Abstract
Malignant melanoma is accounting for most of skin cancer-associated mortality. The incidence of melanoma increased every year worldwide especially in western countries. Treatment efficiency is highly related to the stage of melanoma. Therefore, accurate staging and restaging play a pivotal role in the management of melanoma patients. Though 18F-fluorodeoxyglucose (18F-FDG) positron-emission tomography (PET) has been widely used in imaging of tumor metastases, novel radioactive probes for specific targeted imaging of both primary and metastasized melanoma are still desired. Melanocortin receptor 1 (MC1R) and melanin are two promising biomarkers specifically for melanoma, and numerous research groups including us have been actively developing a plethora of radioactive probes based on targeting of MC1R or melanin for over two decades. In this review, some of the MC1R-targeted tracers and melanin-associated molecular imaging probes developed in our research and others have been briefly summarized, and it provides a quick glance of melanoma-targeted probe design and may contribute to further developing novel molecular probes for cancer theranostics.
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Introduction
Malignant melanoma is the most lethal form of skin cancer, accounting for ~73% of skin cancer-related deaths, although its annual diagnosis is less than 5% of all skin cancers [1, 2]. Moreover, the incidence of melanoma continues to increase worldwide [3,4,5,6,7,8], and the incidence rate at 2021 was 6 times as high as that of 40 years ago [9]. Most melanoma patients with local disease (stage I & II) are curable by resection surgery and the 5-year relative survival rate reaches 99% in recent years [10]. Unfortunately, it drops significantly for advanced or metastatic melanoma (stage IV) patients (68% for regional and 30% for distant melanoma lesions), because of limitation of the current treatment options and staging strategies [11,12,13].
Compared to other tumors, primary melanoma with cutaneous location permits its advantages in detection. The ABCD (representing Asymmetry, Border irregularity, Color variegation, and Diameter >6 mm, respectively) acronym for the appraisal of cutaneous pigmented lesions is widely used to facilitate the early diagnosis of melanoma [14, 15]. Generally, susceptive cutaneous melanoma patients need to be further diagnosed with microscopy and confirmed by histological examination [4, 16]. The prognosis of melanoma is directly proportionate to the depth of the neoplasm [15, 17,18,19,20]. While these conventional procedures are confronted with the limitations for identifying systemic melanoma, especially in asymptomatic patients with metastasis [21, 22]. Therefore, non-invasive whole-body imaging strategies with the capacity of early and accurate diagnosis, such as single-photon emission computed tomography (SPECT) and positron-emission tomography (PET), are key for staging patients and formulating appropriate treatment strategies to realize the best possible prognosis [21, 23].
In clinical practice today, 18F-fluorodeoxyglucose (18F-FDG) is used in the assessment of both metabolic and anatomic characteristics of the primary melanoma tumor and its potential small nodal and visceral metastases [24, 25]. But 18F-FDG-PET may have limited utilities for the detection of nodal micro-metastases (<5 mm) and non-metabolically active lesions [26, 27]. Moreover, the tumor-targeting ability of 18F-FDG is involved in the glucose metabolism, which is also increased in multiple diseases, thus 18F-FDG is not a specific targeted PET probe for malignant tumors [22, 28, 29]. Therefore, developing molecularly targeted probes is still desired, and such probes can play a pivotal role in diagnosing and accurate staging of metastatic melanoma.
Melanocortin receptor 1 (MC1R) and melanin are two promising targets that overexpressed in the most of melanoma cells, and they serve as attractive targets for developing specific molecular probes [30]. In this mini review, we mainly summarized some work and the progress of the development of MC1R and melanin-associated radiotracers.
MC1R-associated radiotracers
MC1R also known as α-melanocyte-stimulating hormone (α-MSH) receptor is a seven-pass transmembrane G-protein coupled receptor of 317 amino acids, and it is a key regulator of pigmentation expressed in skin melanocytes [31]. Some of MC1R variants can increase the risk for malignant melanoma, and multiple molecular and pathological processes can be promoted after MC1R binding with α-MSH, such as activating 3′,5′-cyclic adenosine monophosphate (cAMP) signaling, enhancing melanin production in melanocytes, and stimulating DNA-damage repair [32,33,34,35,36,37,38]. Previous studies have indicated that MC1R was overexpressed in vast majority of human melanomas both primary and metastatic lesions [16, 39, 40]. As MC1R is an important biomarker in melanoma, its natural binding ligand α-MSH and analogs have been studied as attractive molecular platforms for developing melanoma-targeted probes.
α-MSH (Ac-SYSMEHFRWGKPV-NH2) is a tridecapeptide cleaved by prohormone convertase 2 from POMC (proopiomelanocortin) precursor [41, 42], and it exhibits high binding affinity with MC1R (KD = 1.35 ± 0.5 nM) [43]. But like many other endogenous peptides, it is unstable in human with the half-life less than 3 min [44, 45]. Therefore, various α-MSH analogs have been developed based on its minimum active sequence for MC1R (His6–Phe7–Arg8–Trp9) with the aim for enhancement of peptide stability, specificity, and affinity [46, 47]. Among them, most of α-MSH analogs can be categorized into two groups, linear α-MSH analogs, and cyclized α-MSH analogs. Tremendous work has been undertaken over the past decades for developing radiotracers based on α-MSH analogs (Table 1) [45, 48,49,50].
Modifying α-MSH derivatives with unnatural amino acid substitutions is a conventional strategy to improve their stability. The classic linear α-MSH analogs can be represented by NDP ([Nle4, d-Phe7]-α-MSH) and NAPamide ([Nle4, Asp5, d-Phe7, Lys11]-α-MSH4–11), which both have prolonged activity. After labeled by radionuclides, these linear α-MSH analogs show high affinity to MC1R and relatively good biodistribution performance [51,52,53,54,55]. Cyclization is another widely used approach for α-MSH peptide modification making them better fit the MC1R-binding pocket for improved binding affinities as well as in vivo stability, that can be realized with disulfide bonds, thiolate–metal–thiolate bridges, lactam linkages, and so on. Generally, cyclization effectively improves the specificity and stability of linear precursors [56, 57].
Transition metals such as iron, zinc, and copper can be chelated by proteins and play critical roles in the physiological activity of living subjects [58,59,60]. Rhenium (Re) and technetium (Tc) may share similar chemical properties and can be complexed with the chemical moieties in the side train of peptides, such as amide nitrogen, carboxylate oxygen, thiolate and thioether sulfur, resulting in the cyclized metallopeptide [52]. In the previous study, Giblin et al. firstly reported a Re–peptide complex named ReCCMSH (Fig. 1), which is cyclized of α-MSH analogs (CCMSH) through site-specific rhenium and technetium metal coordination, and these radiometallopeptides show significant improvement of stability and affinity compared with linear CCMSH and excellent in vivo tumor imaging performance [52]. The tumor-targeting mechanism of 99mTc-CCMSH was further investigated and compared with 125I-(Tyr2)-NDP, 99mTc-CGCG-NDP, 99mTc-Gly11-CCMSH, and 99mTc-Nle11-CCMSH [61]. Experimental results indicate that 99mTc-CCMSH shows high levels of cellular retention and tumor accumulation in murine melanoma mouse model with 6.55 ± 1.31 %ID/g in 4 h after injection. It is worth noting that 99mTc-CCMSH exhibits relative high uptake in the kidney. Interestingly, substitution of Lys11 with Gly11 or Nle11 in the peptide probe can significantly reduce the kidney uptake, but the accumulation in tumor is also affected badly.
Following the above research, the macrocyclic chelate 1,4,7,10-tetraazacyclododecane-1,4,7,10-tetraacetic acid (DOTA) was introduced into the ReCCMSH, which can strongly chelate a variety of β and α radionuclides and expands the use of ReCCMSH peptide for PET/SPECT imaging and radionuclide therapy [62]. To investigate the effects of DOTA on tumor uptake and whole-body clearance, biodistributions of DOTA-ReCCMSH, 99mTc-CCMSH, disulfide bond-cyclized DOTA-CMSH, linear DOTA-CCMSH, and DOTA-NDP were compared in vivo. Among these tracers, 111In-DOTA-ReCCMSH shows good tumor uptake, long time tumor tissue retention and rapid urine clearance [63]. Its molecular structure was further modified, and it revealed that substitution of Lys11 with Arg11 formed 111In-6 can significantly increase tumor uptake and retention with equally good clearance rate as 111In-DOTA-ReCCMSH [64]. Moreover, considering the advantages of halogen radionuclides, ReCCMSH was further modified and radiohalogenated by 125I-iodobenzoate (125I-IBA) resulting in Ac-dLys(125I-IBA)-ReCCMSH(Arg11). It exhibits comparable tumor uptake and retention properties with 111In-DOTA-ReCCMSH in murine mice melanoma models, along with rapid clearance from the whole body through both urinary and gastrointestinal excretion [65].
Considering the high resolution of PET imaging and its widespread use in clinic, PET probes have been developed based on the α-MSH analogs investigated in previous studies. NAPamide as a representative of linear α-MSH analogs was radiolabeled with 64Cu for PET imaging in vivo and visualization of the MC1R expression of murine/human melanoma mice models. 64Cu–DOTA–NAPamide shows good tumor uptake value in B16F10 xenografted melanoma at 2 h post injection (4.63 ± 0.45 % ID/g), while the normal organs like liver and kidney also exhibit high accumulation and retention [66]. This phenomenon has also been observed for peptide-based probes in previous reported studies [54, 61, 64, 67, 68]. The high liver uptake is considered as the unstable radiocopper/DOTA complex. To reduce the uptake and retention in normal organs, N-succinimidyl-4-18F-fluorobenzoate (18F-SFB) was used to label NAPamide and generate 18F-FB-NAPamide. 18F-FB-NAPamide clearly demonstrates delineation of tumors. Compared with 64Cu–DOTA-NAPamide, the uptake and retention of the liver, kidney along with B16F10 tumor tissues were reduced obviously [69]. Considering metallopeptide ReCCMSH exhibits better biodistribution profile than NAPamide in vivo, 18F-labeled ReCCMSH such as 18F-FB-RMSH-1/2 and 18F-FP-RMSH-1/2 were synthesized [70, 71]. 18F-FP-RMSH-1 displays equally good B16F10 tumor accumulation capacity with 18F-FB-RMSH-1 (5.4–6.1 %ID/g), while 18F-FP-RMSH-1 shows less uptake by liver because the improved hydrophilicity contributed by the use of 4-nitrophenyl 2-18F-fluoropropionate (18F-NFP). The PET images allow high tumor contrast for B16F10 but not A375M xenografted melanoma tumor model, because the expression level of MC1R in B16F10 is almost 18 times higher than that of A375M tumor (Fig. 2) [70]. The results illustrate that these MC1R-targeted molecular probes with good tumor uptake and retention have the potential to be used for imaging MC1R expression in clinic.
Furthermore, NAPamide analogs labeled with [99mTcI(CO)3]+ have been studied. Specifically, a cysteine residue is added to the terminal of NAPamide for complexing with the [MI(CO)3]+ core and generating a potent tridentate chelate [72]. This cysteine-derived, N−S−NPy chelate [MI(CO)3]+ core was first used to MC1R-targeted imaging, showing excellent radiolabeling yields and high stabilities both in vitro and in vivo. The radiolabeled peptide demonstrates rapid tumor accumulation as revealed through biodistribution and small-animal SPECT/CT studies. Then a novel chelate strategy based on the copper(I)-catalyzed azide−alkyne cycloaddition (CuAAC) click reaction with enhanced hydrophilicity has been developed and used with the fac-[MI(CO)3]+ core [73]. The radiolabeling strategies explored in these studies can be used for generating a broad range of peptide-based targeted radiopharmaceuticals.
Besides metal-complexed α-MSH peptides, cyclized peptides based on lactam linkages also show high promise in peptides modification. Nle-CycMSHhex as one of the most classical lactam-cyclized α-MSH peptide has been carefully studied (Table 2). Various radiopharmaceuticals based on lactam-cyclized α-MSH peptide labeled with different radionuclides have been reported, such as 99mTc, 111In, 67Ga, and 64Cu [74,75,76]. Impressively, 68Ga-DOTA-GGNle-CycMSHhex was firstly evaluated in two melanoma patients for visualization of metastases melanoma lesions in 2018. Compared with 18F-FDG PET/CT, images of 68Ga-DOTA-GGNle-CycMSHhex represent the expression level of MC1R in different metastases foci [77].
Considering the outstanding performance of 68Ga-DOTA-GGNle-CycMSHhex in clinical studies, in the following years, several novel radiotracers were reported and showed high potential in clinical applications (Table 2). Zhang et al. reported three 18F-labeled Nle-CycMSHhex peptides with different linkers and evaluated their tumor uptake and biodistribution properties in B16F10 murine tumor models. Among these probes, CCZ01064 with 4-amino-(1carboxymethyl) piperidine (Pip) linker (AmBF3-Pip) shows the highest tumor accumulation and equally low uptake in normal organs [78]. 64Cu is another widely used radioisotope in PET. In the previous studies, Guo et al. have demonstrated that 64Cu-NOTA-GGNle-CycMSHhex exhibits better tumor-specific imaging performance than 64Cu–DOTA-GGNle-CycMSHhex [76]. Recently, Qiao et al. further investigated the linker between the NOTA and CycMSHhex. Compared to 64Cu-NOTA-AocNle-CycMSHhex, 64Cu-NOTA-PEG2Nle-CycMSHhex shows higher tumor uptake, tumor/kidney ratio and tumor/liver ratio [79]. These studies highlight that radiolabeling of Nle-CycMSHhex for melanoma-specific imaging is an important strategy and shows high potential for clinical translation.
Moreover, these imaging probes can be transformed into therapeutic radiopharmaceuticals, through radiolabeling with beta-radionuclide or alpha-emitter such as radiohalogenation (131I), radiometal (177Lu, 90Y, 212Pb, etc.). Several reviews have been published and introduce the radionuclide therapy agents for MC1R [49, 80,81,82].
Melanin-associated radiotracers
Melanin is a biopolymer made up of eumelanin and pheomelanin, which mainly present in the skins and are responsible for the pigmentation of the hair, eyes, and mucosa. Melanin pigments are synthesized by melanosomes which locate inside melanocytes and melanoma cells, then they are transferred into the surrounding keratinocytes. Melanin plays an essential role in protecting the cells against ultraviolet radiation damage and oxidative stress [83,84,85,86,87].
Most of the primary cutaneous melanoma and metastatic melanoma tumors contain pigmentation of melanin granule, only 1.8%–8.1% are amelanotic [88, 89]. Melanin targeting compounds can thus serve as molecular platform for developing melanoma-specific imaging probes. It should also be noted that melanin pigment is considered as a double-edge sword as revealed by some research, because it may also accelerate melanoma’s progression and make melanoma cells resistant to different types of treatment [90, 91]. Overall, melanin is a promising biomarker for melanoma diagnosis and therapy, and a variety of radiopharmaceuticals have been developed for melanoma SPECT and PET imaging. In the last decade, melanin-targeted PET probes have been actively pursued and some important advancements have been achieved in preclinical and clinical studies.
Melanin-targeted small-molecule-based probes
Various small molecules have been found to bind to melanin both in vivo and in vitro. All these molecules contain an aromatic or heteroaromatic ring and a protonated amine function at physiological pH, such as methylene blue (MTB), chlorpromazine, adiphenine, chloroquine, acridine orange, benzamide (BZA) and its analogs [50, 87, 92, 93]. The N-(2-diethylaminoethyl)-4-iodobenzamide (BZA) was first found to accumulate in melanoid structures and can be used for malignant melanoma imaging in 1991 [94]. Since then several 123/125I labeled BZA analogs have been developed for melanoma planar scintigraphy or SPECT imaging [94]. Some of these radiotracers such as 123I-BZA and 123I-BZA2 were evaluated in malignant melanoma patients, and the results indicate the capacity of these radiopharmaceuticals to discriminate between benign and malignant lesions [95, 96]. However, compared with 18F-FDG PET, 123I-BZA2 shows decreased sensitivity and lower accuracy for the diagnosis of melanin-positive metastatic melanoma [97]. The development of benzamide-based PET probes becomes a promising strategy for diagnosis of malignant primary and metastasis melanoma, and numerous probes have been reported (Table 3).
In 2009, the development of N-[2-(diethylamino) ethy1]-4-18F-fluorobenzamide (18F-FBZA) was reported to image both primary and lung metastasis of malignant melanoma [98]. 18F-FBZA shows high B16F10 tumor uptake in subcutaneous melanoma tumors (5.94 ± 1.83 %ID/g) at 2 h after injection, but very low uptake in amelanotic A375M (0.75 ± 0.09 %ID/g) and U87MG (0.56 ± 0.13 %ID/g) tumors. For B16F10 pulmonary metastasis model, microPET imaging clearly shows a region of uptake in the thoracic cavity, but low signals are detected in the normal lung tissue (Fig. 3a). The biodistribution study confirms that much higher 18F-FBZA accumulation in melanoma lung metastases (7.87 ± 3.56 %ID/g) than that of normal lung tissue (0.99 ± 0.04 %ID/g).
However, the radiosynthesis of 18F-FBZA needs multiple steps up to 3 h which significantly limits its production and applications in the clinic. To solve this problem, Greguric et al. report a series of 18F-fluoronicotinamide radiotracers prepared in one simple radiosynthetic step within 40 min [99], and one of them, [18F]N-(2-(diethylamino)ethyl)-6-fluoronicotinamide (18F-3/18F-MEL050) shows melanin-specific accumulation and high tumor retention [100]. Based on its advantages in radiosynthesis and performance in vivo, more 18F-MEL050 analogs including N-(2-(diethylamino)ethyl)-18F-4-fluoropicolinamide (18F-1) and N-(2-(diethylamino)ethyl)-18F-5-fluoropicolinamide (18F-2) were designed and biologically evaluated in small-animal models (Fig. 3c–e) [101]. Small-animal PET imaging and biodistribution studies indicate all these PET probes with melanin-targeted capacity exhibit excellent tumor imaging contrasts and favorable biodistribution patterns. Particularly 18F-2 shows the highest tumor uptake of 16.87 ± 1.23 %ID/g at 2 h, while 18F-1 and 18F-3 are 9.73 ± 1.41 %ID/g and 8.47 ± 1.35 %ID/g, respectively. Moreover, 18F-2 shows the highest tumor-to-muscle ratios (36.79 ± 5.21) than those of 18F-1 and 18F-3 (P < 0.05). 18F-2 is identified as an excellent candidate for translation into clinical PET imaging melanoma. Besides melanoma-specific targeted imaging, 18F-2 also can serve as PET probe for imaging of human tyrosinase (TYR) gene expression and tracking of porcine retinal pigment epithelium (pRPE) cells in vivo [102, 103].
To reduce the probe uptake in liver, the aromatic ring structure was removed from benzamide molecular scaffold, and a novel melanin binding radiotracer N-(2-(diethylamino)ethyl)-2-18F-fluoropropanamide (18F-FPDA) was synthesized (Fig. 3b) [104]. Compared to 18F-1/2/3, 18F-FPDA shows lower lipophilicity and liver uptake is only 1.39 ± 0.11 %ID/g at 1 h post injection. At the same time, the melanotic melanoma targeting ability of 18F-FPDA (5.41 ± 1.47 % ID/g at 0.5 h) was found to be reduced because of lacking the aromatic ring.
Based on the radiosynthesis procedure, melanin-specific targeting ability, and biodistribution profile of these radiotracers, 18F-P3BZA shows high potential for clinical application, thus it was selected for further study in humans. Six healthy volunteers and 5 patients with suspected melanomas were imaged with 18F-P3BZA. This pilot clinical study demonstrates that the imaging dose of 18F-P3BZA is safe and tolerable. 18F-FDG as a comparison was also performed 3 days after 18F-P3BZA PET/CT imaging for the patients enrolled. The results indicate that 18F-P3BZA distributes to the melanoma quickly in 10 min and shows tumor tissues with high contrast. Both 18F-P3BZA and 18F-FDG PET/CT can detect primary melanomas with the average SUVmax 19.7 ± 5.3 and 10.8 ± 2.7, respectively. For metastases lesions including 2 lymph node metastases and 1 bone metastasis, the average SUVmax of 18F-P3BZA and 18F-FDG PET/CT is 18.2 ± 3.7 and 6.3 ± 2.2, respectively (Fig. 4) [105]. This first-in-human clinical application of 18F-P3BZA to melanoma demonstrates its potential for malignant melanoma PET/CT imaging.
The synthesis procedure of 18F-P3BZA was further optimized by investigating a solid-phase extraction-based method for purification. The automated radiosynthesis process for producing high radioactivity and high purity of 18F-P3BZA can be completed within 40 min. This convenient and efficient purification method for 18F-P3BZA can be applied in different scenarios, promoting the broad use of 18F-P3BZA [106].
Pyo et al. reported a novel benzamide derivative [18F]DMFB based on 18F-FPDA with shortened from diethyl to dimethyl [107]. Compared with 18F-FDG and 18F-P3BZA, [18F]DMFB showed high accumulation in B16F10 xenografts (24.8% %ID/g, 1 h) and better tumor-to-background contrast. Moreover, [18F]DMFB allowed clear-cut visualization of metastasis lesions in the lungs and lymph nodes. The melanin-targeted probe [18F]DMFB is a promising candidate for both primary and metastasis melanoma diagnosis in clinics. Recently, Xiaoli Lan’s team further studied the melanin-specific tracer 18F-PFPN with melanoma patients, which can visualize the metastases of melanoma successfully [108, 109].
Melanin-based probes for molecular imaging applications
Melanin has been traditionally used as a melanoma biomarker, and numerous melanin-targeted imaging and therapeutic agents have been developed. Interestingly, because of the polymeric nature and high biocompatibility of melanin, it can also serve as a novel biomaterial platform for developing agents for diverse biomedical applications such as multimodal imaging and theranostics. In 2014, our team demonstrated the synthesis of ultra-small water-soluble melanin nanoparticles (PEG-MNPs) and further modified it with biomolecule such as RGD peptide (RGD-PEG-MNPs) for PET/PAI/MRI multimodal imaging of other type of tumor beyond melanoma [110]. The RGD-PEG-MNPs can easily bind with 64Cu and Fe3+ ions to realize PET and MR imaging capability without surface modification and introducing chelating groups, because of the natural metal ions binding capacity of melanin. The results indicate that the nanoparticles show good in vivo tumor imaging properties, and the multimodal imaging strategies combine the advantages of each imaging modality and may overcome the limitations of individuals. Subsequently, we and other groups further developed many melanin-based nanoparticles with attractive tumor imaging and therapy properties (some of the work are shown in Table 4) [111,112,113,114,115,116]. Xia et al. reported a novel melanin nanoprobe (PMNs-II-813) which coupled with PSMA (prostate-specific membrane antigen) inhibitor for prostate cancer targeted theranostics. The nanoprobe can stably complex with 89Zr and Mn2+ for PET and MRI multimodal diagnosis. It also demonstrated radioisotope therapy (RIT) and PTT capability after labeled with a therapeutic radionuclide, 131I, and showed inhibitory effect on prostate cancer growth [117]. Recently Zhang et al. developed a nanodrug delivery platform for rhabdomyolysis-induced acute kidney injury (AKI) treatment based on melanin nanoparticles, which could effectively reduce oxidative stress, apoptosis, and inflammatory response in mice AKI models [118].
This work highlights that melanin as a natural biopolymer with excellent biocompatibility shows a novel and attractive strategy for the formulation of multifunctional nanoparticles for various biomedical applications. It also represents the success of transferring a tumor biomarker into a theranostic platform. In addition, polydopamine as a melanin mimetic material also shows promising potential in various fields’ studies, and several reviews have been published in recent years [119,120,121,122,123,124,125].
Conclusion
The development of novel, sensitive, and specific radiotracers for melanoma with high potential to overcome the limitations of 18F-FDG remains a goal in the molecular imaging community. Various target ligands have been investigated, including small molecules, peptides, monoclonal antibodies, nanoparticles, etc. These molecules demonstrate different pharmacokinetics. Their advantages and disadvantages are two sides of the same coin and can transform in different situations. It is not realistic to rely on one type of molecular platform for probe development for all diseases. To promote the development of molecular imaging, all types of molecular platforms can be explored to identify the best approach, including nanoparticles that can be used for multimodal imaging on different scales at the same time.
In this review, molecular probes targeting to the MC1R and melanin in melanoma have been demonstrated to be promising and valid melanoma theranostics strategies. A plethora of radiotracers with outstanding tumor targeting and in vivo biodistribution properties have been developed, and some of them have shown outstanding imaging properties in melanoma patients as well. Further studies could possibly be focused on applying the radiotracers to more clinical translation studies and developing more radiopharmaceuticals for both visualization and treatment of melanoma patients.
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Shi, H., Cheng, Z. MC1R and melanin-based molecular probes for theranostic of melanoma and beyond. Acta Pharmacol Sin 43, 3034–3044 (2022). https://doi.org/10.1038/s41401-022-00970-y
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DOI: https://doi.org/10.1038/s41401-022-00970-y
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