium. Various embodiments administer the cells/medium either initially or to maintain their level or expand in the subject. In a variety of embodiments, other forms of administration, are used, dependent upon the patient's condition and other factors, discussed elsewhere herein.


It is noted that human subjects are treated generally longer than experimental animals; but, treatment generally has a length proportional to the length of the disease process and the effectiveness of the treatment. Those skilled in the art will take this into account in using the results of other procedures carried out in humans and/or in animals, such as rats, mice, non-human primates, and the like, to determine appropriate doses for humans. Such determinations, based on these considerations and taking into account guidance provided by the present disclosure and the prior art will enable the skilled artisan to do so without undue experimentation.


Suitable regimens for initial administration and further doses or for sequential administrations may all be the same or may be variable. Appropriate regimens can be ascertained by the skilled artisan, from this disclosure, the documents cited herein, and the knowledge in the art.


The dose, frequency, and duration of treatment will depend on many factors, including the nature of the disorder, the subject, and other therapies that may be administered. Accordingly, a wide variety of regimens may be used to administer the cells/medium.


In some embodiments cells/medium are administered to a subject in one dose. In others cells/medium are administered to a subject in a series of two or more doses in succession. In some other embodiments wherein cells/medium are administered in a single dose, in two doses, and/or more than two doses, the doses may be the same or different, and they are administered with equal or with unequal intervals between them.


Cells/medium may be administered in many frequencies over a wide range of times. In some embodiments, they are administered over a period of less than one day. In other embodiment they are administered over two, three, four, five, or six days. In some embodiments they are administered one or more times per week, over a period of weeks. In other embodiments they are administered over a period of weeks for one to several months. In various embodiments they may be administered over a period of months. In others they may be administered over a period of one or more years. Generally lengths of treatment will be proportional to the length of the disease process, the effectiveness of the therapies being applied, and the condition and response of the subject being treated.


Definitions:


As used herein and unless otherwise stated, the term “growth factor medium” means a combination of growth medium and a growth factor cocktail. The growth medium contains DM EM cell culture medium, 10% fetal bovine serum and 1% penicillin/streptomycin. The growth factor cocktail contains 20 ng/ml EGF, 10 ng/ml IL6, 10 ng/ml TGFβ1, 50 μM ascorbic acid, 3 mM calcium ions in HBS buffer, and 2 mM phosphate ions in HBS buffer. The composition of the growth factor medium is described in example 2, table 6.


The concentration of TGFβ1 that is added to the growth factor containing medium can range from about 1 ng/ml to about 100 ng/ml TGFβ1. However, the invention also emcompasses sub-ranges of concentrations of TGFβ1. For example, from about 1-10 ng/ml, 1-20 ng/ml, 1-30 ng/ml, 1-40 ng/ml, 1-50 ng/ml, 1-60 ng/ml, 1-70 ng/ml, 1-80 ng/ml and 1-90 ng/ml. The preferred concentration of TGFβ1 that is added to the growth factor containing medium is 10 ng/ml.


The concentration of EGF that is added to the growth factor containing medium can range from about 2 ng/ml to about 200 ng/ml EGF. However, the invention also emcompasses sub-ranges of concentrations of EGF. For example, from about 2-20 ng/ml, 2-30 ng/ml, 2-40 ng/ml, 2-50 ng/ml, 2-60 ng/ml, 2-70 ng/ml, 2-80 ng/ml, 2-90 ng/ml, 2-100 ng/ml, 2-110 ng/ml, 2-120 ng/ml, 2-130 ng/ml, 2-140 ng/ml, 2-150 ng/ml, 2-160 ng/ml, 2-170 ng/ml, 2-180 ng/ml and 2-190 ng/ml. The preferred concentration of EGF that is added to the growth factor containing medium is 20 ng/ml.


The concentration of IL6 that is added to the growth factor containing medium can range from about 1 ng/ml to about 100 ng/ml IL6. However, the invention also emcompasses sub-ranges of concentrations of IL6. For example, from about 1-10 ng/ml, 1-20 ng/ml, 1-30 ng/ml, 1-40 ng/ml, 1-50 ng/ml, 1-60 ng/ml, 1-70 ng/ml, 1-80 ng/ml and 1-90 ng/ml. The preferred concentration of IL6 that is added to the growth factor containing medium is 10 ng/ml.


The concentration of calcium ions that is added to the growth factor containing medium can range from about 0.3 mM to about 12 mM. However, the invention also emcompasses sub-ranges of concentrations of calcium ions. For example, from about 0.3-5 mM, 3-5 mM, 0.3-7 mM, 3-7 mM, 0.3-9 mM, 3-9 mM and 3-12 mM. The preferred concentration of calcium ions that is added to the growth factor containing medium is 3 mM.


The concentration of serum that is added to the growth factor containing medium can range from about 0% to about 20%. However, the invention also emcompasses sub-ranges of concentrations of serum. For example, from about 0-10%, 5-10%, 5-15%, 10-15%, 5-20% and 10-20%. The preferred concentration of serum that is added to the growth factor containing medium is 10%.


The concentration of ascorbic acid that is added to the growth factor containing medium can range from about 10−4NA to about 10−7M. However, the invention also emcompasses sub-ranges of concentrations of ascorbic acid. For example, from about 10−4-10−5M, 10−4-10−6M, 10−4-10−7M, 5×10−5-10−6M and 5×10−5-10−7M. The preferred concentration of ascorbic acid that is added to the growth factor containing medium is 50 μM.


The concentration of phosphate ions that is added to the growth factor containing medium can range from about 0.2 mM to about 8 mM. However, the invention also emcompasses sub-ranges of concentrations of phosphate ions. For example, from about 0.2-4 mM, 2-4 mM, 0.2-6 mM, 2-6 mM and 2-8 mM. The preferred concentration of calcium ions that is added to the growth factor containing medium is 2 mM.


As used herein and unless otherwise stated, the term “ osteogenic phenotype ” means expression of gene markers, that are well known to a person skilled in the art, such as alkaline phosphatase, collagen type I, osterix, osteocalcin, cadherin 11, RANK ligand,


BMP2, Bone Sialo Protein and Secreted Phospho Protein 1 and is able to form bone tissue when implanted in an orthotopic, heterotopic or ectopic environment in vivo as well known to a person skilled in the art.


As used herein and unless otherwise stated, the term “ mesenchymal cells ” means any cell type derived from tissues originating from the mesoderm or neural crest during embryonic development or have the phenotype as described in Dominici et al. (Dominici 2006, Cytotherapy, Vol.8 n° 4, 315-17).


As used herein and unless otherwise stated, the term “ periosteum derived cells ” means any cell type that is isolated from the periosteum well known to a person skilled in the art.


As used herein and unless otherwise stated, the term “ cells that express a primitive mesenchymal phenotype ” means any cell type originating from the mesoderm or neural crest during embryonic development or derived from stem cell differentiation or (partial) dedifferentiation such as by the IPS technology, well known to the skilled person, and which will give rise to cells that contribute to all mesenchymal tissues as known to a person skilled in the art. These primitive cells may express markers that upon genetic labeling at the moment of expression, can be found in any mesenchymal tissue at later stages of development. Examples of such markers include but are not limited to PRX1, PRX2, and Sox9.


As used herein and unless otherwise stated, the term “ bone disorders ” means any medical condition that affects the bone, examples of such bone disorders include but are not limited to bone diseases such as osteoporosis, Paget's disease, congenital pseudoarthrosis, among others and also include bone injuries such as bone fractures, delayed union fractures and non-healing bone disorders as known to a person skilled in the art.


As used herein and unless otherwise stated, the term “ non-healing bone defect” means permanent failing of healing of a structural defect of the bone leading to loss of integrity. Examples of such non union bone defects include but are not limited to atrophic, hypertrophic fractures and large bone defects as known to a person skilled in the art.


“ Stem cell ” means a cell that can undergo self-renewal (i.e., progeny with the same differentiation potential) and also produce progeny cells that are more restricted in differentiation potential. Within the context of the invention, a stem cell would also encompass a more differentiated cell that has dedifferentiated, for example, by nuclear transfer, by fusions with a more primitive stem cell, by introduction of specific transcription factors, or by culture under specific conditions. See, for example, Wilmut et al., Nature, 385:810-813 (1997); Ying et al., Nature, 416:545-548 (2002); Guan et al., Nature, 440:1199-1203 (2006); Takahashi et al., Cell, 126:663-676 (2006); Okita et al., Nature, 448:313-317 (2007); and Takahashi et al., Cell, 131:861-872 (2007).


Dedifferentiation may also be caused by the administration of certain compounds or exposure to a physical environment in vitro or in vivo that would cause the dedifferentiation. Stem cells also may be derived from abnormal tissue, such as a teratocarcinoma and some other sources such as embryoid bodies (although these can be considered embryonic stem cells in that they are derived from embryonic tissue, although not directly from the inner cell mass).


“ Subject ” means a vertebrate, such as a mammal. Mammals include, but are not limited to, humans, dogs, cats, horses, cows and pigs.


The term “ therapeutically effective amount ” refers to the amount determined to produce any therapeutic response in a mammal. For example, effective amounts of the therapeutic cells or cell-associated agents may prolong the survivability of the patient, and/or inhibit overt clinical symptoms. Treatments that are therapeutically effective within the meaning of the term as used herein, include treatments that improve a subject's quality of life even if they do not improve the disease outcome per se. Such therapeutically effective amounts are ascertained by one of ordinary skill in the art through routine application to subject populations such as in clinical and pre-clinical trials. Thus, to “treat” means to deliver such an amount. “Treat”, “treating” or “treatment” are used broadly in relation to the invention and each such term encompasses, among others, preventing, ameliorating, inhibiting, or curing a deficiency, dysfunction, disease, or other deleterious process, including those that interfere with and/or result from a therapy.


The present invention is additionally described by way of the following illustrative, non-limiting Examples providing a better understanding of the present invention and of its many advantages.


EXAMPLES
Example 1: Experimental Procedures

Cell culture. Periosteum was harvested from four patients (male/female/age) and periosteal cells were enzymatically released from the matrix. Tissue culture plastic adherent cells were expanded in DMEM medium supplemented with 10% fetal bovine serum as described previously (6). For in vitro osteogenic differentiation assays, passage 6 to passage 9 hPDCs (pool of four different donors) were seeded at 3000 cells/cm2 in either 96-well plates to assess proliferation and alkaline phosphatase activity or in the middle eight wells of a 24-well plate for quantifying gene expression.


Medium was changed every other day. Supplemental factors were TNFα, IL6 (R&D Systems, USA), TGFβ1 (Stem Cell Research, USA), Ascorbic Acid (Sigma,USA), Ca and Pi (SigmaUSA). Calcium and phosphate ion working solutions were prepared as described in (7).


Preparation of the scaffolds. Collagraft™ (Neucoll Inc., Cambell, Calif., US), an open porous composite made of calcium phosphate (CaP) granules consisting of 65% hydroxyapatite (HA) and 35% β-tri-calcium phosphate (β-TCP), embedded in a bovine collagen type I matrix, was punched into 21 mm3 cylindrical (diameter 3 mm, height 3 mm) scaffolds. Half of the Collagraft™ carriers were immersed in an EDTA/PBS buffer for two weeks to reduce the amount of calcium phosphate. Control scaffolds were left untreated. After treatment, the scaffolds were washed twice with PBS followed by lyophilization to dry the structures.


In vivo osteogenesis. Passage 3 hPDCs were trypsin released, centrifuged and re-suspended at a concentration of 20 million cells/ml. One million cells were drop seeded on the upper surface of each scaffold (Collagraft™ or EDTA decalcified Collagraft™) or replated in a T175 flask (2D reference condition) and incubated overnight at 37° C. to allow cell attachment. After incubation, the Collagraft™ was directly implanted subcutaneously in the back at the cervical region of NMRI-nu/nu mice. All procedures on animal experiments were approved by the local ethical committee for Animal Research (Katholieke Universiteit Leuven). The animals were housed according to the guidelines of the Animalium Leuven (Katholieke Universiteit Leuven).


RNA extraction and microarray analysis. Twenty hours after seeding (in vitro) and 2, 8 and 18 days after implantation (in vivo) implants were harvested, flash frozen in liquid nitrogen, homogenized (Ingenieurburo CAT M. Zipperer GmbH, Staufen, Germany) and processed for RNA extraction with the fibrous mini RNA extraction kit (Qiagen) according to the manufacturer's procedures. The microarrays were processed by the Micro Array Facility of the VIB (Flemish Institute of Biotechnology, Leuven, Belgium). Briefly, one microgram of RNA from each sample that passed the Quality Control as determined by band densitometry of ribosomal RNA was spotted on Agilent Single Color


Human MicroArray Chips (Agilent H44K). Fluorescent intensities were measured and converted into Log2 values. Differentially gene expression between two consecutive time points or between the Collagraft™ and decalcified Collagraft™ condition was determined by student t-test with a cut off p-value of 0.001.


Selection of Gene Of Interest (GOI) and bioinformatics analysis. A GOI was defined as a gene which was differentially expressed between two consecutive time points in the Collagraft™ condition, but not in the decalcified condition and which was differentially expressed between the two conditions at the latter time point (cut-off: p<0.001). After removing duplicate probes and unknown ID's the list of GOI contained 946 genes (Table 2).









TABLE 2







List of GOI: genes that are significantly regulated between two consecutive


time points in CPRM and differentially expressed as compared to CPDM. For each time


point, genes are ranked from high to low expression (italic). Values are log ratios


normalized to gene expression levels of plastic adherent cells at 20 h after seeding.


Genes marked in bold are genes which are associated with bone formation according to


gene annotation in DAVID.











Log2 expression levels












EDTA decalcified





Collagraft
Collagraft
















Gene Name
Pubmed ID
20 h
2 days
8 days
18 days
20 h
2 days
8 days
18 days










Up regulated and differentially expressed at 20 h
















NR4A3
NM_173199
2.46
0.13
0.06
0.01

5.01

0.63
0.12
0.00


NR4A1
NM_002135
2.70
1.54
1.17
0.26

4.47

2.33
2.21
0.48


BCL2L11
NM_138621
2.24
5.62
5.88
5.66

3.9/

5.77
5.82
5.47


SOCS2
NM_003877
1.52
1.07
0.41
0.42

2.61

1.31
0.51
-0.20


KIAA0513
NM_014732
−0.05
1.75
1.78
1.48

2.46

2.41
2.34
0.52


PTPN1
NM_002827
0.49
−0.54
−1.16
−1.27

2.39

−0.80
−1.20
−0.74


LOC730167
XM_001134097
0.39
−0.01
1.18
−0.44

2.36

0.82
1.78
−1.24


GNB5
BC011671
0.22
−1.33
−1.38
−1.29

2.31

−1.24
−1.30
−0.94


LRRC17
NM_005824
3.19
5.47
8.32
7.79

2.11

6.91
8.60
8.33


PTP4A1
NM_003463
0.62
0.05
0.33
0.38

2.07

0.51
0.66
0.12


SETX
NM_015046
0.27
−0.03
−0.07
−0.15

1.41

−0.15
−0.01
−0.10


C1ORF88
NM_181643
2.63
0.96
0.56
1.28

1.38

1.91
0.16
0.70


MUC13
NM_033049
0.19
0.23
0.07
−0.07

1.32

0.18
0.34
−0.09


ZBTB10
NM_023929
−0.01
−0.46
−0.50
−0.27

1.07

−0.37
−0.46
−0.14







Down regulated and differentially expressed at 20 h
















TFDP3
NM_016521
−2.46
−3.37
−3.39
−3.44

−1.45

−3.37
−3.37
−3.32


CCNJ
NM_019084
−2.43
0.72
1.24
1.85

−1.21

1.38
1.95
1.41







Up regulated and differentially expressed at 2 days
















SORBS1
NM_006434
0.02
4.43
8.84
8.99
0.02

9.24

9.11
8.12


C1QB
NM_000491
0.00
7.26
10.17
10.38
0.00

8.76

10.23
9.48


CCND2
NM_001759
0.91
5.75
8.29
8.25
0.92

7.81

8.27
7.58


C4B
NM_001002029
0.78
4.61
8.74
9.30
0.74

7.43

9.21
8.56


LOC100292101
BC048193
1.52
3.81
6.72
5.95
1.72

7.43

6.31
4.92


RBP1
NM_002899
0.00
4.62
9.16
9.43
−0.01

7.07

9.96
9.23


LRRC17
NM_005824
3.19
5.47
8.32
7.79
2.11

6.91

8.60
8.33


TPPP3
NM_016140
0.36
5.38
6.35
6.49
0.31

6.76

7.14
6.09


PTPRD
NM_002839
−0.13
3.11
7.64
8.33
0.42

6.45

8.12
8.07


GPD1
NM_005276
−0.14
−0.25
6.19
5.77
0.23

6.42

5.48
5.60


TIE1
NM_005424
0.01
2.00
6.97
6.89
−0.28

6.33

7.20
6.61


CPXM1
NM_019609
0.55
4.31
7.63
8.38
0.54

6.26

8.13
6.61


HIST1H2AB
NM_003513
−0.16
4.95
6.38
6.91
0.03

6.10

6.62
6.29


SPTB
NM_001024858
−0.25
2.04
3.91
3.98
−0.72

6.07

5.55
3.65


PCDH19
NM_020766
0.48
3.92
6.83
6.74
0.40

6.02

7.38
5.70


ITM2A
NM_004867
−0.31
2.84
8.75
8.39
−0.45

5.97

9.52
7.82


TSPAN13
NM_014399
0.14
4.20
6.58
6.74
0.01

5.97

6.59
5.70


CPA3
NM_001870
−0.72
3.43
7.30
5.00
−0.64

5.89

7.75
3.30


DCAF4L2
NM_152418
0.04
3.96
4.42
6.65
0.02

5.87

5.38
5.17


SLC24A3
NM_020689
0.52
3.12
6.17
6.72
0.68

5.77

6.76
5.98


PPARGC1B
AK024346
−0.17
3.81
6.11
6.88
−0.17

5.68

6.96
7.33


TSPAN7
NM_004615
0.03
0.94
5.15
5.80
−0.12

5.58

5.74
6.57


S100A1
NM_006271
0.06
3.58
6.61
7.58
−0.10

5.52

6.55
6.41


D4S234E
NM_014392
−0.15
3.68
5.23
5.25
−0.38

5.50

6.40
5.15


LBP
NM_004139
−0.01
2.91
6.11
6.07
−0.02
custom-character
7.67
5.58



CTNNB1

NM_001904

−0.25


4.40


5.95


5.92


−0.58



custom-character



6.41


5.59




PTH1R

NM_000316

0.88


2.32


6.58


6.67


0.47



custom-character



6.72


7.35



ALDH1L1
NM_012190
−0.45
−0.12
5.08
5.20
−0.43

5.43

4.88
4.39


LMO1
NM_002315
0.02
3.03
5.97
5.87
0.11

5.40

5.67
4.89


HRASLS2
NM_017878
0.22
2.99
6.19
5.67
−0.15

5.28

6.78
4.90


UBL4A
NM_014235
−0.37
4.21
4.95
5.88
−0.41

5.22

5.61
4.99


GPC3
NM_004484
−0.95
2.86
7.10
7.00
−1.04

5.19

7.52
5.95


ENO3
NM_001976
0.66
1.99
2.58
3.85
0.41

5.12

4.25
3.39


BOK
AF089746
−0.25
3.09
5.51
5.85
0.02

4.95

6.04
5.29


HFE2
NM_213653
0.02
1.07
0.98
0.27
−0.14

4.84

3.16
−0.13


OPCML
NM_001012393
−0.21
2.56
7.14
7.28
−0.55

4.80

7.11
6.23


MYL4
NM_002476
−0.28
1.66
4.71
4.58
−0.62

4.80

5.99
3.91


FBXL16
NM_153350
−0.13
2.85
5.08
5.63
0.21

4.69

5.92
5.70


UNC45B
NM_173167
−0.92
−0.92
5.05
5.56
−0.92

4.59

5.86
4.20


MRPL2
NM_015950
0.72
3.52
4.53
4.36
0.67

4.59

4.98
3.66


RAD51L1
NM_133510
0.79
2.22
6.99
5.82
0.53

4.53

7.19
4.00


DMD
NM_004010
−0.65
0.33
4.96
5.54
−0.52

4.45

5.82
4.82


PAX6
NM_001604
−0.03
2.81
3.43
7.09
−0.04

4.42

4.63
5.57


HIST2H4B
NM_003548
1.83
3.30
4.39
4.78
0.85

4.33

4.78
4.29


MARK1
NM_018650
−0.45
2.07
5.30
6.27
−0.36

4.30

6.16
4.88


DACH1
NM_080759
0.03
1.52
5.01
5.19
−0.01

4.30

5.97
4.20


DYSF
NM_003494
1.83
0.97
4.62
5.03
1.75

4.30

5.20
5.05


PTPRB
NM_002837
−0.12
−0.61
4.78
4.61
−0.19

4.21

5.12
3.94


ABCG2
NM_004827
−0.15
2.46
4.98
5.06
−0.38

4.20

5.29
4.25


SHANK3
NM_001080420
0.80
1.66
4.30
5.45
0.89

4.17

4.81
4.86


ICA1
NM_004968
0.76
1.46
5.24
5.73
0.50

4.14

5.64
5.27


HIST1H4I
NM_003495
1.54
3.00
4.19
4.43
0.69

4.07

4.55
3.90


MYLK2
NM_033118
−0.29
1.20
2.24
2.90
−0.17

4.07

3.80
2.38


HIST1H2AH
NM_080596
−0.07
2.89
3.88
4.36
0.07

4.02

4.19
3.95


HIST1H2AJ
NM_021066
0.13
2.90
4.13
4.52
0.16

4.00

4.37
3.97


MKL2
NM_014048
−0.36
2.89
4.74
5.24
−0.51

4.00

5.04
4.27


HIST1H2AE
NM_021052
0.98
2.71
3.92
3.15
0.80

3.92

4.31
2.39


HIST1H4F
NM_003540
1.60
2.87
4.16
4.35
0.68

3.92

4.52
3.82


FFAR2
NM_005306
−0.21
−0.71
3.23
2.20
−0.09

3.91

1.82
1.02


ASH1L
NM_018489
−0.19
2.83
3.94
4.24
−0.07

3.84

4.30
3.63


HPR
NM_020995
−0.01
0.58
1.77
0.36
1.00

3.84

0.42
0.13


TEKT2
NM_014466
1.47
2.20
3.91
4.49
0.91

3.81

4.40
4.16


PVT1
NR_003367
0.08
2.69
4.13
4.35
0.31

3.81

4.75
3.20


LIPE
NM_005357
0.44
0.96
3.60
3.22
0.51

3.80

3.46
2.53


HP
NM_005143
0.08
1.63
2.89
2.82
0.13

3.78

3.35
1.64


ENTPD8
NM_001033113
−0.28
2.24
4.61
3.72
−0.31

3.76

5.33
2.69


GINS1
NM_021067
−0.87
1.75
1.82
0.97
−0.75

3.74

3.80
0.97


RHOJ
NM_020663
−0.68
2.00
4.34
5.05
−0.77

3.7/

4.79
4.09


HIST1H2AK
NM_003510
0.03
2.56
3.51
4.04
0.04

3.68

3.75
3.59


GRB10
NM_001001555
0.46
1.95
4.32
4.06
0.32

3.53

4.72
3.75


PRKCQ
NM_006257
0.18
0.82
2.37
0.53
−0.01

3.52

2.79
0.18



WWTR1

NM_015472

1.22


1.33


4.00


3.52


1.54



custom-character



4.50


3.54




HOXA2

NM_006735

1.03


2.34


4.63


4.18


0.93



custom-character



4.33


3.79



STOX2
NM_020225
−0.49
1.42
4.10
4.66
−1.20

3.40

4.90
4.22


HIST1H2AG
NM_021064
−0.17
2.30
3.23
3.72
−0.01

3.31

3.59
3.28


HIST1H2AD
NM_021065
1.07
2.26
2.65
2.49
0.78

3.28

3.20
2.25


EFNB2
NM_004093
−3.47
1.28
3.97
4.08
−3.11

3.28

4.52
3.30


SLC25A4
NM_001151
−0.35
1.54
3.46
3.26
−0.30

3.26

3.89
2.92


C1QC
NM_172369
−0.02
0.81
1.82
1.38
−0.07

3.26

4.51
0.65


NPTXR
NM_014293
−0.68
0.07
1.32
0.19
−0.30

3.22

2.34
−0.06


LONRF3
NM_024778
0.17
1.53
4.02
4.10
0.03

3.15

4.64
2.95


ADCY5
NM_183357
−0.06
−0.02
3.27
2.67
0.19

3.14

3.89
2.39


HIC1
BY798288
0.68
1.59
4.37
4.36
0.84

3.12

4.44
3.78


TRIM26
NM_003449
−0.56
1.68
2.91
3.77
−0.21

3.05

2.98
2.88


SPOCK2
NM_014767
0.46
−0.20
2.75
2.52
0.54

3.01

3.88
1.66


TMEM48
NM_018087
0.95
1.97
2.43
2.09
0.76

3.01

2.97
1.44


CHCHD10
NM_213720
0.50
0.83
2.59
3.42
0.49

2.99

3.16
4.14


ALAD
NM_001003945
0.06
1.19
3.01
3.50
−0.13

2.96

3.45
2.66


KDR
NM_002253
−0.47
0.14
3.03
1.41
−0.28

2.95

3.59
1.56


LSM11
NM_173491
0.90
1.87
2.42
2.79
1.20

2.94

3.07
1.96


ATP1B1
NM_001677
−1.25
0.34
2.93
3.16
−0.49

2.90

3.38
3.67


NPHP1
NM_000272
1.17
1.86
3.19
3.40
0.79

2.89

3.79
2.78


CALB2
NM_001740
−0.18
0.24
5.21
6.43
−0.19

2.88

6.17
7.07


HIST2H2AC
NM_003517
0.65
1.80
2.36
2.13
0.48

2.88

2.83
2.00


TCF7L1
NM_031283
−0.23
0.96
3.36
4.08
−0.05

2.88

3.81
3.04


BBS5
NM_152384
0.11
1.78
3.67
3.25
0.39

2.86

4.27
2.26


KCNC3
NM_004977
−0.02
1.61
3.02
2.80
0.42

2.84

3.49
2.15


NFIX
NM_002501
−0.27
1.45
3.86
3.33
−0.25

2.80

4.30
3.18


ZNF213
NM_004220
0.39
1.64
4.79
2.45
0.28

2.77

5.03
2.11


PLK1
NM_005030
1.46
1.26
2.06
1.01
1.18

2.76

2.54
1.62


GSTM4
NM_147148
0.19
1.22
3.83
3.59
−0.25

2.75

4.16
2.90


SLC4A4
NM_003759
−0.65
−0.50
2.62
2.39
−0.64

2.72

3.05
1.29


TMEM33
BU567141
−0.83
0.70
5.78
4.27
−0.65

2.72

5.82
2.25


FKBP1A
NM_054014
−0.27
1.56
3.17
3.07
−0.08

2.68

3.55
2.40


INMT
NM_006774
0.42
0.45
2.61
2.54
0.14

2.68

3.27
1.12


CELF1
NM_198700
0.11
1.30
2.09
2.83
0.62

2.66

2.97
2.47


EIF4B
NM_001417
0.23
0.77
5.25
3.16
0.11

2.65

5.52
1.24


ZNF423
NM_015069
−0.64
−0.21
4.17
4.49
−0.71

2.63

4.74
3.79


TBRG1
NM_032811
0.27
1.17
2.54
2.30
0.42

2.62

3.53
1.88


AGAP1
NM_014914
0.58
1.37
2.95
3.66
0.22

2.56

3.66
2.84


ATP2A2
NM_001681
−0.24
1.14
2.26
2.07
0.27

2.55

2.99
1.48


GPR27
THC2522889
−0.18
1.34
2.96
1.76
0.06

2.54

2.69
1.10


GRRP1
NM_024869
−0.09
0.71
2.81
3.24
−0.04

2.53

3.36
2.57


SUV39H1
NM_003173
−0.38
1.23
2.46
1.78
−0.56

2.49

2.85
1.76


TEX261
NM_144582
−0.82
1.46
2.99
2.59
−0.76

2.48

3.39
1.93


ARL6
NM_032146
0.74
0.91
3.42
2.12
0.58

2.40

3.78
1.14


SLC35A2
NM_005660
−0.42
1.01
3.19
3.57
−0.43

2.38

3.62
3.11


LIX1L
NM_153713
0.66
1.02
3.11
3.51
0.72

2.37

3.74
2.94


TTC23L
NM_144725
0.21
−0.03
0.56
1.78
−0.08

2.36

0.67
1.10


HISTIH2BJ
NM_021058
0.51
1.24
4.14
4.07
0.04

2.29

3.80
3.19


(includes











EG: 8970)











LRRN2
NM_201630
−0.62
0.80
3.52
3.62
−0.68

2.23

3.52
2.07


DLC1
NM_024767
0.74
1.06
2.65
3.31
0.66

2.22

3.51
3.02


HS6ST2
NM_147175
−0.11
0.03
3.35
2.30
−0.02

2.22

4.86
1.99



THRA

NM_003250

0.20


1.05


3.30


3.80


0.10



custom-character



3.33


3.06



TNKS1BP1
NM_033396
−0.03
1.10
2.43
3.27
−0.10

2.20

2.87
2.28


C14ORF73
NM_001077594
0.45
0.21
1.56
1.39
0.32

2.16

2.50
0.57


NOTCH4
NM_004557
−0.39
0.89
2.32
1.58
−0.30

2.13

2.60
1.76


HIST1H2AM
NM_003514
0.17
1.07
1.77
1.92
0.21

2.10

2.18
1.49


ZKSCAN4
AK056698
−0.20
0.89
2.74
2.28
−0.05

2.10

3.22
1.65


GJC1
NM_005497
−1.98
0.07
2.47
2.56
−1.60

2.07

3.04
1.97


PLXNA4
AB046770
−2.00
0.23
2.56
2.19
−1.55

2.07

3.39
3.49


LIPI
NM_198996
0.01
0.99
2.60
2.28
−0.11

2.07

3.01
1.73


(includes











EG: 149998)











TGM1
NM_000359
−0.87
0.89
1.43
1.86
−1.15

2.05

1.87
1.41


SH3PXD2A
NM_014631
0.66
0.88
2.63
3.31
0.65

2.04

2.92
3.94


TMEM145
NM_173633
0.75
0.83
1.90
1.81
0.52

2.03

2.51
1.44


B3GNT6
NM_138706
0.03
0.66
2.42
2.20
−0.19

2.01

2.92
1.18


EEF1D
NM_032378
0.16
0.91
3.37
3.12
0.07

2.01

3.43
2.26


CDCA3
NM_031299
0.45
0.72
0.92
0.76
0.24

2.00

1.85
1.07


RPL3L
NM_005061
−0.30
0.38
2.54
1.40
−0.04

1.99

3.28
0.87


PLK4
NM_014264
−0.06
0.58
1.08
0.15
0.07

1.89

2.03
0.09


SFRS6
NM_006275
−0.36
0.49
2.11
1.58
−0.81

1.87

2.77
1.51


WAS
NM_000377
−0.18
0.74
2.18
1.89
−0.15

1.86

2.46
1.19


LOC440419
BC037244
0.47
0.78
1.78
1.42
0.33

1.86

2.55
0.62


KCNG4
NM_172347
−0.37
0.30
4.01
2.55
−0.61

1.84

4.52
1.84


TNIK
BE893137
−0.73
−0.49
2.93
2.57
−0.10

1.83

3.80
2.10


ASPG
NM_001080464
−0.26
−0.13
2.35
2.15
−0.23

1.79

2.04
1.12


FAM167B
NM_032648
−0.19
0.08
1.89
2.70
−0.30

1.75

2.42
2.02


EMX1
NM_004097
−0.62
−0.66
2.54
1.31
−0.79

1.71

3.95
1.43


GALNTL1
NM_020692
0.29
−0.10
2.24
2.31
0.29

1.70

2.92
1.22


C22ORF45
BC045098
−0.16
0.22
2.04
2.01
−0.28

1.69

2.60
1.10


LY6G6F
NM_001003693
−0.28
0.04
2.02
0.49
0.14

1.68

2.03
0.14


CD3E
NM_000733
−0.52
0.02
2.86
2.20
−0.61

1.67

3.77
1.20


VAV3
NM_006113
0.00
0.06
0.52
1.43
−0.03

1.65

0.37
0.77


DAP
NM_004394
−0.31
0.61
2.97
2.87
−0.26

1.64

3.30
2.75


B4GALT2
BC002431
0.15
0.60
2.21
1.94
0.17

1.61

2.56
1.51


DFFB
NM_001004285
0.00
0.00
1.67
2.44
−0.26

1.61

2.38
2.56


LTC4S
NM_145867
−0.39
−0.03
1.50
1.80
−0.32

1.57

1.58
2.29


HIPK2
BC041926
−0.47
0.36
2.53
2.77
−0.67

1.55

2.57
1.38


SPDYE3
NM_001004351
−0.29
0.32
2.16
2.12
0.05

1.53

2.60
1.09


NAA16
NM_018527
−0.39
−0.16
0.89
1.00
−0.13

1.51

0.52
0.73


RAD54L
NM_003579
−0.37
0.37
0.70
0.76
−0.15

1.50

1.18
1.26


ZSCAN2
NM_181877
0.20
0.16
2.37
1.76
0.23

1.49

2.76
0.96


KCTD17
NM_024681
−0.41
0.17
2.10
2.38
−0.55

1.41

2.67
2.07


PROKR1
NM_138964
−0.58
0.20
1.58
1.86
−0.39

1.40

2.01
1.02


SLC9A3R2
NM_004785
−0.63
0.07
2.05
2.97
−0.55

1.40

2.35
2.55


ASAH2
NM_019893
−0.62
0.21
2.05
2.47
−0.52

1.36

2.22
1.50


ASRGL1
NM_025080
−0.61
−0.55
0.90
0.09
−0.11

1.32

0.61
0.09


HMGB3
NM_005342
−0.55
0.05
1.05
1.22
−0.30

1.31

1.80
2.21


RASEF
NM_152573
0.01
0.14
2.74
2.62
−0.04

1.28

2.83
1.69


UHRF1
NM_013282
−2.00
−0.07
0.74
−0.17
−2.38

1.16

1.09
−0.07


PCBP4
NM_033010
−1.03
0.12
1.30
2.12
−0.94

1.14

1.65
1.86


BTC
NM_001729
−0.01
0.07
0.00
0.05
−0.01

1.12

0.00
−0.01


JPH2
NM_020433
−0.57
−1.50
1.20
0.45
−0.62

1.10

1.94
0.05


CCR3
NM_001837
−0.35
−0.17
0.71
0.75
−0.42

1.09

1.26
0.07


CCNA2
NM_001237
−0.06
−0.27
0.08
−2.05
−0.08

0.95

0.81
−0.77


DUSP10
NM_007207
−0.08
−0.59
0.58
0.01
−0.20

0.89

1.12
0.39


PTPLA
NM_014241
−1.39
−0.35
1.25
1.46
−1.34

0.89

2.00
0.82


MGC16703
NM_145042
−1.17
−0.51
0.11
−1.32
−1.30

0.86

0.94
−1.30


CUEDC1
NM_017949
−0.61
−0.20
1.12
0.96
−0.75

0.82

1.56
0.29


PPYR1
NM_005972
−1.07
−0.59
0.85
0.32
−0.68

0.46

1.12
−0.15


SPC25
NM_020675
−0.67
−0.56
0.18
−0.95
−0.76

0.45

0.70
−0.26



FGF18

NM_003862

−1.55


−1.96


−0.24


0.63


−2.01



custom-character



0.55


0.20








Down regulated and differentially expressed at 2 days
















GPR1
NM_005279
−1.24
−3.02
−3.37
−3.81
−1.76

−4.85

−5.21
−5.18


ASPN
NM_017680
0.29
−2.13
2.52
4.13
0.34

−4.27

2.18
4.65


CBWD6
AF293368
0.15
−2.34
−4.24
−4.75
0.06

−3.77

−4.62
−4.71


ZNF706
NM_016096
−0.49
−0.72
−0.99
−0.34
−0.71

−2.92

−1.97
−1.06


NCOR1
NM_006311
−0.82
−1.50
−2.66
−3.06
−0.71

−2.92

−3.49
−2.79


KIAA1841
BC039298
−1.83
−1.66
−3.06
−1.74
−1.66

−2.88

−3.18
−0.92


SMARCA4
NM_003072
−0.92
−1.40
−1.67
−3.54
−1.06

−2.69

−1.69
−1.84


USP25
NM_013396
−0.83
−0.58
−0.99
−2.22
−0.72

−2.65

−1.15
−2.80


DYM
NM_017653
0.52
−1.11
−0.91
−0.85
0.29

−2.64

−1.44
−0.90


MPPE1
NM_023075
−0.80
−0.76
−1.56
−1.62
−0.84

−2.63

−3.19
−1.39


PROS1
NM_000313
−0.15
−0.65
−0.98
−2.47
−0.17

−2.51

−3.19
−3.24


MSTO1
NM_018116
0.25
−1.08
−1.63
−1.24
−0.11

−2.50

−1.27
−0.08


AKT2
NM_001626
−0.46
−0.56
−1.81
−1.35
−0.61

−2.46

−0.33
−1.07


OGN
NM_033014
0.52
−0.60
1.00
3.19
0.36

−2.23

0.38
3.18


TTL
NM_153712
−0.64
−0.78
−2.46
−2.02
−0.48

−2.20

−2.50
−1.06


MBNL2
NM_144778
0.13
−0.30
−1.76
−2.49
0.16

−2.20

−2.00
−2.04


SVEP1
BC030816
0.39
0.30
−2.79
0.25
0.58

−1.99

−3.28
−1.03


ZDHHC20
NM_153251
0.02
−0.31
−2.46
−1.67
−0.06

−1.97

−3.14
−0.98


CDKAL1
ENST00000378610
0.13
−0.11
−0.41
−0.23
−0.11

−1.86

−0.22
−0.18


CACNB4
NM_001005747
0.35
−0.28
−0.40
−0.60
0.38

−1.74

−2.41
−2.05


PRKACB
NM_002731
−0.39
−0.53
−1.02
−1.86
−0.39

−1.58

−1.61
−1.54


ASAH1
NM_004315
−0.13
−0.42
−0.82
−1.63
−0.22

−1.50

−1.40
−2.40


KIAA1715
NM_030650
0.13
−0.30
0.17
−2.19
−0.10

−1.34

−0.43
−2.56


MIA3
ENST00000320831
0.66
0.07
−1.79
−1.52
0.49

−1.31

−2.22
−1.09


ECM2
NM_001393
0.55
0.45
1.61
2.50
0.52

−1.10

0.76
1.39


FAM134B
NM_019000
1.84
1.39
−1.47
−0.56
1.57

−0.27

−1.40
−0.60


AGTR1
NM_031850
2.56
2.21
−0.11
1.02
2.44

0.01

−0.42
−0.42







Upregulated and differentially expressed at 8 days
















GPSM3
NM_022107
−0.10
4.10
5.42
4.89
−0.04
5.07

7.07

3.98


HBD
NM_000519
−0.22
1.27
2.97
5.40
−0.54
3.47

6.28

1.82


CXCR3
NM_001504
−0.33
3.58
4.07
5.42
0.15
3.99

6.19

4.81


PPP3R1
NM_000945
0.07
3.33
4.50
4.31
0.35
4.42

5.85

3.80


FAM5C
NM_199051
−0.59
−0.59
1.17
2.78
−0.60
0.94

5.48

5.04


ITGB1BP3
NM_014446
−0.08
1.43
2.21
5.37
−0.11
2.47

5.13

4.52


ANO1
NM_018043
−0.04
0.97
1.40
4.46
0.09
0.33

4.72

8.09


CEL
NM_001807
−0.56
1.43
2.45
4.37
−0.27
1.93

4.62

3.57


GPR20
NM_005293
0.02
1.86
2.59
2.28
0.15
2.48

4.24

1.64


IRX1
NM_024337
−0.57
0.70
2.08
3.62
−0.04
1.60

3.86

2.85


GATA3
NM_001002295
0.04
0.48
0.30
6.23
−0.07
1.48

3.70

4.58


RASIP1
NM_017805
−0.32
1.00
1.69
3.52
−0.15
1.68

3.68

2.60


P2RY4
NM_002565
−0.18
0.76
1.85
3.59
−0.18
1.56

3.62

2.77


NKD2
NM_033120
1.32
−0.46
0.64
5.53
1.35
0.03

3.57

9.39


ERC2
NM_015576
−0.02
0.66
0.36
0.26
−0.04
0.48

3.55

0.81


GJB2
NM_004004
1.83
0.48
1.34
2.35
1.80
0.43

3.52

5.44



HOXB8

NM_024016

−0.03


0.72


0.65


0.33


−0.04


0.18



custom-character



0.38



CNIH2
NM_182553
−0.25
0.68
1.62
2.85
−0.17
1.18

3.31

2.16


EGLN3
NM_022073
4.82
1.12
0.36
3.16
3.61
1.10

3.28

5.23


SLN
NM_003063
0.03
0.13
0.06
0.54
0.02
0.11

3.18

7.86


RHO
NM_000539
−0.18
2.04
0.35
1.26
−0.22
1.01

3.10

1.29


GPR64
NM_005756
−0.42
0.19
1.83
0.44
−0.31
1.37

3.09

1.43


M96686
M96686
−0.57
0.21
−0.02
0.76
−0.15
0.46

2.99

2.19


MGC50722
NM_203348
−0.28
−0.28
0.24
2.52
−0.29
0.63

2.69

1.44


FRK
NM_002031
−0.36
0.03
0.75
0.28
−0.31
0.32

2.64

−0.01


NPM2
NM_182795
0.04
−0.26
0.77
1.90
−0.02
0.56

2.56

1.10


ENPP1
NM_006208
−0.75
−0.40
0.81
2.12
−0.65
−0.90

2.45

6.01


SLAMF7
NM_021181
−0.11
−0.10
0.83
1.61
0.00
0.36

2.42

0.99


LOC100129572
AK096041
0.00
0.00
0.05
0.11
−0.01
0.01

2.38

0.46


RP11-165I9.3
ENST00000381857
−0.26
0.28
0.24
−0.40
−0.34
−0.18

2.37

−0.49


CHRM3
NM_000740
0:34
0.23
0.22
−0.13
0.41
−0.07

2.37

−0.13


DBX2
NM_001004329
0.00
0.06
0.53
0.35
0.00
1.01

2.36

0.06


ODF3
NM_053280
0.10
0.01
0.30
0.69
0.15
0.15

2.36

0.48


PI15
NM_015886
−1.08
−0.76
−0.11
1.69
−0.26
−0.34

2.32

0.99


MAGEA5
NM_021049
−0.56
−0.81
0.21
1.53
0.00
−0.14

2.30

0.73


SLC41A1
NM_173854
0.28
0.65
0.25
−0.04
0.84
0.06

2.28

0.07


ACTRT2
NM_080431
−0.41
−0.69
0.34
2.41
0.13
0.43

2.18

1.45


IPCEF1
NM_015553
0.00
0.07
0.10
−0.02
−0.03
0.06

2.17

−0.04


RSPH10B
NM_173565
−0.03
0.00
−0.01
0.14
−0.03
0.11

2.17

0.30


CNTN2
NM_005076
−0.04
0.13
0.00
0.17
−0.06
0.05

2.16

−0.09


LOC100290146
ENST00000390622
0.02
0.08
0.20
0.19
−0.01
0.07

2.06

0.11


CCR4
NM_005508
−0.10
−0.18
−0.08
−0.15
−0.17
−0.13

1.90

−0.04


DQX1
NM_133637
0.01
0.04
0.12
0.31
−0.01
0.05

1.85

0.20


HDAC9
NM_058177
0.00
0.02
0.05
0.07
−0.01
−0.03

1.83

0.00


HECW1
NM_015052
0.01
0.03
0.07
0.15
0.00
−0.02

1.75

0.34


DLG2
NM_001364
0.02
0.13
0.24
0.40
0.01
0.49

1.73

0.49


SLC6A13
NM_016615
−0.37
−0.79
−0.53
0.10
−0.50
−0.73

1.34

−0.19


HIST1H3B
NM_003537
0.12
−0.21
−0.52
−0.12
−0.23
0.14

1.25

0.11


CREBBP
NM_004380
0.07
0.46
0.05
0.06
0.08
0.17

1.18

−0.02


IL3RA
NM_002183
0.26
−1.23
−0.41
0.04
−0.03
−0.54

1.16

−0.49


APP
NM_000484
0.23
−0.60
−0.48
−0.90
0.14
−0.45

0.55

−0.18


MKS1
NM_017777
−0.20
−0.84
−0.72
0.39
−0.33
−0.87

0.43

0.24


KRT33B
NM_002279
−2.10
−2.20
−1.97
−1.92
−1.77
−2.40

−0.28

−2.49


ZC3H7B
NM_017590
−1.48
−2.03
−1.53
−2.05
−1.40
−1.51

−0.29

−1.51







Down regulated and differentially expressed at 8 days
















CRIM1
NM_016441
−1.42
−2.71
−3.34
−4.83
−0.99
−3.15

−5.41

−5.91


AKAP12
NM_144497
0.66
−2.69
−2.87
−2.60
1.01
−2.27

−4.99

−4.06


CST6
NM_001323
0.01
−1.12
−2.49
−5.19
0.18
−1.45

−4.77

−5.43


LOC730101
AK095359
−0.40
−1.30
−2.10
−3.28
−0.80
−2.11

−4.73

−3.39


FEM1C
NM_020177
1.51
−1.27
−2.00
−2.94
1.53
−1.31

−4.49

−2.78


K1TLG
NM_000899
−1.34
−1.42
−1.38
−3.73
−1.43
−2.17

−4.48

−4.39


LACTB
NM_171846
−0.34
−1.35
−2.58
−2.12
−0.20
−1.71

−4.42

−2.15


GYG1
NM_004130
−0.87
−0.85
−1.86
−2.27
−0.76
−1.63

−4.36

−2.34


AKIRIN1
NM_024595
−2.03
−1.33
−2.35
−1.59
−1.48
−1.83

−4.31

−1.31


DYNC1LI1
NM_016141
−0.90
−1.60
−2.40
−2.95
−0.92
−1.96

−4.29

−2.62


CPNE8
NM_153634
0.18
−1.14
−1.90
−2.48
0.22
−1.47

−4.08

−2.31


LOC441016
ENST00000312008
−1.12
−1.92
−2.38
−0.92
−0.91
−2.28

−4.07

−0.63


CYP2U1
NM_183075
−0.74
−1.69
−1.71
−1.76
−0.84
−1.67

−3.97

−2.17


VPS41
BX648347
−0.52
−1.19
−1.58
−0.18
−0.33
−1.59

−3.97

0.30


ERCC6
NM_000124
−1.49
−1.99
−2.82
−3.43
−1.64
−2.61

−3.96

−3.61


SURF6
NM_006753
−1.79
−1.44
−1.73
−1.14
−1.79
−1.63

−3.96

−1.04


MREG
NM_018000
−0.12
−0.76
−1.41
−1.93
−0.27
−1.24

−3.90

−2.69


MAPKAP1
NM_001006617
−1.19
−1.11
−1.55
−2.34
−1.33
−1.82

−3.86

−1.36


C21ORF91
NM_017447
−0.95
−1.59
−1.91
−2.32
−1.42
−2.16

−3.78

−2.27


MAP9
NM_001039580
−0.58
−0.94
−2.35
−1.93
−0.73
−1.02

−3.73

−1.18


TMEM192
NM_152681
0.37
−0.60
−1.49
−1.35
0.10
−0.98

−3.67

−1.23


TMEM17
NM_198276
−1.11
−0.66
−1.99
−1.25
−1.00
−1.23

−3.67

−1.47


RMND1
NM_017909
0.96
−0.72
−1.59
−1.77
1.23
−1.09

−3.64

−1.98


TAF9B
NM_015975
−2.11
−1.58
−1.66
−1.15
−1.77
−1.48

−3.64

−1.08


ORC5L
NM_181747
−1.10
−1.47
−2.04
−2.43
−1.15
−1.98

−3.55

−2.07


PPFIA1
NM_003626
0.21
−0.71
−1.42
−1.04
0.34
−1.52

−3.54

−0.46


M6PR
NM_002355
−0.50
−1.51
−2.40
−1.97
−0.31
−1.66

−3.53

−1.93


ASB8
NM_024095
−0.55
−0.90
−1.37
−0.50
−0.74
−1.38

−3.53

−0.76


SAMD9
NM_017654
1.38
−0.32
−1.28
−2.36
1.03
−0.36

−3.47

−2.90


LOC100130506
AF075027
−0.88
−1.45
−2.31
−1.63
−0.45
−1.49

−3.45

−2.95


PSTK
NM_153336
−0.06
−1.05
−1.88
−1.94
−0.25
−1.63

−3.38

−1.60


MPHOSPH8
NM_017520
0.25
−0.44
−0.08
0.90
−0.54
−1.19

−3.37

1.00


GDAP2
NM_017686
−0.98
−1.18
−1.50
−0.83
−0.47
−1.60

−3.37

−0.74


HSD17B7
NM_016371
0.84
−0.86
−1.70
−2.26
0.69
−1.69

−3.34

−1.61


LOC392288
XM_373277
−0.04
−1.37
−1.88
−3.46
0.16
−1.46

−3.31

−2.87


IKZF5
NM_022466
0.13
−0.72
−0.79
−1.31
0.28
−0.84

−3.25

−1.28


TP53INP2
NM_021202
0.12
−0.22
−1.15
−1.32
0.50
−0.47

−3.25

−0.36


LOC283788
AK127309
−0.45
−0.25
−1.36
−0.92
−0.89
−0.95

−3.21

−0.23


C7ORF64
NM_032120
0.72
−0.69
−1.25
−1.43
0.61
−0.67

−3.19

−1.53


GFRA1
NM_005264
0.14
−0.43
−2.07
−1.83
0.11
−1.23

−3.18

−4.31


RBM38
NM_017495
−0.86
−0.89
−0.86
−1.41
−0.82
−0.96

−3.18

−0.62


TXNL4B
NM_017853
0.84
−0.69
−1.52
−0.53
0.61
−0.71

−3.15

0.15


ARHGAP29
NM_004815
−0.85
−1.33
−1.86
−2.30
−0.91
−1.51

−3.09

−3.72


CLCN3
NM_001829
−0.01
−0.27
−1.14
−1.52
0.32
−0.99

−3.08

−1.30


UVRAG
NM_003369
0.07
−0.77
−0.75
−1.35
0.20
−1.38

−3.06

−1.12


EIF2S1
NM_004094
−1.00
−0.79
−1.09
−1.05
−0.77
−0.80

−3.00

−0.81


ZNF532
NM_018181
0.07
−0.45
−0.69
−0.44
0.22
−0.75

−2.95

0.02


TMEM109
NM_024092
−0.68
−0.93
−1.67
−2.55
−0.82
−1.74

−2.94

−1.62


SLC8A1
NM_021097
−0.50
−0.37
−1.06
−0.81
−0.69
−0.94

−2.92

−1.77


NAA30
NM_001011713
−0.18
−1.04
−1.50
−1.70
0.02
−1.10

−2.91

−1.34


ZNF696
NM_030895
−1.13
−0.47
−0.72
−0.04
−1.24
−0.54

−2.87

−0.04


CAPRIN2
NM_001002259
−0.48
−0.56
−1.08
−0.94
−0.41
−0.96

−2.82

−0.42


ZNF823
NM_001080493
−0.93
−0.83
−1.47
−0.62
−0.99
−0.93

−2.82

−0.83


NMNAT1
NM_022787
−0.09
−0.89
−1.43
−0.69
−0.12
−1.33

−2.77

−0.52


ZNF322B
NM_199005
−0.43
−0.57
−1.07
−1.27
−0.37
−1.34

−2.74

−1.10


C1ORF55
NM_152608
0.22
−0.02
−0.84
−1.07
0.79
0.34

−2.71

−0.85


ZNF33A
NM_006974
−0.14
−0.93
−1.20
−0.12
0.08
−0.61

−2.68

−0.13


TSPYL1
NM_003309
−0.60
−0.26
−1.02
−1.92
−0.60
−1.02

−2.67

−1.88


GNPDA1
NM_005471
0.37
0.22
−0.11
0.46
0.16
−0.29

−2.61

0.13


C3ORF19
NM_016474
0.40
−0.39
−0.69
−0.51
0.15
−0.55

−2.61

−0.40


CEP250
NM_007186
1.21
−0.62
−0.73
−1.93
1.61
−0.71

−2.59

−1.46


ZNF498
NM_145115
−0.55
−1.50
−0.64
−0.40
−0.59
−0.80

−2.58

−0.41


NUDT15
NM_018283
−0.64
−1.00
−1.55
−1.60
−0.45
−1.45

−2.57

−1.30


CRBN
NM_016302
0.46
−0.81
−0.92
−1.60
0.39
−0.94

−2.56

−1.81


TTC14
NM_133462
−1.05
−0.74
−0.90
−0.48
−0.89
−0.62

−2.55

−0.27


C4ORF49
NM_032623
−0.30
−0.14
−0.27
−0.16
−0.42
−0.63

−2.49

−3.11


APOBEC3C
NM_014508
0.45
0.08
−0.06
−1.49
−0.09
−0.62

−2.47

−1.74


PMS2
NM_000535
1.71
0.30
−0.97
−0.34
1.52
0.13

−2.45

0.14


ZNF227
NM_182490
0.30
−0.41
−0.60
−0.33
−0.04
−0.63

−2.43

−0.35


RBM12B
NM_203390
−0.85
−0.76
−1.08
−0.78
−0.60
−0.65

−2.42

−0.33


METTL2B
NM_018396
−1.01
−0.53
−0.82
−0.71
−1.41
−0.68

−2.41

−0.36


TADA2B
ENST00000310074
−0.27
0.01
−0.52
−0.84
0.12
−0.42

−2.40

−0.36


ZNF614
NM_025040
0.96
−0.19
−0.81
−0.64
1.35
−0.32

−2.38

−0.29


C11ORF57
NM_018195
0.18
−0.31
−0.68
−0.30
0.04
−0.25

−2.37

−0.26


CDKN2AIP
NM_017632
−0.85
−0.27
−0.75
−1.04
−0.56
−0.51

−2.34

−1.19


ABCD1
NM_000033
−0.49
−1.07
−1.22
−1.76
−0.72
−1.08

−2.33

−1.00


TRAK2
NM_015049
0.05
−0.29
−1.05
−1.01
−0.32
−1.03

−2.33

−0.62


ZNF433
NM_001080411
1.02
−0.79
−1.12
−0.25
1.50
−1.10

−2.32

−0.06


C5ORF22
NM_018356
−1.27
−0.93
−1.12
−0.82
−0.56
−1.02

−2.29

−0.81


ZNF527
AK091585
0.40
−0.49−
0.27
0.18
0.29
−0.78

−2.28

0.37


LOC100129122
AF339771
0.18
0.75
−0.65
−0.24
0.43
1.00

−2.25

−0.41


ZNF135
NM_003436
−0.06
−0.44
−0.81
−0.22
−0.43
−0.33

−2.14

0.13


TNFRSF10B
NM_003842
0.95
0.00
−0.35
−0.23
1.51
0.18

−2.13

−0.48


USP51
NM_201286
0.32
0.20
−0.41
0.26
−0.05
0.14

−2.12

0.28


TRAPPC2L
BC011369
0.91
0.09
−0.20
−0.82
0.45
0.01

−2.10

−0.53


FAM178A
NM_018121
−0.55
−0.31
−0.65
−0.34
−1.01
−0.34

−2.10

−0.06


PRKAB2
NM_005399
1.68
0.03
−0.42
−1.47
1.58
−0.58

−2.08

−1.06


C2ORF60
NM_001039693
0.30
0.35
−0.36
0.85
0.21
0.07

−2.07

0.96



FRZB

NM_001463

0.98


0.27


−0.16


0.23


0.86


0.00



custom-character



0.01



CD59
NM_203330
−0.41
−0.76
−0.97
−1.64
−0.43
−1.04

−2.04

−2.79


ZNF232
NM_014519
0.28
−0.24
−0.93
−0.35
0.14
−0.35

−2.03

−0.14


DNMBP
BC041628
0.44
−0.41
−0.98
−1.85
0.22
−0.60

−2.02

−2.25


UBXN7
ENST00000296328
0.74
0.25
−0.10
−1.12
0.63
−0.22

−1.98

−1.03


ZNF630
NM_001037735
0.78
0.31
−0.14
−0.45
0.02
0.21

−1.86

−0.14


LSS
NM_001001438
0.89
0.89
−0.11
−0.42
1.01
0.75

−1.86

−1.03


TMEM81
NM_203376
−0.46
1.14
0.34
−0.62
−0.07
0.40

−1.77

0.43


ERP44
NM_015051
0.17
0.01
0.27
0.49
0.35
−0.05

−1.73

0.47


LOC100131053
AK095564
−1.30
0.50
−0.12
−0.07
−1.16
0.09

−1.72

−0.06



HOXC10

NM_017409

−0.37


−0.52


−0.54


−1.31


−0.61


−0.55



custom-character



−1.59



TTC17
BC033000
0.61
−0.01
−0.24
−0.41
0.86
−0.11

−1.69

−0.43


FZR1
NM_016263
0.59
0.56
0.01
−0.78
0.19
0.31

−1.65

−0.13


C2ORF49
ENST00000258457
0.60
−0.21
−0.62
−0.80
0.80
−0.42

−1.62

−0.71


LOC338620
BC043009
−0.65
−0.38
−0.41
−2.69
−0.74
−0.41

−1.61

−1.66


DKFZP667E0512
AL713660
−1.00
0.69
1.42
−0.34
−0.96
0.42

−1.54

0.93


LOC730183
BM932296
0.07
1.25
−0.19
−0.06
0.22
1.46

−1.53

0.23


RBM43
AV652851
2.12
1.30
0.62
0.57
1.84
1.12

−1.53

0.03


TRIM37
NM_001005207
−0.47
0.26
0.12
−1.41
−0.56
−0.22

−1.46

−1.57


IPP
NM_005897
−0.33
−0.03
−0.21
−0.48
−0.67
−0.37

−1.39

−0.15


C20ORF106
NM_001012971
0.86
1.23
0.39
−1.01
1.63
1.43

−1.36

−0.51


CSNK1E
NM_52221
0.89
0.29
0.22
0.91
1.21
0.33

−1.29

1.53


GABPB2
ENST00000368918
0.76
0.10
−0.16
0.40
0.43
−0.04

−1.22

0.17


MARCH8
ENST00000374390
1.24
0.54
0.05
−0.22
0.91
0.27

−1.05

−0.62


MKNK2
NM_017572
1.34
0.25
0.02
0.27
1.56
0.40

−1.04

−0.04


LOC153546
AK055939
0.92
0.17
0.18
0.21
0.98
0.50

−1.02

0.19


TECPR2
NM_014844
−1.04
0.44
0.63
0.62
−0.68
0.34

−1.01

1.05


C18ORF56
NM_001012716
0.61
0.54
0.90
−0.47
0.74
0.85

−0.95

−0.75


VPS29
BC032462
0.45
0.77
0.64
3.55
0.21
0.23

−0.78

3.66


SCARB2
NM_005506
0.69
0.89
0.37
−0.65
0.55
0.39

−0.74

−0.81


C8ORF44
NM_019607
0.99
0.35
0.84
1.04
1.02
0.60

−0.71

0.62


BTN2A1
AB209777
0.47
1.10
1.00
0.38
0.46
1.18

−0.10

0.86


C7ORF53
NM_182597
2.01
2.27
2.25
2.26
2.46
2.16

−0.06

2.03


BCL2A1
NM_004049
3.35
0.69
−2.21
−3.10
4.83
2.42

0.19

−0.88


UNQ6228
AY358248
1.02
4.24
2.92
4.20
1.54
3.82

0.66

4.21


TRIB1
NM_025195
1.40
1.79
−0.30
0.09
1.14
1.95

0.73

3.35







Upregulated and differentially expressed at 18 days

















SPP1

NM_000582

−0.32


−0.23


−0.57


−0.40


−0.04


−0.45


0.52



custom-character




MIAT
NR_003491
2.76
5.10
4.67
7.36
1.69
4.40
7.12

11.07




DMP1

NM_004407

−0.02


0.08


0.01


−0.08


−0.02


0.05


0.08



custom-character




NKD2
NM_033120
1.32
−0.46
0.64
5.53
1.35
0.03
3.57

9.39



ANO1
NM_018043
−0.01
1.25
2.51
5.08
0.41
1.23
4.52

8.89



LEF1
NM_016269
−1.10
−0.86
0.50
2.19
−0.75
1.08
1.09

8.14



RGS16
NM_002928
3.51
0.09
1.52
3.33
4.20
1.38
4.20

7.88



SLN
NM_003063
0.03
0.13
0.06
0.54
0.02
0.11
3.18

7.86




TNFSF11

NM_003701

−0.02


0.17


0.03


2.30


−0.04


0.11


1.90

custom-character


MMP11
NM_005940
0.47
1.10
3.21
4.75
0.89
1.03
3.46

7.75



AOC3
NM_003734
0.68
1.83
0.62
3.27
0.40
0.57
1.40

7.68



SSTR2
NM_001050
1.63
0.78
1.52
3.15
2.05
0.62
2.06

7.53



C1ORF187
ENST00000294485
−0.13
0.50
2.47
3.06
−0.22
1.33
3.20

7.27



KANK4
NM_181712
−0.25
−0.20
0.23
−0.21
−0.09
−0.04
0.30

6.94



C21ORF96
AK024509
0.76
2.80
1.60
3.36
0.77
2.83
3.31

6.69



SALL4
NM_020436
1.39
2.15
2.26
3.13
1.55
2.60
3.54

6.64



MEGF10
NM_032446
0.23
−0.48
−0.50
−0.38
−0.16
−0.50
−0.26

6.37




BMP8A

NM_181809

−0.04


0.65


2.12


−0.07


−0.14


0.31


0.72



custom-character




CRYGS
NM_017541
0.05
1.69
3.22
4.78
0.14
1.45
2.76

6.28



PMEPA1
NM_020182
0.42
2.09
2.50
4.07
0.80
2.15
3.42

6.19



MDFI
NM_005586
−0.42
0.87
1.49
2.68
0.06
0.29
2.17

6.18




SP7

NM_152860

0.08


0.91


0.42


−0.21


−0.04


0.46


1.04



custom-character




ENPP1
NM_006208
−0.75
−0.40
0.81
2.12
−0.65
−0.90
2.45

6.01




HOXD1

NM_024501

0.40


0.26


0.01


1.01


0.44


−0.16


1.29


5.99



CHN1
NM_001822
0.44
0.74
0.60
2.54
0.12
−0.98
1.95

5.91



DIO2
NM_013989
−0.06
−0.16
0.11
0.75
−0.15
−0.74
1.02

5.84



SCML4
AK093571
0.03
0.05
0.03
0.01
0.02
0.05
0.06

5.68




RUNX2

NM_001015051

0.46


0.42


0.39


2.96


0.10


0.53


1.86



custom-character




EDNRA
NM_001957
2.44
0.64
1.86
3.38
2.58
0.36
2.49

5.51



ST6GAL2
AB058780
0.00
0.02
0.56
2.16
0.00
0.01
0.38

5.50



AF119913
AF119913
1.10
1.47
1.17
3.86
1.41
1.11
0.84

5.44



GJB2
NM_004004
1.83
0.48
1.34
2.35
1.80
0.43
3.52

5.44



AGAP2
ENST00000257897
1.27
−0.26
0.08
1.21
0.99
0.02
−0.16

5.43



PTPRG
BC036018
0.42
4.62
2.81
4.18
1.42
4.45
2.98

5.36



B4GALNT3
AK131277
−0.03
−0.48
0.03
1.45
−0.22
−0.34
−0.24

5.17



PRSS35
NM_153362
0.25
0.79
0.74
1.35
−0.05
0.48
1.01

5.15




BMP8B

NM_001720

0.01


0.79


0.36


1.06


−0.10


0.57


1.01



custom-character




A2M
NM_000014
−0.02
−0.68
−0.01
0.57
−0.09
−0.72
0.74

5.13



SYT12
NM_177963
3.52
3.40
2.23
−0.28
3.62
3.69
2.19

5.09




IBSP

NM_004967

0.00


0.46


0.00


0.16


0.00


0.44


0.65

custom-character


MYOZ3
NM_133371
2.14
2.91
2.38
3.74
1.68
2.91
2.50

4.93



HEY1
NM_012258
1.47
−0.24
−0.95
0.72
−0.12
−0.68
0.04

4.93



PNOC
NM_006228
−0.10
0.06
0.47
0.15
0.14
0.11
0.23

4.90




BGLAP

NM_199173

−0.66


−0.06


0.34


1.55


−0.61


0.34


0.05



custom-character





FGFR3

NM_000142

−2.22


−0.95


−2.72


−1.78


−1.93


−1.19


−2.73

custom-character


SMPD3
NM_018667
−0.42
−0.85
−1.67
0.75
−0.60
−1.98
−1.64

4.79



EPYC
NM_004950
0.00
0.01
0.00
1.01
0.00
0.31
0.01

4.77



CYP26A1
NM_057157
2.43
0.61
0.07
0.52
2.72
0.58
0.12

4.71



MERTK
U08023
0.34
1.31
0.08
2.13
0.52
0.22
0.16

4.69



CDH15
NM_004933
4.78
0.16
−0.80
−0.29
3.50
1.00
−0.11

4.64



SLC29A1
NM_004955
1.24
0.45
0.41
1.72
1.26
0.73
0.89

4.63



TM7SF4
NM_030788
0.01
0.02
0.08
0.99
0.26
0.11
0.67

4.62



CPNE5
NM_020939
1.35
0.20
1.16
1.63
1.18
1.55
2.07

4.54



MGC4294
BC002831
0.21
−0.14
−0.03
1.70
−0.49
−0.09
1.96

4.53



CHRNA1
NM_000079
0.09
0.09
1.55
0.10
0.39
2.50
1.68

4.36



LOC645277
XM_928321
−0.09
0.18
−0.01
0.52
0.07
0.41
0.43

4.34



GZMA
NM_006144
0.32
−0.01
−0.03
0.46
−0.01
−0.05
−0.01

4.34



WFDC1
NM_021197
−0.50
−1.02
−1.08
2.09
−0.24
−1.68
−1.55

4.23



CHST1
NM_003654
0.14
0.25
1.44
−0.28
−0.24
0.30
0.32

4.22



C18ORFI
NM_181482
0.38
0.17
0.34
2.70
0.47
0.16
0.59

4.18




DLXS

NM_005221

−0.34


0.10


−0.60


0.47


−0.14


−0.08


−0.70

custom-character


NPTX2
NM_002523
−0.08
−0.53
0.23
0.43
−0.16
−0.15
−0.89

4.10



MATN4
NM_003833
0.82
1.22
1.80
6.16
0.63
1.63
1.64

4.09



PLXNC1
AB208934
1.72
0.13
0.21
1.53
0.94
−0.17
−0.06

4.06



ACTG2
NM_001615
−0.18
−0.33
0.03
1.02
−0.10
0.36
0.34

4.01




NKX3−2

NM_001189

0.55


−0.23


−0.55


−0.14


0.05


0.42


−0.61

custom-character


LOC401022
BC030713
−0.38
−0.80
0.58
0.64
−0.27
−0.84
−0.32

3.98



SEMA6A
NM_020796
0.04
0.45
0.13
−0.09
0.01
0.33
0.58

3.97



APCDDI
NM_153000
−0.83
0.40
−1.06
−1.19
−0.91
−0.84
−0.76

3.96



TSPAN18
NM_130783
−1.05
−1.04
−0.55
1.27
−0.87
−0.78
−0.64

3.95



KLF12
ENST00000377666
0.10
2.19
0.70
1.68
0.68
1.74
0.57

3.93



GABRR1
NM_002042
−0.38
−0.07
−0.22
0.25
−0.16
0.42
0.15

3.93



HAPLN1
NM_001884
−0.99
−0.41
−1.86
−0.74
−0.80
−0.89
−1.98

3.88



C9ORF110
AK125961
−0.59
0.48
0.22
0.85
−0.85
0.37
0.49

3.87



DERL3
NM_198440
1.76
−0.24
−0.46
0.91
1.52
0.16
−0.04

3.84



DUSP2
NM_004418
−0.20
−0.29
0.67
0.71
0.21
0.60
1.25

3.83



PDK3
BC038512
2.60
2.07
1.41
2.25
2.27
1.79
2.05

3.82



SNTB1
AF028828
1.17
2.57
0.18
1.62
2.10
2.49
0.10

3.79



PDE9A
NM_002606
−0.46
−0.44
−0.29
−0.88
−0.55
−0.83
−0.82

3.78



RAMP1
NM_005855
−0.53
−0.34
−0.90
0.41
0.20
−0.70
0.97

3.75



C9ORF109
AK127516
−0.97
−0.19
−0.54
−0.46
−1.15
−0.59
−0.22

3.74



ITGA8
NM_003638
−0.49
−0.37
−0.47
−0.31
−0.29
−0.40
−0.03

3.65



CRYBA4
NM_001886
0.05
1.03
0.30
0.98
0.10
0.42
1.42

3.63



DYSF
NM_003494
2.43
0.53
−0.98
1.02
2.45
0.57
0.96

3.63



C1QTNF7
NM_031911
0.09
0.67
0.24
2.07
−0.02
0.66
1.01

3.60



RASLIOA
NM_001007279
−0.35
−0.46
0.52
1.00
−0.42
−0.06
−0.14

3.60




BMP2

NM_001200

1.78


3.47


1.04


1.12


1.33


2.96


0.74

custom-character


SGK223
ENST00000330777
−0.30
0.50
0.84
2.09
−0.66
0.31
0.69

3.57



UNC5B
NM_170744
0.40
−0.69
0.26
1.01
0.26
−0.57
0.77

3.57



PLCH1
NM_014996
−0.02
−0.01
0.00
0.10
−0.02
−0.01
−0.01

3.53



PODNL1
THC2570737
0.45
1.19
1.36
2.27
0.42
0.91
2.03

3.52



ZCCHC12
NM_173798
−0.09
0.42
1.82
0.07
0.13
0.24
0.50

3.51



AOC2
NM_001158
0.06
−0.11
1.41
1.26
−0.11
0.11
1.01

3.50



PTK7
NM_002821
0.26
0.39
0.58
1.92
0.07
−0.03
0.89

3.49



NET1
NM_005863
−0.46
0.15
0.54
1.81
−0.46
0.11
1.44

3.43



FAM198B
NM_016613
−0.64
−0.24
1.00
1.35
−0.89
−1.68
1.19

3.41



LGALS2
NM_006498
−0.01
0.00
0.40
1.46
−0.01
−0.02
0.80

3.38



OGDHL
NM_018245
0.86
−0.27
−0.16
−0.19
0.27
−0.15
−0.27

3.37




BMP8B

NM_181809

−0.21


−0.59


−0.60


−0.30


0.97


−0.39


−0.55

custom-character


TRIB1
NM_025195
1.40
1.79
−0.30
0.09
1.14
1.95
0.73

3.35



LOC645722
XM_944447
0.18
0.86
0.57
1.80
0.53
1.24
0.79

3.29



RUNX1
NM_001001890
1.20
1.68
0.95
1.82
1.18
1.52
1.69

3.27



FAM78A
NM_033387
−0.78
−0.76
−0.72
1.68
−0.79
−0.42
−0.75

3.27




SATB2

AK025127

0.26


0.65


0.28


0.59


0.05


1.26


0.06

custom-character



ALPL

NM_000478

−0.15


−2.46


−0.66


−0.34


−0.29


−1.34


−1.21

custom-character


CRYBB1
NM_001887
0.21
−0.25
−0.34
−0.25
−0.35
0.06
0.90

3.23



PELI2
NM_021255
0.79
0.20
0.61
0.83
0.91
0.35
−0.67

3.23



TBX2
NM_005994
−0.92
0.03
−0.75
0.21
0.31
0.39
0.17

3.20



DYNC1I1
NM_004411
0.05
0.15
−1.69
0.04
−0.08
−0.57
−1.65

3.18



SFRS13B
AK090803
0.09
−0.02
−0.16
1.45
0.86
0.01
0.09

3.12



MDK
NM_001012334
0.85
1.61
0.76
1.97
0.77
1.26
0.32

3.09



VASH1
NM_014909
0.00
0.77
0.99
1.83
−0.06
0.50
1.09

3.04



ABCA4
NM_000350
0.54
−0.10
−0.17
0.17
0.23
−0.04
0.17

3.02



LIMD2
NM_030576
−1.19
−0.11
−0.97
0.89
−1.02
−0.22
−0.26

2.99



PTPRZ1
NM_002851
−0.08
0.10
−0.28
−0.18
−0.69
−0.30
0.38

2.98



LOC728715
BC039117
0.27
0.31
0.12
0.32
0.77
0.53
0.43

2.97




BMP7

ENST00000371291

−0.57


−0.65


1.31


−0.26


−0.17


−0.32


0.29

custom-character


MYL10
BC002778
−0.08
0.17
−0.03
0.00
−0.12
0.12
0.72

2.94



LINGO1
NM_032808
−1.71
−1.25
0.06
0.75
−1.44
−0.57
0.56

2.89



LGR6
NM_001017403
−0.01
0.04
0.00
−0.06
−0.01
0.02
0.04

2.89



NES
NM_006617
0.87
1.06
0.83
0.78
0.55
0.89
0.79

2.88



FGF23
NM_020638
−0.11
0.31
−0.01
−0.07
−0.15
0.17
0.27

2.87



MATN2
NM_030583
0.38
−0.09
−0.33
0.29
0.19
−0.63
−0.12

2.86



C15ORF28
AK021784
0.27
0.19
0.01
1.40
0.18
0.43
0.08

2.86




COL9A2

NM_001852

−0.02


0.09


1.14


0.75


0.08


0.19


0.35

custom-character


SHROOM1
NM_133456
−0.01
0.52
0.46
1.80
0.10
0.71
0.61

2.84



SH3PXD2B
NM_001017995
0.99
0.46
0.61
1.30
0.85
0.34
0.39

2.82



LONRF2
NM_198461
−0.24
0.20
0.07
−0.28
−0.25
−0.12
0.30

2.82



AF116642
AF116642
0.03
1.47
0.43
0.87
−0.02
1.60
0.36

2.80



TCF4
AK021980
0.01
0.30
0.71
1.19
0.21
0.56
0.75

2.72



GPR84
NM_020370
0.06
0.16
0.50
1.60
0.84
0.60
0.44

2.72



LOC641518
BC020624
−0.01
0.00
−0.01
−0.01
0.00
0.00
0.00

2.60



PTPDC1
NM_177995
1.33
−0.11
−0.13
1.37
0.96
−0.10
0.31

2.60



MICALL2
NM_182924
0.36
0.32
0.63
1.32
−0.07
−0.07
0.66

2.59



ARAP3
NM_022481
1.34
2.08
1.14
1.17
0.83
1.67
1.28

2.55



SPRY4
NM_030964
−1.03
−0.55
−1.58
−1.18
0.17
−0.19
−1.35

2.52



PRDM6
ENST00000261364
−0.32
−0.31
0.06
0.99
−0.41
−0.34
−0.87

2.52



AKAP7
NM_016377
−0.11
0.09
0.14
0.59
−0.35
−0.39
0.34

2.51



GAS2L3
BX649059
2.35
−0.07
0.01
0.73
2.29
0.09
0.64

2.43



SDC1
NM_001006946
−0.01
0.02
−0.64
0.73
−0.04
−0.42
0.08

2.42



HIVEP3
ENST00000372583
−0.85
0.58
−0.54
0.01
−0.99
0.42
−0.32

2.40



CNIH3
NM_152495
0.43
−0.71
−0.92
−0.16
0.74
−0.04
−0.06

2.38



DUSP13
NM_001007271
−0.25
−0.68
−0.46
−0.25
−0.03
−0.49
−0.38

2.37



DLL1
NM_005618
0.73
0.08
−0.41
−0.09
1.16
0.12
−0.31

2.36



RSU1
BC008384
0.26
0.09
0.00
1.01
−0.04
0.18
0.08

2.33




PTHLH

ENST00000354417

−0.18


1.90


−0.76


−0.12


0.53


1.92


−0.44

custom-character


C20ORF200
NM_152757
0.03
0.56
1.02
0.34
0.02
0.19
0.05

2.30



SRPX2
NM_014467
0.17
0.56
−0.32
0.40
−0.03
−0.04
0.04

2.29




MATN3

NM_002381

0.61


−0.79


−0.78


−0.11


0.06


−0.80


−0.79

custom-character


EFR3B
AF131834
−0.36
−0.51
−0.42
0.36
−0.83
−0.82
0.21

2.28



ZNF609
NM_015042
0.27
1.14
2.24
0.94
0.79
1.81
0.93

2.27



FAM101B
NM_182705
0.26
−1.26
−1.06
0.41
0.83
−0.85
−0.30

2.27



HCG1818231
XM_001131389
2.13
1.59
1.02
0.80
2.22
1.81
0.39

2.25



GFI1
NM_005263
−0.04
0.23
0.12
−0.19
−0.11
−0.01
0.31

2.25



TSPAN6
NM_003270
0.16
0.98
1.13
1.17
−0.08
0.62
0.50

2.24



GRAMDIC
NM_017577
0.03
0.20
0.07
3.38
0.00
0.32
0.37

2.20



NOTCH1
NM_017617
−0.42
−0.31
−0.60
−0.80
−0.89
−0.93
−0.30

2.19



CMTM8
NM_178868
0.09
−0.70
−1.55
−0.28
0.32
0.27
−1.46

2.13



PECAM1
NM_000442
1.94
0.15
−2.05
−1.26
1.82
0.51
−1.52

2.08



SEMA3A
NM_006080
−1.54
−3.11
−2.12
−0.20
−1.49
−2.72
−1.73

2.05



DLX4
NM_138281
0.44
0.29
−1.72
−0.83
0.03
0.20
−1.96

2.05



ARHGEF19
NM_153213
0.51
1.48
−0.06
0.75
0.62
1.22
0.64

2.04



PLEKHG2
NM_022835
−0.17
0.17
−0.37
0.91
−0.24
0.09
−0.23

2.01



C8ORFK29
AB196634
0.38
−0.19
0.00
0.86
−0.19
0.26
0.02

1.98



FAM105A
NM_019018
0.12
0.23
−0.88
−0.97
0.65
0.04
−0.90

1.95



DLX3
NM_005220
−0.85
−0.20
−1.70
−1.25
−1.27
−1.46
−1.09

1.95



MGAT5B
NM_144677
−0.07
−0.25
−0.03
0.48
0.06
0.11
−0.27

1.92



TMEM44
NM_138399
0.94
0.78
0.25
0.84
0.49
0.63
0.37

1.88



F12
NM_000505
1.32
0.98
0.48
−0.26
1.25
1.14
0.83

1.87



NFYA
AK002098
−0.59
0.20
−0.01
0.73
−0.51
0.11
0.08

1.84



CDKN2B
NM_078487
1.26
1.22
0.35
−0.41
1.09
0.98
−0.47

1.78



KCNAB1
NM_003471
−0.16
−0.08
0.33
−0.23
−0.19
−0.13
0.03

1.77



PGAM2
NM_000290
−0.98
−0.35
−0.76
−0.29
−1.04
−0.56
−0.18

1.77



SHTSA2
NM_001007538
−2.02
−2.19
−2.22
−2.46
−2.03
−1.44
−1.27

1.77



WDR33
NM_018383
−0.15
−0.09
−0.10
2.87
−0.16
0.00
−0.10

1.76



TMEM155
NM_152399
−0.90
−2.19
−2.78
−0.82
−1.26
−1.72
−3.11

1.75



RCC2
NM_018715
−0.88
0.25
0.06
0.62
−0.82
0.08
0.14

1.74



KCNQ2
NM_172109
0.03
0.16
0.07
−0.03
0.01
0.14
0.21

1.74



MAST4
NM_198828
0.03
−0.15
0.31
0.64
0.09
0.28
0.20

1.74



ZDHHC23
NM_173570
−0.68
−0.62
−1.66
−0.72
−0.68
−0.99
−1.10

1.73



LZTS1
NM_021020
−2.61
−1.02
−0.85
−0.37
−2.46
−1.15
−0.56

1.72




MMP14

NM_004995

0.63


−0.23


−0.54


−0.31


0.43


0.08


−0.04

custom-character


ARHGAP32
NM_014715
1.14
0.97
0.75
0.45
0.79
0.48
0.66

1.69



LRRC1
ENST00000370892
−0.01
0.00
0.03
0.63
−0.02
0.13
0.00

1.68



PLK2
NM_006622
−0.66
−0.80
−0.47
0.41
−0.77
−0.81
−1.04

1.68



INPPL1
NM_001567
−0.05
0.39
0.02
0.50
−0.16
0.23
0.04

1.68



TXNDC3
NM_016616
0.03
0.15
0.07
0.44
0.01
0.12
0.19

1.68



KIFAP3
NM_014970
−0.01
0.09
0.37
0.29
−0.41
−0.51
−0.33

1.67



FAT3
ENST00000298047
0.07
−0.13
−0.09
−0.14
0.05
−0.15
−0.13

1.67



CHTF18
NM_022092
−0.09
−0.23
−0.64
0.59
0.04
0.42
0.27

1.66



C17ORF60
ENST00000332935
1.79
1.00
−1.40
−0.49
1.55
0.61
−0.51

1.66



COL8A1
THC2501739
−0.20
−1.42
−1.11
0.45
−0.26
−2.09
−0.85

1.65



LRCH1
CB051804
0.48
0.44
0.18
0.60
0.94
0.43
0.49

1.63



SRrp35
NM_080743
0.01
−0.01
−0.01
0.38
0.90
−0.01
−0.01

1.63



ETV6
NM_001987
1.45
0.06
−0.19
0.49
1.97
−0.17
0.09

1.61



CKM
NM_001824
−0.19
−0.10
−0.48
0.10
−0.20
−0.36
−0.27

1.60



KLHDC8A
NM_018203
0.00
0.07
0.04
0.03
−0.02
−0.04
0.08

1.57



SEPN1
NM_020451
−0.26
−0.17
−0.38
0.17
−0.35
−0.63
−0.60

1.56



CMTM1
NM_052999
0.63
−0.33
−0.03
−0.29
−0.08
−0.37
−0.34

1.55



HVCN1
NM_032369
0.83
0.23
−1.16
−0.66
0.59
−0.84
−1.50

1.54



SPREDI
NM_152594
0.34
−0.36
−0.48
−0.24
0.44
−0.39
0.08

1.54



SPHK1
NM_021972
0.27
0.19
−1.32
−0.43
1.04
0.17
−0.45

1.53




ANKH

NM_054027

0.51


−0.65


−0.69


−0.94


0.86


−0.37


−0.31

custom-character


DOCK4
NM_014705
−0.67
−0.19
−0.40
−0.97
−0.65
−0.82
−0.56

1.47



C20ORF160
NM_080625
0.10
0.60
−0.01
−0.07
−0.02
0.00
0.02

1.44



SEMA3D
NM_152754
−0.38
−2.39
−3.06
−1.61
−0.50
−2.99
−2.57

1.41



MLLT1I
NM_006818
0.25
−0.06
−0.86
−0.23
0.40
−0.32
−0.40

1.39



MYB
NM_005375
−1.66
−1.81
−2.51
−3.36
−1.30
−1.61
−1.85

1.38



SGIP1
NM_032291
1.49
−0.74
−0.56
−0.11
1.58
−0.07
−0.48

1.37



TRPC3
NM_003305
−0.46
−0.26
−2.04
−1.85
−0.01
−0.63
−1.74

1.33



RAI14
NM_015577
0.57
0.81
−0.08
0.23
0.80
0.56
0.31

1.32



ZNF642
NM_198494
−1.16
−0.59
−1.93
−0.53
−1.19
−1.55
−1.68

1.32



ACAP3
NM_030649
0.40
0.24
0.10
0.21
−0.03
−0.17
−0.11

1.29



RIN2
NM_018993
−0.24
−0.17
0.08
0.16
0.15
−0.20
0.07

1.29



CSRNP2
NM_030809
−0.13
0.33
−0.05
0.24
0.05
−0.09
−0.30

1.29



CMTM3
NM_144601
0.20
0.35
0.37
−0.10
−0.17
−0.31
0.23

1.28



EML4
NM_019063
−1.02
−0.19
−0.26
0.25
−0.67
−0.41
−0.57

1.27



MAGED4B
NM_030801
0.70
0.98
0.37
0.03
0.12
0.37
−0.22

1.26



HISTIH4K
NM_003541
0.04
0.76
−0.18
−0.06
0.14
0.74
−0.15

1.26



CELSR2
NM_001408
0.04
−0.51
−0.52
−0.10
−0.43
−0.39
−0.30

1.24




ID3

NM_002167

−0.64


0.05


−0.17


−0.25


−0.66


−0.17


−0.44

custom-character


HOMER2
NM_199330
−0.49
−1.49
−2.36
−2.59
−0.65
−2.83
−1.04

1.23



HOOK3
BC013679
0.20
−1.00
−1.54
0.11
0.14
−1.60
−1.29

1.21



SEMA7A
NM_003612
−0.25
−2.18
−1.08
−1.07
−0.05
−1.97
−0.53

1.19



TMEM169
NM_138390
0.43
0.03
0.44
0.00
0.17
0.19
0.03

1.17



LOC402778
ENST00000382123
−0.70
−0.33
−0.44
−2.84
−0.80
−1.11
−1.74

1.16



TPST2
NM_001008566
−0.10
−0.63
−1.25
−1.02
−0.12
−0.92
−0.93

1.15



CDKL5
NM_003159
1.25
−0.53
−0.64
−0.21
1.32
−0.51
−0.89

1.13



PI4KAP2
NM_199345
0.56
−0.51
−0.81
−0.08
0.17
−0.79
−0.58

1.13



FAM100B
NM_182565
0.98
0.41
−0.56
−0.15
1.22
0.59
−0.42

1.12



CENPP
ENST00000375587
−1.32
−0.70
−0.38
−0.36
−1.28
−1.02
−0.53

1.12



ST3GAL1
NM_003033
0.68
0.37
−0.43
−0.26
1.11
0.49
−0.31

1.09



PPARD
NM_006238
0.01
−0.38
−0.49
−0.30
0.31
−0.36
−0.36

1.07



FKBP10
NM_021939
0.32
−0.26
−0.38
0.00
0.19
−0.37
−0.46

1.06



TRAF3IP3
NM_025228
−0.37
−0.08
−0.30
−0.46
0.00
−0.20
−0.11

1.05




CBFB

NM_001755

−0.76


−0.69


−0.61


−0.25


−0.16


−0.98


−0.48

custom-character


KIAA1211
AL133028
−0.11
−0.64
−0.02
−0.63
−0.37
−0.67
−0.65

1.04




FGFR1

NM_023110

1.00


−0.14


0.01


−0.56


0.97


−0.23


−0.04

custom-character


RTEL1
NM_016434
−0.32
−1.00
−1.23
−0.06
−0.53
−0.87
−0.38

1.00



BAIAP2
NM_017451
−1.11
−1.69
−1.99
−0.93
−0.77
−1.57
−1.80

1.00



PHTF2
NM_020432
−0.13
−0.67
−1.02
−0.87
−0.45
−1.07
−0.34

0.98



ITM2C
NM_030926
0.31
0.08
−0.34
−1.20
0.10
−0.93
−1.26

0.98



OSBPL5
NM_020896
0.94
0.02
−0.66
−0.31
0.64
−0.18
−0.54

0.98



PC
NM_000920
2.33
0.75
−0.39
−0.29
2.35
0.66
−0.29

0.98



RAB31
NM_006868
0.22
−0.27
−0.72
−1.00
0.25
−0.46
−0.65

0.96




KIAA1217

NM_019590

0.19


−0.93


−0.87


−0.51


−0.15


−1.56


−1.23

custom-character


ERG
NM_004449
0.22
−1.03
−0.91
−0.34
0.34
−0.93
−0.39

0.95



SMAD7
NM_005904
0.79
0.12
−0.89
−1.20
1.08
0.05
−0.60

0.89



ZNF48
NM_152652
−1.42
−1.19
−1.77
−0.49
−1.24
−0.49
−1.48

0.88



IL21R
NM_181078
−0.04
−1.13
−1.65
−1.81
−0.20
−0.55
−1.29

0.87



C16ORF93
NM_001014979
−0.39
−0.91
−1.77
−0.23
−0.34
−0.70
−0.86

0.86



EHD3
NM_014600
−1.07
−0.01
−0.89
−0.55
−1.33
−0.75
−0.58

0.85



DNMT3B
NM_175850
−0.79
−0.20
−1.28
−0.48
−0.64
−0.13
−0.91

0.80



SLC20A1
NM_005415
−2.35
−1.04
−0.77
−0.29
−1.65
−0.60
−0.30

0.80



PSRC1
NM_032636
1.00
−0.17
−0.63
−0.47
0.91
0.09
−0.36

0.78



LOC653464
XM_209227
0.83
0.05
−0.03
−0.40
0.93
−0.17
−0.26

0.78



DOT1L
BC032803
−0.05
−0.69
−0.60
−0.31
−0.13
−0.22
−0.32

0.77



CYTSB
NM_001033553
0.34
−0.98
−1.11
−0.77
0.21
−0.92
−0.73

0.76



EPHA2
NM_004431
−0.11
−2.05
−1.74
−1.71
1.03
−2.56
−2.64

0.74



CHD9
NM_025134
0.72
−0.72
−1.12
−0.47
0.76
−0.95
−1.09

0.73



ATAD3B
NM_031921
−1.24
−0.73
−0.98
−0.57
−1.02
−1.04
−0.56

0.72



SLC5A6
NM021095
−1.10
−0.11
−1.20
−0.62
−1.02
−0.45
−0.95

0.71



MB
NM_203377
−0.96
−1.29
−1.47
−1.41
−0.87
−1.23
−1.21

0.64



CEP152
NM_014985
1.58
0.29
−1.94
−1.20
1.44
0.33
−2.15

0.61



GTF3C1
NM_001520
−0.60
−0.65
−0.91
−0.64
−0.62
−1.10
−1.00

0.60



PRR7
NM_030567
1.19
0.37
−0.75
−1.01
1.24
0.55
−0.94

0.58



NCAPD2
NM_014865
0.14
0.25
−0.57
−0.64
−0.12
0.09
−0.60

0.57



STX18
NM_016930
−0.11
−0.64
−0.88
−0.55
−0.17
−1.03
−1.10

0.55



DAB2IP
NM_032552
1.74
−0.09
−0.10
−0.60
2.03
−0.25
−0.60

0.54




MSX1

NM_002448

0.07


−0.86


−0.86


−0.58


−0.17


−1.16


−1.47

custom-character


RECQL4
NM_004260
−0.52
−0.53
−1.61
−0.95
−0.50
−0.32
−0.78

0.53



SPC24
NM_182513
0.07
−1.39
−3.06
−1.92
0.15
−1.38
−2.55

0.48



LOC100288737
CN479126
−1.09
−1.23
−1.78
−1.34
−1.10
−1.39
−2.39

0.45



FAM72D
NM_207418
0.29
0.00
−1.25
−1.95
0.26
−0.17
−1.30

0.45



CTSC
NM_148170
−1.81
−0.98
−2.12
−1.98
−1.57
−1.70
−1.55

0.41



MRAS
NM_012219
−1.37
−0.86
−1.17
−0.82
−1.18
−1.28
−1.32

0.39



KCTD5
NM_018992
0.65
−0.07
−0.62
−0.74
0.69
−0.07
−0.69

0.37



SPTBNS
NM_016642
−1.10
−2.83
−2.69
−1.06
−1.27
−2.27
−2.53

0.35



RASAL2
NM_170692
−0.33
−0.54
−0.89
−0.74
−0.51
−0.93
−0.96

0.32



NFKBIL2
NM_013432
−0.85
−0.85
−2.48
−1.36
−1.12
−0.70
−1.64

0.32



PTPN14
NM_005401
−0.50
−0.32
−1.29
−0.75
−0.51
−0.13
−0.88

0.30



FGFI
NM_000800
−1.98
−4.30
−4.88
−4.27
−1.03
−4.64
−3.40

0.28



TMTC4
NM_032813
−1.48
−0.26
−1.26
−1.21
−1.00
−0.65
−0.85

0.27



SMARCB1
NM_003073
0.02
−1.11
−1.17
−1.19
−0.28
−1.67
−2.28

0.25



TP53111
AF010315
−0.61
−0.54
−0.73
−1.70
−0.43
−0.81
−0.78

0.25



CALM1
NM_006888
−0.80
−1.33
−1.24
−1.11
−0.77
−1.56
−1.51

0.24



FZD7
NM_003507
−0.90
−0.19
−0.85
−1.09
−0.97
−0.62
−1.00

0.21



KIF4A
NM_012310
0.53
−0.78
−2.92−
3.26
0.27
−0.58
−1.69

0.20



RPL27A
ENST00000356931
−1.69
−2.20
−1.91
−2.59
−2.15
−1.91
−2.62

0.20



BAMBI
NM_012342
−1.92
−2.24
−2.22
−1.73
−1.29
−2.11
−2.69

0.20



MIIP
NM_021933
−0.69
−0.68
−1.15
−1.01
−0.65
−1.28
−1.15

0.19



IER2
NM_004907
0.56
−0.44
−1.12
−0.96
0.57
−0.16
−1.33

0.14



RTN2
NM_005619
0.94
0.33
−0.48
−0.92
0.55
−0.02
−1.43

0.11



LMNB1
NM_005573
−1.58
−2.48
−4.55
−2.68
−1.72
−2.07
−2.54

0.08



KIF22
NM_007317
0.12
−0.67
−2.06
−1.62
0.17
−0.44
−1.23

0.08



TACC3
NM_006342
−0.56
−0.96
−3.85
−2.56
−0.60
−0.64
−2.39

0.00



DUSP10
NM_007207
−0.50
−1.54
−2.76
−2.51
−0.65
−0.91
−3.16

−0.01




TEAD4

NM_003213

−1.34


−1.28


−2.04


−1.30


−1.25


−1.10


−1.25

custom-character


C16ORF59
NM_025108
−1.67
−1.24
−2.80
−1.98
−1.59
−0.89
−1.68

−0.06



TAGLN
NM_001001522
−0.88
−4.37
−4.38
−2.43
−0.93
−4.88
−4.08

−0.10



HPCAL1
NM_134421
−0.29
−0.44
−1.06
−2.05
−0.49
−0.98
−1.46

−0.15



FANCA
NM_000135
−2.26
−1.86
−3.10
−2.49
−1.91
−1.69
−1.76

−0.16



PVRL2
NM_002856
0.10
−0.67
−1.85
−1.48
0.40
−1.10
−1.87

−0.17



CDC25C
NM_001790
1.35
−1.12
−2.98
−3.25
1.26
−0.83
−2.95

−0.17



BTBD3
NM_014962
−0.55
−0.40
−1.06
−1.42
−0.47
−0.58
−1.24

−0.21



AMMECR1
NM_015365
−0.89
−0.46
−0.97
−1.36
−1.30
−1.16
−1.38

−0.27



CORT
NM_001302
−0.73
−0.98
−1.80
−1.33
−0.60
−1.03
−1.83

−0.31



ZWILCH
NM_017975
−0.91
−0.80
−2.02
−1.69
−0.76
−1.06
−1.43

−0.35



QSER1
NM_001076786
−0.39
−1.10
−1.32
−1.39
0.02
−1.29
−1.54

−0.36



PACSIN2
NM_007229
0.70
−0.41
−0.96
−1.41
0.58
−0.82
−1.87

−0.37



ECEL1
NM_004826
0.37
−1.86
−3.07
−3.17
0.21
−2.44
−2.98

−0.41




ID1

NM_002165

−1.05


−1.02


−1.64


−2.28


−1.20


−1.06


−2.18

custom-character


CENPN
BC039021
−0.91
−1.04
−2.39
−1.58
−0.92
−1.04
−1.85

−0.42



TIMELESS
NM_003920
−1.13
−0.89
−2.75
−1.78
−1.12
−0.87
−1.60

−0.48



LRWD1
NM_152892
−2.00
−1.31
−2.10
−1.65
−1.65
−1.39
−2.13

−0.57



SLC20A2
NM_006749
−1.98
−1.88
−2.33
−1.94
−1.63
−1.96
−2.39

−0.65



CASC5
NM_170589
0.23
−0.79
−2.72
−3.14
−0.08
−1.80
−2.59

−0.67



TPM2
NM_213674
−0.53
−1.19
−1.57
−1.84
−0.35
−1.73
−1.85

−0.69



TPM1
NM_001018004
−2.10
−2.48
−2.22
−2.09
−1.85
−3.12
−2.27

−0.72



SS18L1
NM_198935
−0.19
−1.51
−2.65
−1.97
0.60
−1.66
−2.36

−0.72



GPRIN1
NM_052899
−1.00
−0.17
−2.44
−2.82
−0.91
−0.65
−2.30

−0.74



ACTN4
NM_004924
−0.69
−1.36
−1.56
−1.96
−0.76
−1.94
−2.25

−0.74



SLC31A2
NM_001860
−0.98
−1.46
−2.44
−2.62
−0.80
−1.68
−2.16

−0.77



BLM
NM_000057
−0.38
−1.31
−2.86
−3.22
−0.40
−1.35
−2.02

−0.84



CDC25A
NM_001789
−3.72
−1.74
−3.93
−2.67
−3.41
−1.60
−3.10

−0.96



ACOT7
NM_181864
−0.72
−1.31
−2.58
−2.69
−0.78
−1.77
−2.43

−1.02



KRAS
NM_033360
−1.27
−0.86
−1.71
−2.39
−0.77
−1.31
−2.42

−1.03



AURKB
NM_004217
−0.13
−1.31
−2.87
−3.61
0.16
−0.99
−2.78

−1.11



DIAPH3
NM_001042517
−0.30
−1.56
−3.75
−3.14
−0.11
−0.89
−3.35

−1.12



ATOH8
NM_032827
−1.61
−1.54−
2.86
−2.80
−2.04
−1.99
−3.78

−1.16



CKAP2L
NM_152515
0.37
−1.44
−3.68
−4.25
0.15
−1.35
−4.26

−1.18



ERCC6L
NM_001009954
−0.45
−1.38
−3.50
−3.87
−0.26
−1.22
−3.83

−1.30



CENPI
NM_006733
−0.80
−2.93
−2.64
−2.82
−0.94
−2.20
−2.91

−1.35



CDC6
NM_001254
0.53
−1.90
−5.80
−4.06
0.51
−2.29
−3.41

−1.46



DUSP5
NM_004419
0.77
−0.65
−2.77
−3.76
1.71
−0.30
−3.05

−1.58



HUS1
NM_004507
−0.11
−1.58
−2.71
−2.77
−0.01
−1.88
−3.50

−1.65



OXCT2
NM_022120
0.83
−1.27
−3.27
−3.36
0.98
−0.96
−3.47

−2.11



LOC728688
XM_001130587
−3.10
−3.73
−4.02
−3.95
−3.23
−3.35
−3.74

−2.46



DHCR24
NM_014762
−2.67
−2.89
−5.38
−4.77
−2.49
−3.34
−5.48

−2.86








Down regulated and differentially expressed at 18 d
















HSPB7
NM_014424
−1.51
−4.75
−4.92
−5.40
−0.98
−4.38
−5.12

−8.02



CCBE1
A_32_P171043
−2.01
−2.82
−3.29
−4.24
−1.87
−3.51
−3.83

−7.48



MASP1
NM_139125
0.34
0.60
−0.53
−3.01
0.11
−0.74
−1.62

−6.68



SECTM1
NM_003004
−0.56
−2.06
−2.46
−3.05
−0.39
−2.42
−3.21

−6.42



FAM107A
NM_007177
−1.82
−2.35
−3.13
−3.69
−1.60
−2.91
−3.60

−5.66



ADAMTS1
NM_006988
−1.51
−1.16
−2.57
−3.45
−0.96
−1.42
−3.50

−5.06



AOX1
NM_001159
−0.22
1.02
0.08
−1.08
−0.34
0.02
−1.07

−4.76



NTN4
NM_021229
−0.87
−1.78
−2.22
−3.57
−0.80
−2.33
−2.66

−4.74



KLF6
ENST00000380960
−0.15
−0.89
0.21
−3.18
−0.20
−0.02
0.70

−4.71



PPL
NM_002705
0.28
−0.27
−0.54
−1.55
−0.28
−0.75
−0.91

−4.68



GPR4
NM_005282
0.13
−0.41
−1.58
−2.50
0.39
−0.44
−1.84

−4.39



PTGER2
NM_000956
−0.82
0.13
−0.99
−2.68
−0.83
0.00
−1.20

−4.35



CDH13
NM_001257
0.30
−0.80
−1.20
−2.63
0.25
−1.17
−1.14

−4.32



GFRA1
NM_005264
0.14
−0.43
−2.07
−1.83
0.11
−1.23
−3.18

−4.31



EFEMP1
NM_004105
−0.11
−1.93
−2.29
−1.91
−0.06
−2.99
−3.04

−4.30



C1GALT1
NM_020156
−0.38
−0.88
−2.00
−2.53
−0.41
−1.34
−2.28

−4.26



MGST1
NM_145791
0.32
0.28
−0.94
−1.92
0.02
−0.01
−1.04

−4.22



SQRDL
NM_021199
−0.36
−0.81
−2.05
−2.08
−0.39
−1.02
−2.31

−4.06



HSD11B1
NM_181755
0.95
2.70
0.07
−1.90
0.89
1.53
0.02

−3.99



IFI30
NM_006332
−0.31
−0.18
−1.39
−2.35
−0.30
−0.40
−2.27

−3.98



PPP1R14C
NM_030949
1.29
−0.26
−0.96
−1.01
1.13
−0.34
−1.64

−3.95



RPS6KA2
NM_021135
−0.88
−2.06
−1.92
−2.34
−0.94
−2.31
−2.48

−3.95



ANGPTL5
NM_178127
0.30
0.36
−0.29
−1.85
−0.05
−0.86
−1.29

−3.80



CD68
NM_001251
0.80
0.96
−0.62
−2.44
0.58
0.47
−1.14

−3.79



FGL2
NM_006682
−0.16
0.25
−0.98
−1.35
−0.13
−0.04
−1.76

−3.76



MRGPRF
NM_145015
−0.15
−0.65
−1.69
−2.41
−0.48
−1.21
−1.91

−3.67



PRUNE2
NM_015225
−0.09
−0.09
−0.61
−1.73
−0.50
−0.94
−1.46

−3.62



NT5E
NM_002526
−0.65
0.48
−1.02
−2.38
−0.32
0.27
−1.37

−3.62



SFRP1
NM_003012
−0.01
0.35
−0.54
−0.44
0.27
0.10
−0.64

−3.56



TNXB
NM_019105
−0.09
−1.11
−1.43
−2.00
−0.01
−1.21
−0.81

−3.56



AHNAK2
BC090889
0.06
−1.32
−0.99
−1.81
−0.47
−1.80
−1.68

−3.43



ADAMTSL4
NM_019032
1.04
0.93
−0.66
−1.00
0.92
0.30
−1.00

−3.43



C10ORF54
NM_022153
−0.57
−0.80
−1.20
−1.60
−0.51
−1.41
−1.67

−3.40



CAPZA2
NM_006136
−0.70
−0.30
0.44
−2.19
−0.53
−0.04
0.54

−3.30



ABCC3
NM_003786
−0.20
1.83
−0.06
0.55
−0.30
1.06
0.65

−2.90



C13ORF33
NM_032849
2.10
1.06
−0.42
−1.18
2.73
1.17
−0.74

−2.88



ABI3BP
NM_015429
0.72
−0.71
−1.49
−1.44
0.48
−1.44
−1.51

−2.76



TFPI
NM_006287
1.23
1.04
0.57
−0.89
1.46
0.94
−0.04

−2.71



CXCL12
NM_199168
−0.26
0.04
−0.40
0.20
−0.38
−1.03
−0.85

−2.67



TNFSF13B
NM_006573
2.79
1.86
0.55
−0.42
2.61
2.08
0.30

−2.67




ARID5B

NM_032199

−0.28


−0.12


−0.49


−1.40


−0.19


−0.51


−0.79

custom-character


PCYOX1
THC2563387
0.02
0.43
−0.12
−1.32
−0.31
0.01
−0.76

−2.39



APOL3
NM_145641
1.95
1.96
0.27
−0.41
1.71
1.50
−0.15

−2.35



RRAS2
NM_012250
−1.38
−1.30
0.07
−1.17
−1.07
−0.64
0.03

−2.28



CFL2
NM_021914
−1.52
−1.33
−1.05
−1.03
−1.61
−1.60
−0.94

−2.21



HMGAI
NM_145904
−0.39
−0.60
−0.43
−0.69
−0.44
−0.38
−0.94

−2.19



PSPH
NM_004577
−0.69
−1.31
−0.21
−1.05
−0.47
−0.76
0.25

−2.13



ABCA6
NM_080284
0.77
0.64
−0.52
0.47
0.90
0.64
−0.33

−2.12



DRAM1
NM_018370
0.57
0.52
−0.29
−0.73
0.64
−0.09
−0.86

−2.11



C1ORF21
NM_030806
−0.13
0.36
0.43
−0.57
−0.08
0.25
−0.21

−2.09



CREG1
NM_003851
0.49
0.57
−0.21
−0.08
0.49
0.23
−0.53

−2.04



LOC100134569
AK056484
−0.17
−1.56
−0.52
−0.91
0.01
−1.16
−0.28

−2.03



AKR1C1
NM_001353
1.02
0.49
−0.18
−0.52
0.46
−0.02
−0.74

−2.02



IL6ST
ENST00000381298
0.00
−0.05
−0.10
−0.83
−0.08
−0.72
−0.67

−2.02



ACBD7
NM_004797
−0.48
−0.95
0.14
−0.80
−0.31
−0.30
0.68

−1.92



USP53
BC017382
0.26
0.41
−0.21
−0.75
0.21
−0.07
−0.45

−1.91



ASB16
NM_080863
−0.47
−1.00
0.48
−0.64
−0.25
−0.22
1.12

−1.85



PROS1
NM_000313
−0.08
−0.28
−0.10
−0.63
−0.39
−0.91
−0.46

−1.82



LYNX1
NM_177457
0.21
0.40
0.42
−0.55
−0.01
−0.01
−0.35

−1.78



SOCS5
NM_144949
−0.24
−0.43
−0.29
−0.47
−0.22
−0.61
−0.61

−1.75



AK3L1
ENST00000327299
2.36
1.81
1.08
0.04
2.11
1.77
0.67

−1.70



KITLG
NM_000899
−0.52
−0.30
0.42
−0.53
−0.76
−0.30
0.42

−1.68



POLR2J2
NM_032959
−0.53
−1.06
0.51
−0.36
−0.42
−0.20
0.94

−1.67



LOC283174
AK123849
1.69
1.29
1.68
1.88
1.30
1.03
1.51

−1.64



CCL2
NM_002982
−0.46
1.39
−0.29
0.59
−0.49
0.88
0.39

−1.63



HSPA4L
NM_014278
1.45
0.45
1.28
−0.28
1.68
−0.32
−0.56

−1.62



USP53
AF085848
0.36
0.29
−0.32
−0.17
0.43
−0.12
−0.15

−1.55



HPSE
NM_006665
0.30
0.40
1.14
−0.01
0.30
0.60
0.98

−1.51



STEAP3
NM_182915
0.83
−0.96
−0.06
−0.45
0.51
−0.93
−0.17

−1.50



CACNA1B
M94173
−0.09
−0.61
0.23
−0.31
−0.13
−0.04
0.82

−1.48



ZNF2
NM_021088
−0.42
−0.76
0.16
−0.36
−0.22
−0.20
0.75

−1.44



CTSS
NM_004079
0.55
2.04
−0.17
−0.35
0.42
1.70
−0.35

−1.40



ZFP36
NM_003407
1.00
0.49
0.05
−0.27
1.25
0.66
−0.12

−1.28



GBP6
NM_198460
−0.43
−0.59
0.53
−0.25
−0.30
0.01
0.80

−1.25



CSNK1A1L
NM_145203
0.48
0.94
1.90
−0.19
0.46
1.80
2.50

−1.23



THC2590522
THC2590522
−0.20
0.40
0.06
−0.07
0.05
0.51
−0.15

−1.22



DHRS3
NM_004753
3.14
1.40
0.86
1.33
3.12
1.62
0.62

−1.13



LHX1
NM_005568
−0.07
0.51
1.91
0.05
0.04
1.24
2.53

−1.08



CFD
NM_001928
1.49
3.23
2.85
3.65
1.04
2.38
1.88

−1.00



CDK1
NM_001786
0.26
−0.30
−0.57
−2.73
0.35
0.09
0.27

−0.98



CBX7
NM_175709
1.16
0.76
1.05
0.35
1.06
0.97
0.67

−0.96



SERPING1
NM_000062
1.34
1.62
1.78
0.36
1.02
1.20
1.05

−0.91



RAB6A
NM_002869
0.02
0.82
1.64
1.52
0.29
1.51
2.09

−0.87



CD302
NM_014880
0.26
0.73
0.86
0.34
0.17
0.44
1.18

−0.79



CCNA2
NM_001237
−0.06
−0.27
0.08
−2.05
−0.08
0.95
0.81

−0.77



DPP4
NM_001935
0.31
−0.25
0.85
0.56
0.26
−0.24
0.61

−0.71



OLFM1
NM_006334
−0.25
0.23
0.67
0.73
−0.21
0.42
0.56

−0.55



PBLD
NM_022129
−0.12
−0.88
0.47
0.67
−0.15
−0.63
0.95

−0.51



PDPN
NM_198389
1.54
1.46
1.06
0.94
1.36
0.55
0.91

−0.51



HRH3
NM_007232
−0.66
−0.52
1.55
0.64
−0.52
0.02
1.58

−0.49



PKP3
NM_007183
1.38
1.63
1.94
0.97
0.38
2.12
2.42

−0.47



FEM1B
NM_015322
0.12
0.44
1.25
0.63
0.53
0.76
1.38

−0.38



TLR3
NM_003265
1.41
1.32
1.48
1.05
0.65
1.24
1.43

−0.34



DDHD1
NM_030637
−1.02
0.01
0.99
0.81
−0.87
0.69
0.91

−0.30



ACCN1
NM_183377
−0.52
0.36
1.97
1.73
−0.54
1.56
2.61

−0.25



SLC11A1
NM_000578
−0.56
1.17
1.93
1.32
−0.55
1.24
1.74

−0.19



EMX2
NM_004098
0.08
0.25
0.96
1.08
0.12
0.60
1.10

−0.19



CD79A
NM_001783
0.30
0.00
1.95
0.85
−0.22
0.36
1.89

−0.16



CDS2
NM_003818
0.34
0.19
0.94
1.19
0.39
0.85
1.11

0.06



PHOSPHO2
NM_001008489
−0.98
0.97
1.65
1.10
−1.30
1.55
2.21

0.08



GRK5
NM_005308
−0.33
0.17
1.02
1.28
0.14
0.86
1.26

0.10



SCARF1
NM_145351
−0.41
0.31
1.24
1.26
−0.05
0.50
1.46

0.14



FAM120A
BC007879
−0.55
0.62
1.56
1.31
−0.65
1.59
1.60

0.16



GPR77
NM_018485
0.20
0.81
2.22
1.38
0.19
1.45
2.13

0.18



VAMP4
NM_003762
0.83
1.09
1.83
1.20
0.92
1.43
2.16

0.20



PMP22
NM_000304
0.36
0.75
1.36
1.93
0.30
0.99
1.69

0.20



N4BP2L1
NM_052818
2.83
2.84
2.03
1.97
2.81
2.76
1.82

0.20



POU3F1
NM_002699
−0.50
0.65
1.69
1.80
−0.33
1.29
1.95

0.21



FAM70B
NM_182614
0.22
0.14
1.11
1.32
0.17
0.56
1.52

0.22



ANGPTL4
NM_139314
5.36
3.69
2.86
2.96
5.58
4.66
3.07

0.23



WFDC3
NM_080614
1.65
0.67
1.28
1.51
1.44
1.25
1.86

0.24



FAM8A1
NM_016255
−0.13
1.04
1.87
1.45
0.15
1.73
2.41

0.28



EDNRB
NM_003991
1.05
3.22
2.98
2.63
1.92
4.19
3.38

0.29



CASZ1
NM_017766
−0.48
1.02
2.06
1.73
−0.54
1.93
2.55

0.33



TCL1A
NM_021966
−0.11
−0.20
1.79
1.48
−0.26
0.51
2.04

0.33



DOCK2
NM_004946
−1.41
1.52
2.02
2.29
−1.18
2.26
2.66

0.37



BMPR2
NM_001204
0.02
0.64
1.45
−0.69
−0.15
1.07
2.03

0.41



RAB33A
NM_004794
5.14
2.05
1.82
1.95
5.11
2.60
2.71

0.45



TRERF1
ENST00000372922
−0.27
0.66
2.65
2.20
−0.36
1.56
2.91

0.51



TFF1
NM_003225
−0.15
0.44
2.22
1.79
−0.21
0.67
1.95

0.56



C13ORF31
NM_153218
0.05
1.65
1.76
1.84
−0.35
1.44
1.92

0.56



PTGIR
NM_000960
−0.34
1.54
2.92
1.99
−0.37
2.07
2.90

0.58



MADCAM1
NM_130760
−0.37
1.44
2.45
1.84
−0.14
1.68
2.98

0.64



DDIT3
NM_004083
4.85
1.57
2.11
1.92
4.44
1.93
2.00

0.67



GPR85
NM_018970
−0.95
2.62
2.90
3.04
−1.24
2.84
2.96

0.68



C9ORF98
NM_152572
0.72
0.56
2.65
2.30
0.35
1.31
2.33

0.71



RUNDC2B
AK023827
0.20
0.76
2.04
2.05
0.09
1.16
2.27

0.72



CREB5
NM_182898
1.14
1.17
2.21
2.01
1.05
1.48
2.52

0.75



CFB
NM_001710
1.78
3.83
2.99
2.34
1.25
3.24
2.80

0.78



TINAGL1
NM_022164
−0.17
−0.03
1.87
2.21
−0.21
1.21
2.30

0.81



RUFY3
NM_014961
0.98
0.82
1.59
1.95
0.76
1.63
2.15

0.86



FLJ30901
AK055463
−0.35
0.39
2.37
2.11
−0.26
1.40
2.77

0.88



BPTF
NM_182641
0.07
1.08
2.06
2.06
−0.34
1.55
2.49

0.93



LOC100133050
XM_001126539
0.15
1.30
2.72
2.12
0.01
1.41
2.50

1.03



MCL1
NM_021960
−0.52
2.07
2.51
2.21
0.29
2.52
2.71

1.06



SPDYE3
NM_001004351
−0.29
0.32
2.16
2.12
0.05
1.53
2.60

1.09



IGSF6
NM_005849
−0.01
4.00
4.29
2.66
−0.01
3.26
3.84

1.09



PRAMI
NM_032152
0.17
1.28
2.60
2.49
−0.04
1.60
2.46

1.16



CENPL
NM_033319
0.20
0.77
1.62
2.23
0.27
1.58
2.31

1.17



GPR144
ENST00000334810
−0.56
0.55
1.99
2.39
−0.37
1.63
2.45

1.17



OXER1
NM_148962
−0.20
0.60
2.15
2.40
−0.14
1.28
2.67

1.17



BCAS4
BC056883
−0.10
0.74
1.80
2.27
0.16
1.39
2.24

1.20



TMEFF2
AB004064
0.41
1.16
2.80
2.88
0.77
1.87
2.71

1.20



EIF4B
NM_001417
0.23
0.77
5.25
3.16
0.11
2.65
5.52

1.24



CTRL
NM_001907
−0.32
0.67
2.43
2.28
−0.43
1.33
2.72

1.26



DAB1
NM_021080
−0.31
1.97
2.89
3.46
−0.33
3.16
4.03

1.33



TMEM105
NM_178520
0.77
3.49
3.57
2.81
1.37
4.22
3.78

1.35



FAM63A
NM_018379
0.60
1.37
2.87
2.48
−0.25
2.04
3.15

1.36




RPS6KA3

NM_004586

0.25


1.69


2.37


2.49


0.35


2.31


2.51

custom-character


HIPK2
BC041926
−0.47
0.36
2.53
2.77
−0.67
1.55
2.57

1.38



FAM179A
THC2697920
−0.08
1.58
3.05
2.55
−0.03
2.24
3.06

1.41



SMAGP
NM_001031628
−1.53
1.97
3.30
3.10
−1.51
2.05
3.16

1.46



MAG
NM_080600
−0.25
0.59
2.22
2.78
−0.09
1.32
2.90

1.47



C9ORF50
NM_199350
0.29
2.61
3.13
2.62
0.40
3.07
3.53

1.61



ALCAM
NM_001627
−1.43
2.33
3.41
3.47
−1.07
2.51
3.06

1.69



PDK4
NM_002612
1.90
4.53
4.02
4.48
2.59
5.07
3.35

1.74



LOC729137
AK090442
−0.24
2.32
4.47
3.62
−0.17
2.94
3.88

1.80



HBD
NM_000519
−0.22
1.27
2.97
5.40
−0.54
3.47
6.28

1.82



HIP1
NM_005338
−0.70
1.96
3.45
3.19
−0.44
2.49
3.75

1.83



QKI
NM_206855
−0.78
2.09
3.32
2.94
−0.37
2.82
3.70

1.88



1KZF2
NM_001079526
1.98
1.46
2.57
3.28
1.90
2.09
3.09

1.92



LOC100129115
AK095213
0.14
1.97
3.59
3.02
0.16
2.79
3.77

1.95



TEC
NM_003215
2.01
2.59
4.25
3.10
1.60
3.07
4.28

1.96



ZEB2
NM_014795
0.38
2.27
2.63
3.02
0.57
2.76
3.01

1.98



TTC39C
NM_153211
−0.20
1.89
3.01
3.16
−0.20
2.54
3.43

2.00



FAM131B
NM_014690
−0.67
1.51
3.38
3.87
−0.30
2.53
3.85

2.01



ZNF238
NM_006352
0.42
3.72
3.89
3.54
−0.09
4.22
4.47

2.03



ABCA1
NM_005502
4.62
3.80
3.69
3.55
4.48
3.29
3.31

2.07



LRRN2
NM_201630
−0.62
0.80
3.52
3.62
−0.68
2.23
3.52

2.07



GNG2
NM_053064
0.53
2.95
3.75
3.56
0.82
3.52
3.97

2.12



TMEM33
BU567141
−0.83
0.70
5.78
4.27
−0.65
2.72
5.82

2.25



UNKL
ENST00000074056
−0.18
3.39
4.86
4.31
−0.13
3.81
4.94

2.40



CD14
NM_000591
−0.19
4.45
3.93
3.84
−0.10
4.66
4.28

2.47



TM6SF1
NM_023003
−0.06
3.67
4.72
4.22
−0.03
4.02
4.72

2.59



SLC15A3
NM_016582
1.68
3.99
4.27
4.52
1.35
4.09
4.22

2.73



EPHB6
NM_004445
−0.44
2.63
4.42
4.28
−0.19
3.21
4.68

2.81



NCF1
NM_000265
1.26
4.43
4.79
4.36
0.65
4.63
4.77

3.04



CEACAM1
NM_001712
1.40
3.29
4.97
4.53
1.16
4.30
5.10

3.13



PVT1
NR_003367
0.08
2.69
4.13
4.35
0.31
3.81
4.75

3.20



NCF4
NM_000631
0.07
5.93
6.82
4.71
0.04
6.08
6.56

3.22



LMO2
NM_005574
1.83
3.28
4.54
4.62
1.30
3.74
4.55

3.28



CPA3
NM_001870
−0.72
3.43
7.30
5.00
−0.64
5.89
7.75

3.30



SNX12
NM_013346
−0.03
3.33
4.22
4.45
−0.13
3.90
4.46

3.37



TREM2
NM_018965
−0.41
3.34
5.10
5.45
−0.42
3.36
4.87

3.52



GDA
NM_004293
0.02
6.36
5.66
5.11
0.01
7.00
6.19

3.56



RAD51L1
NM_133510
0.79
2.22
6.99
5.82
0.53
4.53
7.19

4.00



TLR6
NM_006068
0.28
5.87
5.91
5.61
−0.30
6.03
5.76

4.17



THC2586092
THC2586092
−0.63
5.87
5.64
5.27
−0.43
5.91
5.72

4.23



CD37
NM_001774
0.01
5.18
6.29
5.72
−0.08
5.88
6.15

4.27



MAN1A1
NM_005907
−0.29
4.21
5.63
5.54
−0.10
5.22
5.94

4.34



TNFSF13
NM_172088
0.04
4.23
5.74
5.96
−0.16
4.75
5.70

4.47



DOK2
NM_003974
0.05
7.25
7.62
6.67
−0.11
7.61
7.31

4.50



SFXN5
NM_144579
−0.39
4.89
5.89
5.58
−0.64
5.67
6.28

4.55



HK3
NM_002115
−0.76
5.77
6.65
6.75
−0.06
5.79
6.52

4.60



C15ORF48
NM_032413
4.30
5.15
6.46
5.97
4.89
5.90
6.51

4.63



ITGAX
NM_000887
0.36
5.02
7.53
7.07
0.31
4.12
7.46

5.15



FBXO24
NM_033506
−0.11
6.65
7.96
6.62
−0.03
7.35
7.95

5.45



CORO1A
NM_007074
−1.01
7.28
7.18
6.63
−1.31
7.43
7.18

5.55



ZNF608
NM_020747
0.32
6.85
7.50
7.26
0.26
6.99
7.81

5.58



RASSF4
NM_032023
1.85
6.40
6.85
7.28
1.40
7.02
6.71

5.63



CFP
NM_002621
−0.26
7.99
8.21
7.61
−0.23
8.44
7.98

5.76



VAV3
NM_006113
−0.18
6.80
7.56
7.32
0.08
7.21
7.58

5.92



CD36
NM_001001547
0.71
7.89
10.04
8.88
0.38
8.45
9.43

6.75



ALOX5AP
NM_001629
0.03
10.00
10.43
8.72
−0.01
10.45
10.20

7.01










Gene topology of the GOI list was visualized with Gene Expression Dynamics Inspector (GEDI) (8). The parameter settings to generate Self Organizing Maps (SOMs) are shown in Table 4. Gene ontology was performed with DAVID (Database for Annotation, Visualization and Integrated Discovery, http://david.abcc.ncifcrf.gov/). Gene sets from each time point were loaded and analyzed to discover the main biological processes at each time point. The stringency for functional clustering was set on “high” (9).









TABLE 4





Overview of parameter settings to generate the SOMs in GEDI.



















Grid size SOM
X = 11
Y = 12



SOM training quality
Maximum








First Phase
Second Phase







Training iterations
80
160



neighborhood radius
4.0
1.0



Learning Factor
0.6
0.1



Conscience
5.0
5.0



Neighborhood Block Size
2.0
1.0











Random Seed
1




Initialization method
Linear Initialization



Distance metrics
Euclidean Distance










Co-expressed genes were clustered according to their temporal profile in the decalcified and non decalcified Collagraft™ structures utilizing the SOM algorithm of GEDI with the “reducing neighborhood block” parameter set to 1 in the first training phase (10). 110 Clusters with an average gene size of 11 (t6) genes per cluster were obtained. For each cluster, the average gene expression and standard deviation for every time point was calculated and statistically compared between decalcified versus non decalficied Collagraft™. Clusters having no significant differences at any time point were omitted from further analysis (student t-test, p-value cut-off p<0.001). The remaining 64 clusters were ranked according to their p-value starting with the lowest p-value first. The first 32 clusters (representing 553 genes or 58% of the GOI list) were used for subsequent analysis. Temporal profiles of the metagenes (=average expression of the genes within a cluster) was plotted for each of the 32 clusters which could be organized in 6 superclusters (FIG. 6). Genes from each supercluster were loaded in Ingenuity Pathway Analysis (Ingenuity Systems, Redwood City, Calif.) for gene network reconstruction. Gene networks were built with a restriction of 70 genes per network and 25 networks per supercluster (Table 3).


Quantitative PCR. Complementary DNA (cDNA) was obtained by reverse transcription of 1 pg of total RNA with Oligo (dT)20 as primer (Superscript Ill; Invitrogen, Merelbeke, Belgium). Sybr Green PCR was performed in 10 pl reaction in a Rotor-Gene-Q (Qiagen) with following protocol: 95° C. for 3 seconds, 60° C. for 20 seconds. Primer sequences for specific Sybr green PCR was performed with human specific primers (Table 5). Taqman PCR primer/probe combinations (Applied Biosystems) were used in the in vitro osteogenesis assays.









TABLE 5







Primer sequences designed to detect human specific transcripts


for several target genes with Sybr green PCR.













SEQ


Gene
Sense
Anti Sense
ID No





Osterix
AGTGACCTTTCAGCCTCCAA
GGGAAAAGGGAGGGTAATCA
1/2





Bone Sialo
CCGAAGAAAATGGAGATGACA
CCTCTCCATAGCCCAGTGTT
3/4


Protein








Osteocalcin
GTGCAGCCTTTGTGTCCAA
GCTCACACACCTCCCTCCT
5/6





ANO1
CCGGAGCACGATTGTCTATG
CTCGACGTTTTCACCGTTGT
7/8





NDK2
TCAACATTGACGCACTCCAG
GAGGCATCCACGACCTCATA
 9/10





OPN
TAAATTCTGGGAGGGCTTGG
GATGCCTAGGAGGCAAAAGC
11/12





SLN
GATCCTCTTCAGGAGGTGAGG
ACAGCTCCCGGGTGTTTATC
13/14





TNSF11
CCTTTCAAGGAGCTGTGCAA
TGGGAACCAGATGGGATGT
15/16









Statistical Analysis. Experiments were carried out in triplicate. The error bars represent the standard error of the mean when cells from multiple donors are used. Standard deviations are shown when experiments are performed with a hPDC cell pool (n=3). Statistical comparison between experimental conditions was performed with a Mann-Whitney U test. A p-value ≦0.05 was considered as being statistically significant.


Example 2: Results

To study the role of CaP in ectopic bone formation by MSCs, we developed a model system in which synthetic CaP carrier structures (Collagraft™) were decalcified, leaving a collagen matrix behind, prior to cell seeding and implantation. In these structures, ectopic bone formation by hPDCs was absent (6). Since the process of ectopic bone formation by hPDCs in a Collagraft™ carrier fully develops without adding additional growth factors, we hypothesized that CaP may initialize osteogenic gene networks shortly after implantation. To address this hypothesis, we set out to examine genome wide gene expression of hPDCs engrafted on decalcified and non-decalcified Collagraft™ carriers before and after subcutaneous implantation in nude mice. Utilizing bioinformatics, we inferred gene networks and signaling pathways based on differential gene expression over time and between the two conditions. Subsequently, differential gene expression and activation of several signaling pathways was validated with quantitative PCR and western blot analysis. Finally, we tested if activation of the identified in vivo pathways could promote osteogenic differentiation of hPDCs in vitro and in vivo.


Osteogenic gene signature establishes within three weeks after implantation. To determine the time window when osteogenic differentiation occurs in vivo, hPDCs were seeded on calcium phosphate depleted matrices (CPDM) and non decalcified, calcium phosphate rich (CPRM), Collagraft™ carriers and subcutaneously implanted for 2, 8, 18 and 28 days. As shown in FIG. 1, the early bone marker Osterix (OSX) and Bone Sialo Protein (BSP) and Osteocalcin (OC), two markers reflecting osteoblast maturation, were upregulated in the CPRM within 18 days. Based on the expression of these three markers, we considered 20h after seeding, 2 days, 8 days and 18 days as four time points to explore gene expression with microarray. Indeed, the genes of interest (GOI) returned several early and late osteoblast markers that were highly expressed in CPRM (FIG. 1B and Table 2) indicating that the time points were well chosen. Interestingly, the osteocyte marker DMP1 but not Sclerostin or PHEX was upregulated (FIG. 1B). These results indicate that osteogenic differentiation from progenitor cell to mature osteoblast occurred within the first three weeks of implantation.


Calcium phosphate modulates osteogenic gene network dynamics in vivo. Due to the nature of the microarray data (time series in two independent conditions), we opted to arrange the GOI in Self Organizing Maps (SOMs). SOMs assign genes with a comparable expression over time to the same tile in a 2D plot. Hence, genes plotted in the close vicinity of each other on the SOM behave very similar throughout the experiment, whereas genes assigned to tiles further away from each other behave differently. As each tile is color coded according to the average gene expression (light gray=low expression, black=high expression), gene topologies can be visualized into distinct patterns (10). As shown in FIG. 2A, gene topologies were comparable between CPRM and CPDM at 20 h and two days after implantation. However, distinct patterns are noted when comparing gene topologies at two days (in vivo) and 20 h after seeding (in vitro). Interestingly, the SOMs of CPDM at eight days and 18 days appeared similar to the ones at respectively two and eight days in CPRM. Changing the parametric values of the SOMs generated different visual patterns, but did not affect the interpretation of the results. The observation that gene topologies in both types of matrices display very similar changes when transferred from an in vitro to in vivo environment suggest that implantation of cell seeded scaffolds in a subcutaneous pocket (“wound” environment) is sufficient to ‘activate’ the hPDCs. Upon implantation, gene topology dynamics progressed faster in CPRM as compared to CPDM suggesting that CaP may promote or ‘accelerate’ the osteogenic program of hPDCs.


Because gene topology is a meta analysis based on the expression of a priori defined genes of interest, validation of single gene expression with qPCR is appropriate. Here, the expression of six differentially expressed genes in the array was validated with qPCR using human specific primers. Two genes, Osterix (OSX) and Osteopontin (OPN) are well established bone markers. Based on the microarray data, the other four genes, Anoctamin-1 (ANO1), Naked Cuticle 2 (NKD2), Sarcolipin (SLN) and Tumor Necrosis Factor (Ligand) Superfamily member 11 (TNFSF11 also known as RANKL) were upregulated and differentially expressed between CPRM and CPDM at 8 and 18 days. Hence, these genes can be considered as putative early bone markers for in vivo bone formation (FIG. 5).


Because microarrays are not designed to detect species specific transcripts, the measured gene expression reflects cellular processes from both engrafted and host cells. Gene ontology (GO) analysis identified these cellular processes related to “cell survival” at twenty hours after seeding, “chromatin remodeling” and “positive regulation of transcription” at two days after implantation and “mitosis”, “osteogenesis”, “sprouting” (tube morphogenesis) and “neuron development” at 18 days after implantation (FIG. 2B). Interestingly, at two days post implantation the dataset was little enriched for genes associated with “osteogenesis” and “blood vessel morphogenesis” suggesting that the decision making point for osteogenic differentiation might occur early on after implantation. In addition, the transient expression of genes associated with “fiber contractility” (associated with cell migration), “inflammation”, “gene transcription”, and “angiogenesis” between 2 and 18 days further underscores a significant role for the host cells in this process.


Mapping the hub gene network. Although GO and SOM analysis described the early biological events during ectopic bone formation, they provided little insight into the molecular signaling pathways that were activated in CPRM. To address this issue, we assumed that co-expressed genes sharing similar temporal profiles are regulated by common hub genes. Therefore, co-expressed genes in both experimental conditions were clustered into six superclusters (FIG. 3A, FIG. 6). Subsequently, the genes of the six superclusters were loaded in Ingenuity Pathway Analysis to build gene networks for each supercluster. Based on the retrieved network maps (Table 3), hub genes were selected and mapped into a gene network connecting the hub genes with “direct” and “indirect” gene/protein interactions (FIG. 3B). As expected, expression of hub genes known to be involved in bone formation such as beta catenin, LEF1, Runx2, OSX, ALP, BMP7 and Notch/Hey1 were up regulated in the CPRM. In contrast, KITLigand was down regulated. Interestingly, several hub genes linked to TGFβ (TGFβ1), MAPK (p38, ERK1/2), TNFα (TNFα, IFNγ, IL6, NFκB), EGF (ERBB2, GRB2, EGFR), and p53 signaling (TP53) were not differentially expressed at the transcriptional level.









TABLE 3







Table 3: Gene networks generated with IPA for each supercluster. Hub genes


that were used to map the hub gene network are annotated in bold.










Network
Cluster name
Score
Function














Supercluster 1




1
ACVRL1, ALPP, amino acids, AOC2 (includes EG:314), ARL2BP, ARPC4,
53
Cellular



BARX2, BMP7, CALCA, CELSR2, CHST1, CREBBP, DLG4, DLX5,

Growth and



DOCK4, DUSP13, EPO, ERBB2, FN1, FOS, FSTL3, GFI1, GRB2, HEY1,

Proliferation,



HOMER2, HOXA11, HOXD1, HTR2B, ITGA7, ITGA8 (includes EG:8516),

Cellular



ITGB4, JUB, KCNAB1, keratan sulfate, LIMD1, LRRC1, MAST4, MFAP2,

Development,



MIR125A (includes EG:406910), MIR24-1 (includes EG:407012),

Tissue



MIRN140, MKI67, NPNT, NPTX2, OGDHL, PDGF BB, PDGFC, PGAM2,

Development



PLCH1, PLXNC1, PNOC, PRSS35, RASL10A, RUNX3, SEMA7A, SFN,



SGK223, SHROOM1, SLC25A4, SLC27A1, SMAD1, SMAD1/5, SPARC,



TAGLN, TGFB1, TGFB1I1, TM7SF4, TPSB2, UBA52, ZCCHC12


2
20alpha-hydroxycholesterol, 22(S)-hydroxycholesterol, ACTG2 (includes
41
Cell



EG:72), Actin, AGAP2, Akt, Alp, ALPL, ALPP, Ap1, APCDD1, AXIN1,

Morphology,



BMP, BMP4, BMP7, BMP8A, BMP8B, CALCA, CHRDL2, CHRNA1,

Skeletal and



COL10A1, creatine, CTNNβ-TCF/LEF, DCT, DIO2, DLX2, DLX5, DMP1,

Muscular



DNER, DSPP, DUSP2, DVL1, ERK, ERK1/2, ESRRG, FGF23, GABRR1,

System



GRB10, HEY1, HEY2, HOMER2, IBSP, JAG1, Jnk, KCNQ2, LEF1,

Development



MEGF10, MSTN, MSX1, MSX2, NKX3-2, NOG, NOTCH2, NOTCH3,

and Function,



NOTCH4, P38 MAPK, PDGFC, PITX2, PTPRZ1, ROR2, RSU1, RUNX2,

Tissue



SMOOTH MUSCLE ACTIN, SOST, SP7, Tgf beta, triiodothyronine

Development



reverse, TSC22D3, WNT10B


3
ABCA4, ALPL, ANO1, APCDD1, APP, ATP, ATP2A2, BCL2, beta-
39
Molecular




estradiol, C20ORF160, CDX1, CKM, COL9A2, CRH, CRHR1, CRYBA4


Transport,



CRYBB1, CRYBB2, CTSC, cyclic GMP, DKK1, DLX1, DLX5, FABP6

Nucleic Acid



FAM78A, GAD2, GZMA, HIVEP3, Hsp70, IGFBP6, IL1B, JUN, KANK4

Metabolism,



KIAA1211, LAMB1, LGALS2, LINGO1, MATN2, melatonin, MIR195

Small



(includes EG:406971), MIR297-2, MIRLET7B (includes EG:406884)

Molecule



MIRLET7G (includes EG:406890), MMP7, NCAM1, NFE2L1, NPTX1

Biochemistry



NR4A2, PDE9A, PELI2, phosphocreatine, PI3, RCN2, retinoic acid



SATB2, SEMA6A, SFRP1, SMPD3, SPARC, sphingomyelinase, TGFB3



TH, TNF, TNFRSF19, TRAF3IP3, TSC22D3, WNT10B, WNT5A, WWOX



YWHAZ



Supercluster 2


4
Actin, ADAMTS4, ADAMTS5, Alpha catenin, ALPL, BAIAP2, C21ORF33,
51
Connective




Ca2+, CASR, CBFB, CCL5, CNTN1, COL8A1, COMP, CPNE4, DCTN1,


Tissue



DCTN2, DLG4, DUSP10, DYNC1H1, DYNC1I1, DYNLL2, E2F4, EML4,

Disorders,



EPS8L1, EXOSC5, FHL1, GRIK1, HNF4A, HOMER2, HOOK3, HPCAL1,

Developmental



HTT, IPP, KIAA1217, KIF4A, KLHL12, LIN7B, MATN3, MATN4, NCAPD2,

Disorder,



NDC80, NFKBIL2, NUF2, ONECUT1, PPP5C, PTGDS, PTH1R, PVRL2,

Genetic




Ras homolog, SEMA7A, SGIP1, SPC24, SPC25, Sphk, STAU1, STX18,


Disorder




TGFB1, TMTC4, TPSB2, TPST2, TRP, TRPC3, TRPC5, TUBB2C, UTP3,




WDR12, WNT4, ZFP36, ZWINT (includes EG:11130)


5
24,25-dihydroxyvitamin D3, ACTG2 (includes EG:72), ADAM19,
42
Cellular



ADAMTS7, Alp, ALPL, ANKRD1, APP, ASCL1, beta-estradiol, BICD1,

Growth and



BMPR1A, BTBD3, C21ORF33, CD38, CMTM8, CSF2, CTNNβ-TCF/LEF,

Proliferation,



CYTSB, Delta/Jagged, DLL1, DLL3, DLX4, EGFR, ERG, FER (includes

Cellular



EG:2241), FSH, GRB2, GYPA, IFNG, IGKV1-117, IL8, IL21R, ITM2C,

Development,



JAG1, JAG2, LFNG, Lh, MAGI1, MATN2, MB, MCAM, MFAP5, MIR24,

Embryonic



MIR199A1, MIR34A (includes EG:407040), MSX1, NCSTN, NFkB

Development



(complex), NOTCH1, NOV, NUMBL, PECAM1, PHTF2, PPP1R14B,



PSENEN, PTHLH, RASAL2, RECQL4, SAA, SEPN1 (includes EG:57190),



SMARCB1, TNF, TP53I11, TUBB2C, TWIST1, vitamin B12, ZDHHC23,



ZEB2



Supercluster 3


6
ADAM22, ADRBK2, Arf, ARF6, ATP2B2, beta-estradiol, CCL17, CCL22,
31
Genetic



CCR4, CHRM1, CHRM3, CNTN2, CNTNAP2, CORT, CXCR4, CYR61,

Disorder,



CYTH1, CYTH2, CYTH3, DLG2, DYNLT1, ERC2, FRK, FZD4, G-protein

Neurological



beta, GAB1, GFI1B, GIT1, GNAQ, GRIP2, GRK4, GRK5, HDAC9 (includes

Disease,



EG:9734), HECW1, HOXB8, IL4, II3r, IL3RA, IPCEF1, isopentenyl

Psychological



diphosphate, Jnk, KCNA2, KCNA4, LGI1, MPDZ, MYLK, NCAN, NGF,

Disorders



PBX1, PHC1, PHC2, PLD1, PPFIA1, PPFIA4, PPP1R9B, Ptk, PTK2B,



RAC1, RHO, SCNN1A, SIX3, SLAMF7, SSR4, SSTR1, SSTR4, TAGLN,



taurolithocholic acid, TBX21, TNF, TUBG1



Supercluster 4


7
AKIRIN1, APP, ASB8, beta-estradiol, C2ORF49, C3ORF19, C5ORF22,
53
Protein



CAT, CDKN2A, CELF1, Creb, DNAJC3, DRAP1, EGFR, EIF2AK3,

Synthesis,



EIF2B1, EIF2B3, EIF2S1, EIF2S2, ERO1L, ERP44, FAM178A, FRZB,

Lipid



GABPB2, GDAP2, heme, HNF4A, IL24, KBTBD7, KIF5A, KIF5C,

Metabolism,



KLHDC3, KLHL13, LSS, MAPKAP1, METAP2, METTL2B, MIR291A

Small



(includes EG:100049715), MIR301A (includes EG:407027), MIRLET7E

Molecule



(includes EG:406887), MTORC2, NFYB, NMNAT1, Nos, PCBP2, PJA2,

Biochemistry



Pkc(s), PLAA, PPARGC1B, PPP1R15A, RPS9, RUNX1T1, SLK, SUPT3H



(includes EG:8464), TADA2B, TAF12 (includes EG:6883), TAF9B, TCEB1,



TCEB2, TMEM17, TNF, TOPORS, TP53, TP53INP2, TRAK2, TXNL4B,



UBR1, UBR2, UBXN7, VPS41



Supercluster 5


8
ABCD1, AGTBP1, AIF1, ALOX5AP, BLVRB, BMP1, C21orf91, C4BPB,



C70RP6, CCL6, CCL8, GDCD85B, CREG1, CYG1, CYP2U1, DACH2,



DNMT3A, DYNC1, EPH84, EPX, ERBB2, FRK, FXYD6, GCC2, GLYAT,




HNF4A, HUS1, IF127L2, IFNG, IL4, IKZF5, KITLG, LSMD1, LACTB,




LTC4S, LY6E, MARCO, MCM3, MID1IP1, MIR214 (includes EG:406996),



MREG, NAA3C, NCOR1, NUDT1, ORC5L, PCNA, PPFIA, PPP2CA,



PROS, PNP, RB1, retinoic acid, RFC4, RFC5, RMND, SAMD9, SAMSN1,



SRGN, ST3GAL4, TGFb1, TNFRSF23, TPM4, TPSB2, TXNLN, USP25,



ZBT5



Supercluster 6


9
ACTR3B, Adaptor protein 2, AGAP1, ALDH1L1, ANG, AP2A1, ARL6,
54
Cell



BDNF, Ca2+, CALB2, Calbindin, CAR ligand-CAR-Retinoic acid-RXRα,

Signaling,



CCNE2, CD209, CDKN2A, CHCHD10, CLTCL1, DACH1, DAP, ERBB2,

Molecular



FAM131B, FFAR2, FGF1, FGF5, FKBP1A, Focal adhesion kinase, GJC1,

Transport,



GSTM4, GYPC, HBD, HBQ1 (includes EG:3049), HIP1, HNF4A, HOXA2,

Vitamin and




IL6, INVS, IRF6, JPH2, K+, LBP, LRRN2, MIR103-1 (includes EG:406895),


Mineral



MIR181B2, MIR24-1 (includes EG:407012), MYCN, Na+, NDN, NECAP1,

Metabolism



NPHP1, NRG, P2RY4, PCDH19, PHKB, RASIP1, RPS10, Ryr, S100A11,



SCGB1A1, SEC61B, SLC24A3, SLC35A2, TBRG1, TFAP2B, TFAP2C,



TM6SF1, TMEM33, TNKS1BP1, TOB1, VCL, ZNF609


10
Actin, ADD1, Akt, ANG, Arf, ASAH2, CCR3, CCR7, CD3E, CEACAM1,
52
Cardiovascular



CES1 (includes EG:1066), CXCR2, DAB1, DBC1, DMD, E2f, EFNB2,

System



EIF4B, EPHB3, EPHB4, EPHB6, EPS8L1, ERK1/2, F Actin, FER (includes

Development



EG:2241), GPC3, hCG, HIPK2, HIST1H2AE (includes EG:3012),

and Function,



HIST1H2BJ (includes EG:8970), Histone h3, IFIT1, II8r, Insulin, Interferon

Organismal



alpha, Jnk, KLRG1, LBP, LDL, LIPE, MADCAM1, MAG, NCF1, NCF4,

Development,



NWASP, PDGF BB, PDGF-AA, Pkc(s), PLIN1, POU3F1, PROK2,

Developmental



PROKR1, PRX, Ras homolog, SBF1, SCARF1, SLC4A4, SNTG1,

Disorder



SNX33, SPTA1, SPTB, SUV39H1, TCL1A, TGM1, TIE1, TMEFF2, TNS1,



Tropomyosin, UTRN, WAS


11
ALAD, butyric acid, C10ORF10, C15ORF63, CD209, CELF1, CPA3,
51
Cellular




CTNNB1, CTRL, D4S234E, DOCK2, ELMO1, EN1, FABP7, GPD1, HBD,


Development,



HOMER3, HOXD3, HTT, ICA1, IER2, IFIT1, IFNG, II8r, ITGAX, KCNC3,

Endocrine



KCTD17, LIX1L, MIR124-1 (includes EG:406907), MIR206 (includes

System



EG:406989), MKKS, MSR1, MYL4, MYLK2, Myosin Light Chain Kinase,

Development



NEUROD1, NEUROG1, NFIX, NKX2-2, norepinephrine, NOTCH4, NPTX1,

and Function,



NPTXR, PAX6, peptidase, PI4KA, QKI, RCN2, RFX1, SBF1, SCG5,

Endocrine



SEC61B, SIK1, SLC11A1, SLC26A2, SP1, STK16, STX12, TCF20,

System



TCF7L1, TEX261, TGFB1, TGM1, TINAGL1, TNF, TREM2, TSPAN7,

Disorders



TYR, USH1C, WWTR1









To investigate whether these pathways were differentially activated in CPDM versus CPRM, we probed for phosphorylated proteins that are key messengers of these pathways with Western blot. Indeed, differential expression of the phosphorylated protein between CPDM and CPRM was found for all proteins tested (FIG. 3C and FIG. 7). Within each condition p-Erk1/2, p-p53, p-Smad1/5/8 and p-Smad2 displayed very similar temporal profiles, with a high expression two days after implantation, followed by a decline after one week and an increase after 18 days. Intriguingly, pCREB protein expression followed the same dynamics in CPRM. Activated beta catenin showed an analogous profile of p-Erk, p-p53 and p-Smads in CPDM. The differential expression of the phosphorylated proteins between CPRM and CPDM validate the activation of the signaling pathways as identified by our gene network analysis.


Development of an osteoinductive growth factor cocktail. To further confirm our hub gene network, we hypothesized that in vitro activation of the identified signaling pathways may significantly promote osteogenic differentiation of hPDCs. Currently, in vitro osteogenic differentiation in human MSCs is induced by serum containing growth medium supplemented with dexamethasone, beta glycerophosphate and ascorbic acid (1, 2). This osteogenic medium (OM) has been optimized for bone marrow derived stem cells (3) but is inconsistent to induce in vitro osteogenesis in hPDCs (4, 5).


Inspired by Takahashi and Yamanaka's work on identifying factors for reprogramming dermal fibroblasts in stem cells (11), we adopted a similar “leave-one-out” strategy to identify key components that stimulate proliferation and differentiation of hPDCs in vitro. Based on the hub gene network, we selected TNFα, IL6, EGF, TGFβ1 and Wnt3A ligands together with calcium and phosphate ions as factors to induce osteogenic differentiation. Because gene topology suggested that hub genes may accelerate rather than induce osteogenic differentiation, we considered OM as induction medium. OM supplemented with all factors served as a reference to evaluate the impact of a single factor on proliferation, ALP expression or gene expression after exclusion from the cocktail. Negative regulation of a metric in absence of one factor indicates that this factor is important for this metric. Following this logic, we identified two factors, OM and TGFβ1, being strong inducers of proliferation and ALP activity of hPDCs (FIG. 8A and B). Interestingly, OM supplemented with all factors promoted gene expression of RUNX2 and ALP after one week of stimulation (FIG. 9A) suggesting early differentiation. However, OM alone did not enhance RUNX2 transcription and even reduced basal expression levels of later bone markers, iBSP, SPP1 and RANKL (FIG. 9B). OSX expression was undetectable in all conditions (data not shown). These data indicate that OM interfered with the progression of an osteoprogenitor to a mature osteoblast.


To overcome the inhibitory effect of OM on later stages of osteoblastogenesis, we considered to explore a two stage protocol wherein hPDCs were treated with OM and TGFβ1 to stimulate proliferation and ALP activity. After six days, medium was changed to growth medium supplemented with six factors (ascorbic acid, TNFα, IL6, EGF, Ca, Pi) minus one factor for 4 days. At this stage, ascorbic acid was included as a factor, because it promoted ALP activity (FIG. 9C) and mineralization (FIG. 9D) in vitro. To evaluate osteoblast differentiation, expression of several bone markers which were previously upregulated in vivo (FIG. 1B) was measured. Gene expression levels of RUNX2 were decreased when ascorbic acid was omitted from the mix. Removing TNFα from the cocktail enhanced expression levels of OSX, iBSP, and OC suggesting that TNFα is a strong inhibitor of osteogenic differentiation (FIG. 8C). However, cells treated with medium devoid of TNFα, ascorbic acid, IL6 or EGF ligands displayed lower levels of RANKL expression (FIG. 8C). Furthermore, EGF, calcium and phosphate were required for DLX5 transcription, but at the used concentrations, calcium and phosphate decreased iBSP mRNA levels (FIG. 8C). These data suggested to omit TNFα from the mix, and to reduce the concentration of calcium and phosphate ions. Indeed, expression levels of RUNX2, OSX, SPP1, iBSP were significantly higher in hPDCs treated with a two staged stimulation protocol containing 3 mM Ca and 2 mM Pi, instead of 6 and 4 mM respectively (FIG. 8D).


To test whether a two stage protocol yields better osteogenic differentiation in vitro as compared to a single stage protocol, hPDCs from four different donors were either stimulated with stimulation medium of the first stage (OM and TGFβ1), second stage (GM supplemented with EGF, IL6, Ca/Pi) for 10 days or two stage (0M/TGFβ1 for 6 days followed by GM/ascorbic acid/EGF/IL6/Ca/Pi for 4 days). Surprisingly, gene expression levels for multiple bone markers (DLX5, BMP2, iBSP, OCN and RANKL) were higher when treated with the second stage growth factor (GF) mix only as compared to the two stage protocol (FIG. 8E). These data prompted us to abandon a two stage protocol and to assess proliferation and osteogenic differentiation of hPDCs after treatment with a GF/ion cocktail medium as defined in table 6.









TABLE 6







Composition of Growth Factor (GF) medium = Growth


medium (GM) + Growth Factor Cocktail)










Concentration
Company













Growth medium




Dulbecco's Modified
4.5 g/dl Glucose
Invitrogen


Eagle Medium


Fetal Bovine Serum
10%
Gibco


Penn/Strep
 1%
Invitrogen










Growth Factor Cocktail





EGF
20
ng/ml
RD systems


IL6
10
ng/ml
RD systems


TGFb1
10
ng/ml
StemRD


Ascorbic Acid
50
μM
Sigma









Calcium ions
3 mM in HBS buffer
Sigma


Phosphate ions
2 mM in HBS
Sigma









In vitro activation of early osteogenic gene networks promotes osteogenic differentiation in hPDCs in vitro and in vivo.


The defined growth factor/ion cocktail (Table 6) enhances proliferation (FIG. 4A) and osteogenic differentiation (FIG. 4B) of hPDCs in vitro. hPDCs treated with GF medium proliferated for 7 (SEM: ±0.1) population doublings, whereas hPDCs in OM reached 4.8 (SEM: ±0.2) population doublings after 11 days. Interestingly, ALP activity and gene expression of COL1 and ALP (FIG. 4B) was comparable in OM treated and GF medium treated cells. In contrast, mRNA levels of other bone markers characteristic for early (DLX5, OSX, RUNX2, and BMP2), intermediate (SPP1, BSP) and late (RANKL and OCN) stages of osteoblast differentiation were significantly higher expressed in GF treated cells as compared to OM treated cells (FIG. 4B). These data demonstrate that in vitro activation of selected hub genes primes hPDCs to the osteogenic commitment more efficiently than OM.


We next investigated whether pretreatment of hPDCs with GF medium would rescue or enhance ectopic bone formation in vivo. Briefly, hPDCs were seeded on CPDM or CPRM carriers, pretreated with GM or GF medium for 11 days and subcutaneously implanted in nude mice for 8 weeks. GF medium could not rescue bone formation in CPDM carriers, but increased the amount of bone tissue deposited by hPDCs engrafted in CPRM by approximately 6-fold as compared to hPDCs seeded on CPRM and cultured in GM (FIG. 4C). CPRM carriers incubated in GF medium prior to implantation did not show any signs of bone formation suggesting that the fraction of growth factors or ions adherent to the scaffold did not induce bone formation in host cells after implantation (FIG. 4C).


Example 3: Potency of GFC on Proliferation and Osteogenic Differentiation in 3D

To evaluate the potency of the GFC on proliferation and osteogenic differentiation in 3D, we seeded hPDCs in a 3D collagen type I/fibrinogen gel in a newly developed microtug device. This device is an array of differently shaped micro wells made of polydimethylsulfoxide (PDMS) that contain 160 μm tall cantilever posts (2, 3, 4, or 6 posts) spaced out in different geometries. After seeding the cell/matrix mixture in the device, hPDCs spread out, exert contractile forces on the gel, and remodel the collagen matrix. As such, the collagen/fibrinogen matrix and cells compact into microtissues that are constrained by the posts (FIG. 10 A). This way, the impact of mutual interactions of cell generated forces and the surrounding extracellular matrix on cell function can be investigated in 3D.


Using this device, we tested if OM and GM stimulate proliferation of hPDCs in 3D. Microtissues were formed and cultured in GM, OM or GFC for 4 days. After 4 days, the cells were pulsed with 5-ethynyl-2′-deoxyuridine (EDU), a thymidine substitute that incorporates in the nucleus of proliferating cells, for 24 h. Subsequently cells were fixed and processed to visualize EDU incorporation. Quantification of the number of EDU positive cells shows that microtissues treated with GFC contain more EDU positive cells as compared to microtissues cultured in GM or OM (FIG. 10 B) indicating that, independent of the geometry of the microtissues, the GFC strongly promotes proliferation in 3D.


To assess osteogenic differentiation, microtissues were treated with GM, OM or GFC for 3 weeks, followed by RNA extraction and quantitative PCR to measure gene expression levels of bone markers. Consistent with the data obtained in 2D cultures, the GFC enhances gene expression levels of early (OSX, RUNX2), intermediate (Col1a2, OPN and BSP), and late (RANKL, OCN) stage osteoblast markers more efficiently than OM (FIG. 10 C). In addition, the GFC also strongly promotes BMP2 gene expression, a signaling molecule that drives the process of osteoinduction in vitro and in vivo (FIG. 10 C). Taken together, these data indicate that the GFC is a potent stimulator of proliferation and osteogenic differentiation of hPDCs in 3D collagen gels.


REFERENCE LIST

1. Jaiswal, N., Haynesworth, S. E., Caplan, A. I. & Bruder, S. P. (1997) J. Cell Biochem. 64, 295-312.


2. Pittenger, M. F., Mackay, A. M., Beck, S. C., Jaiswal, R. K., Douglas, R., Mosca, J. D., Moorman, M. A., Simonetti, D. W., Craig, S. & Marshak, D. R. (1999) Science 284, 143-147.


3. Jaiswal, N., Haynesworth, S. E., Caplan, A. I. & Bruder, S. P. (1997) J. Cell Biochem. 64, 295-312.


4. Eyckmans, J. & Luyten, F. P. (2006) Tissue Eng.


5. Roberts, S. J., Chen, Y., Moesen, M., Schrooten, J. & Luyten, F. P. (2011) Stem Cell Res. 7, 137-144.


6. Eyckmans, J., Roberts, S. J., Schrooten, J. & Luyten, F. P. (2010) J. Cell Mol. Med. 14, 1845-1856.


7. Chaff, Y. C., Roberts, S. J., Schrooten, J. & Luyten, F. P. (2011) Tissue Eng Part A 17, 1083-1097.


8. Eichler, G. S., Huang, S. & Ingber, D. E. (2003) Bioinformatics. 19, 2321-2322.


9. Huang, d. W., Sherman, B. T. & Lempicki, R. A. (2009) Nat. Protoc. 4, 44-57.


10. Eichler, G. S., Huang, S. & Ingber, D. E. (2003) Bioinformatics. 19, 2321-2322.


11. Takahashi, K. & Yamanaka, S. (2006) Cell 126, 663-676.

Claims
  • 1. A method for inducing cells to proliferate and differentiate into cells with a osteogenic phenotype, the method comprising culturing cells in a medium comprising about 2 ng/ml to about 200 ng/ml EGF, about 1 ng/ml to about 100 ng/ml IL6, and about 1 ng/ml to about 100 ng/ml TGFβ1.
  • 2. The method of claim 1 , wherein the medium comprises about 20 ng/ml EGF, about 10 ng/ml IL6, and about 10 ng/ml TGFβ1.
  • 3. The method of claim 1, wherein the medium contains a calcium ion concentration ranging from about 0.3 mM to about 12 mM.
  • 4. (canceled)
  • 5. The method of claim 1, wherein the medium contains a serum concentration ranging from 0% to about 20%.
  • 6. (canceled)
  • 7. The method of claim 1, wherein the medium contains from about 10−4 M to about 10−7 M ascorbic acid.
  • 8. (canceled)
  • 9. The method of claim 1, wherein the medium contains a phosphate ion concentration ranging from about 0.2 mM to about 8 mM.
  • 10. (canceled)
  • 11. The method of claim 1, wherein the cells are cultured for at least four days.
  • 12. (canceled)
  • 13. The method of claim 1, wherein the cells are cultured in a medium which additionally comprises TNFα in a first period, wherein said first period is maximum 4 days.
  • 14. (canceled)
  • 15. The method of claim 1, wherein the cells that are cultured with the medium comprising EGF, IL6 and TGFβ1 are stem cells.
  • 16.-20. (canceled)
  • 21. Cells produced according to the method recited in claim 1.
  • 22. A composition, comprising cells in a culture medium comprising about 2 ng/ml to about 200 ng/ml EGF, about 1 ng/ml to about 100 ng/ml IL6 and about 1 ng/ml to about 100 ng/ml TGFβ1, wherein the cells express a primitive mesenchymal phenotype in the culture medium.
  • 23. The composition of claim 22, wherein the medium is comprised of about 20 ng/ml EGF, about 10 ng/ml IL6 and about 10 ng/ml TGFβ1.
  • 24. The composition of claim 22, wherein the medium further comprises serum in a concentration from 0% to about 20%.
  • 25. (canceled)
  • 26. The composition of claim 22, wherein the medium further comprises about 10−4 M to about 10−7 M ascorbic acid.
  • 27.-29. (canceled)
  • 30. A pharmaceutical composition comprising the cells produced according to the method recited in claim 1.
  • 31. A method of treatment comprising administering a therapeutically effective amount of the cells produced according the method recited in claim 1 to a subject with a bone disorder.
  • 32.-33. (canceled)
  • 34. The method of claim 31, wherein said bone disorder is a bone fracture or a non healing bone defect.
  • 35. The method of claim 31, wherein the subject is a human patient.
  • 36. The method of claim 31, further comprising administering non-cellular material to said subject.
  • 37. The method of claim 36, wherein the cells and the non-cellular material are combined in vitro to form an implantable graft.
Priority Claims (1)
Number Date Country Kind
1213571.1 Jul 2012 GB national
PCT Information
Filing Document Filing Date Country Kind
PCT/EP2013/062725 6/19/2013 WO 00
Provisional Applications (1)
Number Date Country
61661448 Jun 2012 US