The present invention relates to melanocytic disorders, more specifically to methods and compositions for treating melanocytic disorders such as vitiligo.
Vitiligo is an autoimmune disorder that affects 4% of the population where the immune system attacks and destroys melanocytes, cells that produce pigment in the skin. It creates white patches that can be disfiguring, particularly for people of color, and can cause itching and burning of the skin. While active vitiligo results from the activation of T cells and the immune system, it is unclear why some vitiligo patches do not repigment even when there are no active immune cells in the skin. While topical JAK inhibitors are in development, they are only effective in facial lesions. Better treatments are needed for patients with stable vitiligo patches that are not responding to treatment.
It is an objective of the present invention to provide compositions and methods that allow for the treatment of stable vitiligo, as specified in the independent claims. Embodiments of the invention are given in the dependent claims. Embodiments of the present invention can be freely combined with each other if they are not mutually exclusive.
As used herein, the term melanocyte repopulation or repigmentation may refer to the stimulation of melanocytes to move to diseased skin (e.g., stimulating melanocytes to migrate to a particular region of the skin tissue). As used herein, the term increasing pigmentation refers to increasing pigment in cells already in the tissue. As used herein, “lesional tissue” refers to the depigmented tissue in a vitiligo patient, and “nonlesional tissue” refers to the normal appearing tissue in a vitiligo patient.
The present invention features methods for treating vitiligo in a patient in need thereof. In certain embodiments, the method comprises topically administering a composition to a target area of skin tissue of the patient affected by vitiligo, wherein the composition induces glycolysis and stimulates repigmentation in at least a portion of the target area of skin tissue that is administered the composition.
The present invention also features a method of inducing repigmentation in skin lacking melanocytes of a patient. In some embodiments, the method comprises topically administering a composition to a target area of skin tissue of the patient, wherein the composition induces glycolysis and stimulates repigmentation in at least a portion of the target area of skin administered the composition.
The present invention also features a method of preventing further loss of pigmentation in a patient having vitiligo. In some embodiments, the method comprises topically administering a composition to a target area of skin tissue of the patient, wherein the composition induces glycolysis and prevents further loss of pigmentation in at least a portion of the target area of skin tissue administered the composition.
The present invention also features a method of reducing symptoms of vitiligo. In some embodiments, the method comprises topically administering a composition to a target area of skin tissue of the patient affected by symptoms of vitiligo, wherein the composition induces glycolysis and reduces symptoms in at least a portion of the target area of skin tissue administered the composition.
Referring to the methods herein, in certain embodiments, the composition comprises a biguanide. In certain embodiments, the biguanide is phenformin. In some embodiments, the composition further comprises a pharmaceutically acceptable carrier. Pharmaceutically acceptable carriers are well known to one of ordinary skill in the art.
In certain embodiments, the method further comprises co-administering a secondary therapeutic. A non-limiting example of a secondary therapeutic is a JAK inhibitor. The secondary therapeutic may be administered at the same time as the composition. In certain embodiments, the secondary therapeutic is administered at a time before the composition is administered. In certain embodiments, the secondary therapeutic is administered at a time after the composition is administered.
The present invention also features a composition for use in a method of treating vitiligo, a method of inducing repigmentation in skin, a method of preventing further loss of pigmentation in a patient having vitiligo, or a method of reducing symptoms of vitiligo. The composition may comprise a glycolysis-inducing agent that stimulates glycolysis in skin cells having been contacted with the composition. In some embodiments, the glycolysis-inducing agent is a biguanide. In certain embodiments, the biguanide is metformin. In certain embodiments, the biguanide is phenformin. In certain embodiments, the composition further comprises a pharmaceutically acceptable carrier. In certain embodiments, the composition further comprises a secondary therapy. In certain embodiments, the secondary therapy is a JAK inhibitor.
The present invention also features a method of preparing a population of skin cells. In some embodiments, the method comprises harvesting melanocytes and keratinocytes from a portion of skin in a patient; and subjecting these skin cells to a treatment, wherein the treatment comprises a composition comprising a glycolysis-inducing agent, e.g., as described herein, e.g., a composition comprising a biguanide.
The present invention also features a method of transplanting skin cells. In certain embodiments, the method comprises harvesting melanocytes and keratinocytes from a portion of skin in a patient; and subjecting the skin cells to a treatment, wherein the treatment comprising a composition comprising a glycolysis-inducing agent, e.g., as described herein; and transplanting skin cells onto the patient.
One of the unique and inventive technical features of the present invention is the use of biguanides (e.g., metformin, phenformin) for treatment of stable vitiligo. Without wishing to limit the invention to any theory or mechanism, it is believed that the technical feature of the present invention advantageously provides for a reversal of the metabolic alterations in chronic vitiligo skin (e.g., reducing oxidative phosphorylation and inducing glycolysis). None of the presently known prior references or work has the unique inventive technical feature of the present invention.
Any feature or combination of features described herein are included within the scope of the present invention provided that the features included in any such combination are not mutually inconsistent as will be apparent from the context, this specification, and the knowledge of one of ordinary skill in the art. Additional advantages and aspects of the present invention are apparent in the following detailed description and claims.
The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.
The features and advantages of the present invention will become apparent from a consideration of the following detailed description presented in connection with the accompanying drawings in which:
The present invention features methods and compositions for treating pigmentation conditions such as vitiligo, e.g., inducing melanocyte repopulation, preventing further loss of melanocytes, reducing itching or burning feelings on the skin, etc. The methods feature the topical application of compositions comprising an agent that induces glycolysis for treating vitiligo. A non-limiting example of agents that induce glycolysis is biguanides. Biguanides may include but are not limited to metformin and phenformin.
As used herein, “active vitiligo” is characterized by clinical signs of confetti, trichome or koebnerization, whereas “stable vitiligo” is characterized by lesions that have not changed in more than 12 months.
The present invention also includes methods for applying glycolysis-inducing agents (e.g., biguanides) to dissociated skin cells (melanocytes and keratinocytes) during melanocyte transplantation therapy. For example, melanocytes and keratinocytes may be harvested from the skin, treated with the glycolysis-inducing agent (e.g., biguanide), and transplanted onto the patient.
Although Takano et al (Int. J. Mol. Sci. 2020, 21, 1451) showed that phenformin has a skin darkening effect, this was due to its effect on existing melanosomes (in melanocytes). Vitiligo is a condition caused by the loss of melanocytes. Thus, it is surprising that phenformin may be used to repigment skin without melanocytes in individuals with vitiligo. In Kumar Bubna (Indian J Pharmacol. 2016, 48 (1): 4-10), metformin was shown to lighten skin in hyperpigmentary disorders. Thus, it is surprising that metformin may be used to repigment (e.g., darken) skin in patients with vitiligo.
As an example, the present invention provides a method of treating vitiligo in a patient in need thereof. In certain embodiments, the method comprises topically administering a composition to at least a portion of normal skin of the patient affected by vitiligo, wherein the composition of normal skin induces glycolysis inducers and stimulates repigmentation in at least a portion of skin cells administered the composition.
The present invention also provides a method of inducing repigmentation in skin lacking melanocytes of a patient. In certain embodiments, the method comprises topically administering a composition to at least a portion of skin of the patient, wherein the composition induces glycolysis and stimulates repigmentation in at least a portion of skin cells administered the composition.
The present invention also provides a method of preventing further loss of pigmentation in a patient having vitiligo. In certain embodiments, the method comprises topically administering a composition to at least a portion of skin of the patient, wherein the composition induces glycolysis inducers and prevents further loss of pigmentation in the portion of skin administered the composition.
The present invention also provides a method of reducing symptoms of vitiligo. In certain embodiments, the method comprises topically administering a composition to at least a portion of skin of the patient, wherein the composition induces glycolysis inducers and reduces symptoms in the portion of skin administered the composition. Symptoms may include itching and/or a burning sensation.
Referring to any of the methods herein, the composition may comprise a biguanide such as but not limited to metformin, phenformin, the like, or a combination thereof.
In certain embodiments, the composition further comprises a pharmaceutically acceptable carrier. Pharmaceutically acceptable carriers, particularly those for topical application of medicaments or compositions, are well known to one of ordinary skill in the art.
In certain embodiments, the method further comprises co-administering a secondary therapeutic. A non-limiting example of a secondary therapeutic is a JAK inhibitor. In certain embodiments, the secondary therapeutic is administered at the same time as the composition. In certain embodiments, the secondary therapeutic is administered at a time before the composition is administered. In certain embodiments, the secondary therapeutic is administered at a time after the composition is administered.
The present invention also features a composition for use in a method of treating vitiligo, a method of inducing repigmentation in skin lacking melanocytes, a method of preventing further loss of pigmentation in a patient having vitiligo, and/or a method of reducing symptoms of vitiligo. In some embodiments, the method comprises topically administering a composition to at least a portion of skin of the patient affected by vitiligo. Referring to the composition, the composition may comprise a glycolysis-inducing agent that stimulates glycolysis in skin cells having been contacted with the composition.
In some embodiments, the glycolysis-inducing agent is a biguanide. In some embodiments, the biguanide is metformin. In some embodiments, the biguanide is phenformin.
In some embodiments, the composition further comprises a pharmaceutically acceptable carrier. In some embodiments, the composition further comprises a secondary therapy. In some embodiments, the secondary therapy is a JAK inhibitor.
The present invention also features a method of preparing a population of melanocytes and keratinocytes. In some embodiments, the method comprises harvesting melanocytes and keratinocytes from a portion of skin in a patient; and subjecting the melanocyte keratinocyte mixture to a treatment, said treatment comprising a composition comprising a glycolysis-inducing agent, e.g. a biguanide
The present invention also features a method of transplanting melanocytes and keratinocytes. In some embodiments, the method comprises harvesting melanocytes and keratinocytes from a portion of skin in a patient; subjecting these skin cells to a treatment, said treatment comprising a composition comprising a glycolysis-inducing agent (e.g., a biguanide); and transplanting the melanocytes onto the patient.
The following is a non-limiting example of the present invention. It is to be understood that said example is not intended to limit the present invention in any way. Equivalents or substitutes are within the scope of the present invention.
Vitiligo is an autoimmune skin disease characterized by the progressive destruction of melanocytes by autoreactive CD8+ T cells, resulting in disfiguring patches of white depigmented skin that cause significant psychological distress among patients. CD8+ T cells play an important role in eliminating melanocytes and are increased in active vitiligo skin. However, in stable vitiligo lesions devoid of melanocytes, T cells are sparse and immune activation levels are low. This makes it unclear why white patches continue to persist in the absence of a robust inflammatory infiltrate. The development of mouse models representative of human disease has provided important clues on the role of the adaptive immune system in vitiligo. Keratinocytes secrete CXCL9 and CXCL10 to attract and activate CXCR3+ CD8+ T cells, and these chemokines are present in the blister fluid of human vitiligo patients. However, the adoptive transfer of autoreactive CD8+ T cells in the mouse model cannot fully recapitulate the complex interactions between melanocytes, keratinocytes, and immune cells that occurs in situ in human skin-melanocytes are present in the epidermis in only select locations in mice and the mouse epidermis is considerably thinner and lacks the stratification seen in human skin. To date, most translational studies in vitiligo are limited to examining cultured cells in vitro or immunohistochemistry of diseased tissue. It has been challenging to study how cell lineages collectively contribute to disease persistence, secondary to the lack of tools to assess cellular heterogeneity in vivo. Multiphoton microscopy (MPM) is a unique tool for this purpose and has broad applications in human skin. MPM is a noninvasive imaging technique capable of providing images with sub-micron resolution and label-free molecular contrast which can be used to characterize keratinocyte metabolism in human skin. This approach is based on the two-photon excited fluorescence (TPEF) signal detected from the reduced nicotinamide adenine dinucleotide (NADH), a coenzyme in the keratinocyte cytoplasm that plays a central role in metabolism. This technique's ability to assess cellular metabolism has been validated in normal skin under hypoxic conditions. Further addition of multiparametric analyses of NADH and flavin adenine dinucleotide (FAD) allows for quantification of metabolic changes at a single cell resolution in cells and tissue.
The present invention employs MPM for in vivo imaging of stable vitiligo lesions and assesses keratinocyte metabolic state based on an imaging metric derived from a mitochondrial clustering analysis approach previously validated. Single-cell RNA sequencing (scRNA-seq) is then performed on patient-matched lesional and nonlesional tissue to identify keratinocyte subpopulations that express chemokines known to drive vitiligo pathogenesis. By applying CellChat, a tool that quantitatively infers and analyzes intercellular communication networks in scRNA-seq data, it was determined that stress keratinocytes communicate with adaptive immune cells via the CXCL9/10/CXCR3 axis to create local inflammatory loops that are active in stable vitiligo. Moreover, signaling between melanocytes and keratinocytes via the WNT pathway was altered in stable vitiligo lesions. By integrating non-invasive MPM, scRNAseq, and advanced bioinformatics, communication networks were inferred between keratinocytes, melanocytes, and immune cells capable of preventing normal melanocyte repopulation
MPM imaging of stable vitiligo skin in vivo demonstrates mitochondrial clustering changes: To look at epidermal changes using MPM in stable vitiligo, the MPTflex clinical microscope was utilized to image twelve patients with lesions characterized by depigmented areas that have not grown in size for at least one year and did not exhibit active vitiligo features such as confetti-like depigmentation, koebnerization and trichome (
Since the fluorescence signals from all the skin fluorophores, including NADH, are collected on the same detection channel in the MPTflex, thus, tests were done to ensure the mitochondrial clustering measurements were not affected by contributions from fluorophores other than NADH. Melanin requires particular consideration since it is the primary source of the difference in appearance between vitiligo and normal skin Mitochondrial clustering was measured in five healthy volunteers to ensure that melanin content was not affecting fluorescence signals. Melanin content was controlled for by comparing sun-exposed sites (dorsal forearm) and non sun-exposed sites (volar upper arm, which would have relatively less melanin). Depth-dependent B values showed similar trends in the epidermis (
scRNA-seq reveals unique keratinocyte cell states enriched in vitiligo lesional skin: MPM imaging demonstrated that basal and parabasal keratinocytes in vitiligo lesions were metabolically altered, suggesting that keratinocyte cell states are different in vitiligo patients. To systematically examine the major keratinocyte cell state changes in vitiligo, scRNAseq was performed on a separate group of patient-matched lesional and nonlesional suction blisters from seven patients using the 10× Genomics Chromium platform (
Stress keratinocytes exhibit altered metabolism with dominant upregulation of OxPhos: To further characterize keratinocyte differences in detail between vitiligo lesional and nonlesional skin, differential expression analysis was first performed and found that lesional skin expressed higher levels of KRT6A and KRT16 keratins that are not generally expressed in the mature interfollicular epidermis and are associated with insults like wounding and UV injury (
The difference between keratinocytes and stress keratinocytes and stress keratinocytes was next focused on to determine whether the above observed differences in signaling and metabolism were attributed to the unique stress keratinocytes in vitiligo lesional skin. Differential expression analysis revealed distinct gene signatures between these two keratinocyte states (
To further examine whether OxPhos and glycolysis were the prominently impaired metabolic processes in vitiligo lesional skin, the enrichment of 21 metabolic pathways was quantitatively evaluated using gene scoring analysis. OxPhos and Glycolysis were the most significantly altered pathways among all 21 metabolic pathways, which showed the largest differences between stress keratinocytes and other keratinocytes and the strongest correlations with stress signatures (
Analysis of cell-cell communication reveals major signaling changes in response to vitiligo: To systematically detect major signaling changes in stable vitiligo lesions, a recently developed tool, CellChat, was applied to the scRNA-seq data of both nonlesional and lesional skin. Twice the number of interactions in lesional skin were observed compared to nonlesional skin (
Next, how different cell subpopulations changed their signaling patterns from nonlesional to lesional skin was determined using network centrality analysis, which computes the outgoing and incoming interaction strength of each subpopulation to represent the likelihood as signaling sources and targets, respectively. This analysis revealed that T cells emerged as major signaling targets while dendritic cells (DC) became dominant signaling sources. In addition, melanocytes and Stress 2 keratinocytes also prominently increased their outgoing and incoming signaling from nonlesional to lesional skin (
By studying the signals sent to melanocytes, it was found that a relative deficiency of WNT and BMP signaling was noted in keratinocytes and DC in lesional skin. In particular, the WNT signal was seen in all keratinocyte populations in nonlesional skin with WNT4 and WNT7B driving the signaling (
Pseudotemporal dynamics reveal transition dynamics of stress keratinocytes: Pseudotemporal trajectory analysis was performed using all keratinocyte cells except for cycling cells from all samples to explore the role of stress keratinocytes in keratinocyte differentiation. By applying the diffusion-based manifold learning method PHATE to the batch corrected data obtained from scMC, a differentiation path was observed in the nonlesional skin, recapitulating sequential stages of keratinocyte differentiation process from basal state to terminally differentiated granular state. However, in vitiligo lesional skin, in addition to the known keratinocyte differentiation path (Path 1), another potential differentiation path (Path 2) was found to contribute to stress keratinocytes (
Next key molecular changes that may be important for keratinocyte cell state transitions were identified using scEpath. scEpath identified 1284 and 3151 pseudotime-dependent genes over the normal (Path 1) and alternative keratinocyte differentiation trajectories (Path 2), respectively (
Stress keratinocytes normalize in patients that respond to punch grafting treatment: The noninvasive imaging and scRNA-seq data suggest that it is feasible to use MPM to track metabolically altered populations of keratinocytes in patients with vitiligo. Stable vitiligo patients undergoing a combination of punch grafting and phototherapy treatment were followed to determine how stress keratinocytes change by imaging their skin lesions with MPM at baseline and 10 weeks after treatment. In patients that responded to treatment and demonstrated repigmentation (
To date, the study of human vitiligo and cell-cell interactions in the tissue microenvironment (TME) has largely been limited to traditional in vitro cultures and immunohistochemistry methods due to the lack of tools to assess cellular changes in situ. Described herein, the combination of MPM in vivo imaging of stable vitiligo patients and various scRNA-seq analyses to demonstrate that a small subpopulation of stress keratinocytes in the basal/parabasal layer exhibit a unique signature-metabolic preferences for oxidative phosphorylation, expression of stress keratins, alarmins and CXCL9/10 and diminished WNT signaling—and likely drive the persistence of white patches in vitiligo. This data suggests that it is feasible to use MPM as a noninvasive method to track metabolically altered populations of keratinocytes in vitiligo. Previous studies on metabolic alterations in vitiligo largely focused on melanocytes' increased susceptibility to oxidative insults such as H2O2 due to decreased expression of antioxidant pathways. Oxidative stress led to HMGB1 release by cultured melanocytes, which then stimulated cytokine release by keratinocytes. Studies on cultured keratinocytes from vitiligo skin showed swollen mitochondria and similar increased susceptibility to oxidative stress. However, definitive studies looking at keratinocyte metabolism and its contributions to vitiligo have been lacking. The present invention addresses this gap and demonstrates that specific basal and parabasal keratinocyte states exhibit increased OXPHOS and communicate with T cells via the CXCL9/10/CXCR3 axis and exhibit decreased WNT signaling to melanocytes.
Most studies on vitiligo have focused on active disease, and the importance of the CXCL9/10/CXCR3 axis is well established from studies on human skin samples. Stable vitiligo, however, remains enigmatic. Transcription analyses on depigmented whole skin show minimal immune activation with no CXCL10 elevation. Flow cytometry of stable vitiligo skin blisters demonstrated the presence of a small population of melanocyte-specific CD8+ resident memory T cells (TRM), and depletion of TRM by targeting CD122 led to repigmentation in a mouse model of vitiligo. By using scRNA-seq to identify changes in cellular compositions in stable vitiligo skin, a keratinocyte state was identified with transcriptome changes important in communicating with other cell types to drive disease persistence. The signals from stress keratinocytes were likely lost from averaging cell gene expression in previous whole skin transcriptional studies, accounting for observed differences in CXCL10 expression in the present study. By utilizing CellChat analyses, the data herein highlights that in stable vitiligo, a small epidermal niche of metabolically altered stress keratinocytes communicate with T cells and melanocytes to form local inflammatory circuits to drive disease persistence (
The data indicate that stress keratinocytes have altered metabolic preferences, drive local inflammation in the skin microenvironment and can be visualized in situ in human patients using noninvasive MPM imaging. These results are significant because they provide evidence for a potential link between stress keratinocytes and vitiligo persistence. They also indicate that MPM imaging can also be used to follow vitiligo patients longitudinally to better understand the role stress keratinocytes play in disease pathogenesis and identify areas that could be targeted by new therapies. These new therapies could range from targeted destruction of altered keratinocytes (laser therapies) or pharmacologic modulation of their physiology.
Study Design: This study utilized noninvasive MPM and scRNA-seq to study patient-matched lesional vs. nonlesional skin in stable vitiligo and how intercellular communications are affected in depigmented skin. Imaging, suction blister and punch skin biopsy of patients were performed under IRB-approved protocols at UC Irvine and samples were de-identified before use in experiments. Vitiligo skin samples were obtained after examination by board-certified dermatologists. Control skin was acquired from tumor excision tips without notable pathology from patients without vitiligo. Stable vitiligo lesions were characterized by the absence of koebnerization, confetti-like depigmentation or trichome lesions and those that have not grown in size for at least one year. Non-lesional sites were selected as normal appearing, non-depigmented skin on the thigh when examined by Wood's lamp.
Patients for Imaging: Twelve vitiligo patients and five volunteers with normal skin were imaged in vivo by MPM. All vitiligo patients had stable vitiligo, defined by no change in size for at least one year and did not exhibit features of active vitiligo such as koebnerization, confetti-like depigmentation and trichome. Patients were previously unresponsive to past treatment attempts and had no treatment in the three months before imaging for this study. Vitiligo patient ages were 34-74 with an average age of 56. Vitiligo lesion locations included wrist, hand, leg, arm, face, and neck. Nonlesional pigmented skin was selected after Wood's lamp exam on separate body sites or at least 12 cm from the closest depigmented macule. All in vivo measurements were conducted according to an approved institutional review board protocol of the University of California, Irvine (HS No. 2018-4362), with written informed consent obtained from all patients.
MPM Imaging: An MPM-based clinical tomograph (MPTflex, JenLab, GmbH, Germany) was used for the in vivo imaging of the vitiligo and normal skin. This imaging system consists of a femtosecond laser (Mai Tai Ti: Sapphire oscillator, sub-100 fs, 80 MHz, tunable 690-1020 nm; Spectra-Physics), an articulated arm with near-infrared optics, and beam scanning module. The imaging head includes two photomultiplier tube detectors used for parallel acquisition of two-photon excited fluorescence (TPEF) and second harmonic generation (SHG) signals. The excitation wavelength used in this study was 760 nm. The TPEF and SHG signals were detected over the spectral ranges of 410 to 650 nm and of 385 to 405 nm, respectively. A Zeiss objective (40x, 1.3 numerical aperture, oil immersion) was used for focusing the laser light into the tissue. The laser power used was 5 mW at the surface and up to 30 mW in the superficial dermis of the skin. The MPM data was acquired as z stacks of en-face images from the stratum corneum to the superficial dermis. The field of view (FOV) for each optical section was 100×100 μm2 and the step between the optical sections was 5 μm. The patients' vitiligo lesional area were imaged, and a normally pigmented area on the upper thigh as control. The rationale for selecting the thigh location as control site for imaging was based on the fact that the patients imaged, being unresponsive to prior treatment of vitiligo, were scheduled for micrografting therapy. Imaging locations for healthy volunteers with normal skin were the sun exposed dorsal forearm, and the non-sun exposed volar upper arm to focus on areas with relatively higher pigment amounts (sun-exposed), and relatively lower pigment amounts (non sun-exposed). Due to the limited FOV of each individual scan, several stacks of images were acquired within each site in order to sample a larger area. Thus, a total of 1,872 images were acquired for this study, corresponding to an average of 18 images for each imaging site. Images were 512×512 pixels and were acquired at approximately 6 s per frame. All images were color-coded such that green and blue represent the TPEF and SHG signals, respectively. In MPM imaging of skin, the contrast mechanism is based on two-photon excited fluorescence (TPEF) signal from NADH, FAD, keratin, melanin, and elastin fibers and on second harmonic generation (SHG) signal from collagen. These images were used as a basis for the mitochondrial clustering analysis.
Suction Blister Induction and cell isolation for single-cell RNA sequencing: All procedures were conducted according to an approved institutional review board protocol of the University of California, Irvine (HS No. 2018-4362), with written informed consent obtained from all patients. The donor skin sites were cleaned with ethanol wipes and 5 suction blisters (1 cm diameter) were created by applying a standard suction blister device. The blisters were unroofed and used half for melanocyte-keratinocyte transplant procedure. The rest of the blisters were incubated in trypsin for 15 minutes at 37° C., followed by mechanical separation and centrifugation at 1000 rpm for 10 minutes at 4° C. to pellet cells. Cells were washed with 0.04% UltraPure BSA: PBS buffer, gently re-suspended in the same buffer, and filtered through a 70 μm mesh strainer to create a single cell suspension. Cells were washed and viability was calculated using trypan blue. scRNA-seq was performed by the Genomics High Throughput Sequencing facility at the University of California, Irvine with the 10x Chromium Single Cell 3′ v2 kit (10× Genomics). None of the patients that were imaged overlapped with the cohort of patients that were analyzed by single cell RNA sequencing.
Patient Samples for RNAscope: All procedures were conducted according to an approved institutional review board protocol of the University of California, Irvine (HS No 2018-4362) with written informed consent obtained from all patients. Briefly, 2 mm biopsies were performed on lesional and nonlesional skin as part of punch grafting treatment for three patients. Control skin was acquired from tumor excision tips without notable pathology from patients without vitiligo. Skin samples were immediately frozen and embedded in OCT. Tissues were stored at −80° C. and cryosections (10 mm thick) of skin were collected on Fisherbrand Superfrost Plus microscope slides. Sections were dried for 60-120 minutes at −20° C. then used immediately or within 10 days. In situ hybridization was performed according to the RNAscope Multiplex Fluorescent Reagent Kit v2 (Cat. No. 320293). Briefly, slides were fixed in cold 4% PFA for 15 minutes then dehydrated in 50%, 70%, and 100% ethanol for 5 minutes each at room temperature (RT). H2O2 was applied for 10 minutes at RT and treated with protease IV for 30 minutes. C2 and C3 probes were diluted in C1 probes at a 1:50 ratio and incubated for 2 hours at 40° C. C1 probes were detected with TSA-fluorescein (Akoya Biosciences), C2 probes with Opal-620 and C3 probes with Opal-690 (Akoya Biosciences). Before mounting, DAPI was added to label the nuclei. Images were acquired using a Leica SP8 FALCON/DIVE (20× objective, 0.75 NA).
Statistical Analysis: Statistical comparisons of median B and B variability were conducted using linear mixed effects models in SAS JMP Pro 14. Variables such as patient number and imaging location were modeled as random effects. Whether an area of skin was lesional or non-lesional was modeled as a fixed effect when comparing metrics of mitochondrial clustering among patients. Whether an area of skin was sun-exposed or non-sun-exposed was modeled as a fixed effect when comparing metrics of mitochondrial clustering among healthy volunteers. The significance level for all statistics was set to α=0.05.
Mitochondrial Clustering: All image processing steps were performed in MATLAB using an approach established previously. Several masks were created and combined in order to isolate cytoplasmic autofluorescence. An SHG mask was primarily created to remove contributions from collagen and stromal autofluorescence at the interface of the epidermis and dermis. Contrast-limited adaptive histogram equalization (CLAHE) was applied to SHG images and features were subsequently segmented using Otsu's global thresholding. The SHG mask was finalized by applying a median filter to remove noise and taking the complement of the image to mask features corresponding to the segmented signal. Features corresponding to highly autofluorescent biomolecules such as keratin and melanin were masked using similar methods. CLAHE was applied to TPEF images and an Otsu's global threshold was calculated. Pixels with intensity values 1.5× greater than the Otsu's global threshold were segmented and masked. This empirically determined threshold was applied to all optical sections and was determined based on the propensity to remove highly autofluorescent signatures without masking pixels from intermediate cell layers which would not contain fluorophores such as keratin and melanin. The removal of nuclear and interstitial regions was achieved by applying 3 serial bandpass filters to contrast-limited adaptive histogram equalized TPEF images. Remaining features were segmented using Otsu's global thresholding. A circular mask with a 500-pixel diameter was created to remove dim image corner artifacts. Masks were finalized with the removal of objects less than 8-pixels in size. The final mask was applied to raw TPEF images, which were then subjected to a digital object cloning (DOC) process. The DOC process randomly fills any void pixels from the masking process with the signal that was identified as cytoplasm. No pixels are overwritten during this process and it is replicated 5 times. The average power spectral density (PSD) of the 5 DOC images was then computed and fitted with an equation of the form R(k)=Ak-β for spatial frequencies (k) less than 0.118 μm-1 (features smaller than 8.5 μm). The absolute value of the fitted exponent, β, represents the degree of mitochondrial clustering within the cytoplasm. Mitochondrial clustering was computed for optical sections ranging from the stratum corneum to the stratum basale. Depth-dependent metrics of mitochondrial clustering were computed for each stack of images. β variability represents the sample variance of β values as a function of depth and aims to capture depth-dependent changes in metabolism. Median β represents the median β value as a function of depth and aims to capture the overall level of metabolic activity.
Mitochondrial clustering was calculated in the same manner for single-cell analysis. Due to the relatively low levels of contrast in the basal layer of the epidermis, single cells had to be manually segmented. One optical section per patient region of interest was segmented for single cells. Approximately 5-10 single cells were masked per image. A total of 182 cells from lesional and 258 cells from non-lesional regions were included for analysis. All vitiligo patients included in the imaging studies were represented in the total cell populations. The heterogeneity level of the corresponding distributions was quantified using a previously established heterogeneity index, based on fitting a 2-Gaussian mixture model to each distribution. Briefly, the heterogeneity index, H, can be computed using the equation H=−Σ dp ln p, where i denotes each subpopulation, d denotes the absolute value of the difference between the median of a subpopulation and the median of the total population, and p denotes the Gaussian mixing proportion of the subpopulation. 2-Gaussian mixture models were derived using SAS JMP Pro 14 statistical software.
Processing and quality control of scRNA-seq data: Sequencing libraries were prepared using the Chromium Single Cell 3/v2 protocol (10× genomics). Sequencing was performed on Illumina HiSeq4000 platform (Illumina). FASTQ files were aligned utilizing 10× Genomics Cell Ranger 2.1.0. Each library was aligned to an indexed hg38 genome using Cell Ranger Count. Cell Ranger Aggr function was used to normalize the number of mapped reads per cell across the libraries. Patient B sample and lesional skin of Patient G sample did not have enough viable cells and was excluded from further analysis (
Integration and clustering analyses of scRNA-seq data: Integration and clustering of cells was performed using the scMC R package, which is an R toolkit for integrating and comparing multiple scRNA-seq experiments across different conditions. And scMC learns a corrected matrix, which is a shared reduced dimensional embedding of cells that preserves the biological variation while removing the technical variation. The data of each lesional and nonlesional skin of each patient were treated as one condition. Therefore, the input of the scMC is a list with 11 elements, with each element being one condition. The parameters used for this data are shown as follows: resolution=1; quantile.cutoff=0.5, similarity.cutoff=0.65. To identify cell clusters, principal component analysis (PCA) was first performed on the corrected matrix of scMC and the top 40 PCs with a resolution=1 were used to obtain 14 clusters for all the samples.
Calculation of signature score of a gene set: For gene scoring analysis, most gene sets were acquired from the MSigDB database (https://www.gsea-msigdb.org/gsea/msigdb/). Gene sets of metabolic pathways were from published literature. The AddModuleScore function in Seurat R package was then used to calculate the signature score of each gene set in each cell. The two-sided Wilcoxon rank sum test was used to evaluate whether there are significant differences in the computed signature scores between two groups of cells.
Cell-cell communication analyses: Recently, a new computational tool CellChat was developed to systematically infer and analyze intracellular communication from scRNA-seq data. CellChat infers the biologically significant cell-cell communication by assigning each interaction with a probability value (i.e., interaction score or weight) and performing a permutation test. CellChat models the probability of cell-cell communication by integrating gene expression with prior known knowledge of the interactions between signaling ligands, receptors and their cofactors including soluble agonists and antagonists, as well as co-stimulatory and co-inhibitory membrane-bound receptors. The intercellular communication networks for the nonlesional and lesional skin were separately inferred and then jointly analyzed using CellChat (version 1.1.0). The average expression of signaling genes per cell cluster was computed using the truncated mean, where 10% of expression levels were trimmed from each end of data. Since CellChat infers intracellular communications based on cell clusters, the interactions associated with cell clusters with very few cells were potentially artifacts. Thus, the inferred interactions associated with stressed keratinocyte population in nonlesional skin were filtered out because of the extremely low percent of stressed keratinocytes compared to other keratinocytes in nonlesional skin (
Pseudotime and trajectory analysis. The PHATE dimensional reduction of keratinocytes from all samples was performed by taking the shared low dimensional space obtained by scMC as an input. The parameters used in PHATE on the data are as follows: npca=30, t=3. When inferring pseudotemporal trajectory of keratinocytes, the PHATE space was used in the reduced dimensional space in Monocle 3. A principal graph is learnt by learn graph function with the parameters: minimal_branch_len=5, rann.k=18 and Euclidean_distance_ratio=2. Pseudotime values of cells were obtained once cells were ordered based on the learnt graph. In addition, the possible transitions between different cell subpopulations was also inferred using PAGA by using the PHATE space as a reduced dimensional space.
RNA velocity analysis: RNA velocity was calculated based on the spliced and unspliced counts as previously reported, and cells that were present in the pseudotemporal trajectory analysis were used for the analysis. The python implementation “scvelo” was used with PHATE space as an input.
Embodiments of the present invention can be freely combined with each other if they are not mutually exclusive.
As used herein, the term “about” refers to plus or minus 10% of the referenced number.
Although there has been shown and described the preferred embodiment of the present invention, it will be readily apparent to those skilled in the art that modifications may be made thereto which do not exceed the scope of the appended claims. Therefore, the scope of the invention is only to be limited by the following claims. In some embodiments, the figures presented in this patent application are drawn to scale, including the angles, ratios of dimensions, etc. In some embodiments, the figures are representative only and the claims are not limited by the dimensions of the figures. In some embodiments, descriptions of the inventions described herein using the phrase “comprising” includes embodiments that could be described as “consisting essentially of” or “consisting of”, and as such the written description requirement for claiming one or more embodiments of the present invention using the phrase “consisting essentially of” or “consisting of” is met.
This application claims benefit of U.S. Provisional Application No. 63/284,171 filed Nov. 30, 2021, the specification of which is incorporated herein in their entirety by reference.
This invention was made with Government support under Grant Nos. 5P30AR075047-03, R01EB026705, and R21AR073408, awarded by the National Institutes of Health (NIH). The Government has certain rights in the invention.
Filing Document | Filing Date | Country | Kind |
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PCT/US2022/080696 | 11/30/2022 | WO |
Number | Date | Country | |
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63284171 | Nov 2021 | US |