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Erschienen in: Cancer Cell International 1/2024

Open Access 01.12.2024 | Review

Non-coding RNAs as potential therapeutic targets for receptor tyrosine kinase signaling in solid tumors: current status and future directions

verfasst von: Aysan Moeinafshar, Mohammad Nouri, Nima Shokrollahi, Mahdi Masrour, Amirmohammad Behnam, Sahand Tehrani Fateh, Hossein Sadeghi, Mohammad Miryounesi, Mohammad-Reza Ghasemi

Erschienen in: Cancer Cell International | Ausgabe 1/2024

Abstract

This review article presents an in-depth analysis of the current state of research on receptor tyrosine kinase regulatory non-coding RNAs (RTK-RNAs) in solid tumors. RTK-RNAs belong to a class of non-coding RNAs (nc-RNAs) responsible for regulating the expression and activity of receptor tyrosine kinases (RTKs), which play a critical role in cancer development and progression. The article explores the molecular mechanisms through which RTK-RNAs modulate RTK signaling pathways and highlights recent advancements in the field. This include the identification of potential new RTK-RNAs and development of therapeutic strategies targeting RTK-RNAs. While the review discusses promising results from a variety of studies, encompassing in vitro, in vivo, and clinical investigations, it is important to acknowledge the challenges and limitations associated with targeting RTK-RNAs for therapeutic applications. Further studies involving various cancer cell lines, animal models, and ultimately, patients are necessary to validate the efficacy of targeting RTK-RNAs. The specificity of ncRNAs in targeting cellular pathways grants them tremendous potential, but careful consideration is required to minimize off-target effects, the article additionally discusses the potential clinical applications of RTK-RNAs as biomarkers for cancer diagnosis, prognosis, and treatment. In essence, by providing a comprehensive overview of the current understanding of RTK-RNAs in solid tumors, this review emphasizes their potential as therapeutic targets for cancer while acknowledging the associated challenges and limitations.
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Abkürzungen
pri-miRNA
Primary miRNA
miRISC
MiRNA-induced silencing complex
AGO
Argonaute
EMT
Epithelial mesenchymal transition
AUC
Area under the curve
RON
Receptor d’Origine Natais
Pri-lncRNA
Primary long non-coding RNA
ADAM17
A Disintegrin and Metalloproteinase 17
PTEN
Phosphatase and Tensin Homolog
P53
Tumor Protein P53
RAS
Rat sarcoma
BCL2
B-Cell Lymphoma 2
MET
Mesenchymal-Epithelial Transition Factor
PRDX2
Peroxiredoxin 2
DNMT3B
DNA (Cytosine-5)-Methyltransferase 3 Beta
CDK6
Cyclin-Dependent Kinase 6
MCL1
Myeloid Cell Leukemia 1
EGFR
Epidermal Growth Factor Receptor
HDAC4
Histone Deacetylase 4
Notch
Neurogenic locus notch homolog protein
c-MYC
Myelocytomatosis Proto-Oncogene Protein
MAPK
Mitogen-Activated Protein Kinase
PI3K/AKT
Phosphoinositide 3-Kinase/Protein Kinase B
NSCLC
Non-Small Cell Lung Cancer
NOV340
A type of liposome
let-7b
MicroRNA let-7b
MRX34
A therapeutic approach with miR-34 mimics in liposomes
DOTMA
N-[1-(2,3-Dioleoyloxy)propyl]-N,N,N-trimethylammonium
SiO2NPs
Silica Nanoparticles
HER-2
Human Epidermal Growth Factor Receptor 2
HDAC4
Histone Deacetylase 4
HA
Hyaluronic acid
PEI
Polyethyleneimine
GAPB/NRF2
Glyceraldehyde-3-Phosphate Dehydrogenase Binding Protein/Nuclear factor erythroid 2-related factor 2
SESN1
Sestrin 1
CDK4
Cyclin-dependent kinase 4
lncRNAs
Long noncoding RNAs
HCC
Hepatocellular carcinoma
SCLC
Small cell lung cancer
RTK
Receptor tyrosine kinase
miR
MicroRNA
RCC
Renal cell carcinoma
circRNA
Circular RNA
HIF1A
Hypoxia-inducible factor 1-alpha
ROR1
RTK-like orphan receptor 1
GAS5
Growth arrest-specific 5
EIciRNAs
Exon–intron circRNAs
TF
Transcription factor
XIST
X-inactive specific transcript
AXL
AXL receptor tyrosine kinase
Linc00152
Long intergenic non-protein coding RNA 152
CALIC
Colon cancer-associated lncRNA in CTCs
MALAT1
Metastasis-associated lung adenocarcinoma transcript 1
MAYA
Metastasis-associated Y-chromosome lncRNA
SPRY4-IT1
SPRY4 intronic transcript 1
FGFR2
Fibroblast growth factor receptor 2
GAS5
Growth arrest-specific 5
HIF1A-AS2
HIF1A antisense RNA 2
VEGFA
Vascular endothelial growth factor A
AR
Androgen receptor
MMP-13
Matrix metalloproteinase-13
K-RAS
Kirsten rat sarcoma viral oncogene homolog
P-ERK
Phosphorylated extracellular signal-regulated kinase
UCA1
Urothelial carcinoma-associated 1
CRNDE
Colorectal neoplasia differentially expressed
PCAT1
Prostate cancer-associated transcript 1
TEK
Tyrosine Kinase
ERBB4
Erythroblastic Leukemia Viral Oncogene Homolog 4
EPHB4
Ephrin Type-B Receptor 4
SOX10
SRY (Sex Determining Region Y)-Box 10
DDR1
Discoidin Domain Receptor Tyrosine Kinase 1
JAG1
Jagged 1
IGF2BP2
Insulin-like growth factor 2 mRNA binding protein 2
EGFR-TKIs
Epidermal growth factor receptor tyrosine kinase inhibitors
NSD2
Nuclear Receptor Binding SET Domain Protein 2
MET
Mesenchymal-Epithelial Transition
AKT
Protein Kinase B
MAPK1
Mitogen-Activated Protein Kinase 1
PD-L1
Programmed Death-Ligand 1
Gefitinib
Epidermal Growth Factor Receptor Tyrosine Kinase Inhibitor
YAP
Yes-Associated Protein
circ-ERBB2
Circular RNA derived from ERBB2 gene
FOXM1
Forkhead Box Protein M1
ASK1
Apoptosis signal-regulating kinase 1
circASK1
Circular RNA derived from ASK1 gene
tsRNA
Transfer RNA-derived small RNA
piRNA
PIWI-interacting RNA

Background

Receptor tyrosine kinases (RTKs) are a diverse family of cell surface receptors that are crucial for normal cellular processes such as cell growth, differentiation, and survival [1]. These receptors are activated by binding to extracellular ligands, which then triggers a series of molecular events of intracellular signaling pathways that regulate gene expression and cellular behavior [2]. The initiation of this process commonly involves the dimerization of adjacent RTKs and subsequent autophosphorylation of tyrosine residues within the resulting dimer. This autophosphorylation event is triggered by the binding of an extracellular signaling ligand. Subsequently, a phosphorylation cascade is initiated within the downstream signaling pathway. Under normal circumstances, the activation of RTKs and their downstream pathways, as well as the binding of extracellular ligands, are tightly regulated. However, in pathological conditions like cancer, receptor tyrosine kinases RTKs can become constitutively activated in a ligand-independent manner [3]. Several crucial pathways, including epidermal growth factor receptor (EGFR), vascular endothelial growth factor receptor (VEGFR), platelet-derived growth factor receptor (PDGFR), stem cell tyrosine kinase receptor (c-Kit), c-Met, and insulin-like growth factor receptor (IGFR) signaling pathways, are particularly significant in this context [410]. These pathways are targeted by miRNAs, further emphasizing their importance in regulating aberrant RTK signaling.
Dysregulation of RTK signaling, which is commonly observed in various types of cancer, has been implicated in tumor growth, invasion, and metastasis [11, 12]. To tightly control the expression and activity of RTKs, multiple mechanisms come into play, including post-translational modifications, protein–protein interactions, and regulation by non-coding RNAs (ncRNAs) [13]. ncRNAs, which do not code for proteins but play crucial roles in gene regulation are particularly important in this context. They can be classified into two major groups: housekeeping and regulatory ncRNAs. While the former classification was based on size, the newer categorization focuses on their importance in gene regulation (Fig. 1).
RTK-RNAs are a class of ncRNAs that specifically regulate the expression and activity of RTKs. These ncRNAs, mostly including microRNAs (miRNAs), piwi-interacting RNAs (piRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs) as a subtype of lncRNAs, have been shown to play important roles in the development and progression of solid tumors by regulating the expression of RTKs [14]. Depending on the specific RTK and RNA involved, RTK-RNAs can either activate or inhibit RTK signaling pathways [15]. For example, some RTK-RNAs may bind to and stabilize RTK mRNA, leading to increased expression and activation of the receptors. On the other hand, other RTK-RNAs can bind to and degrade RTK mRNA, resulting in decreased expression and activity of the receptors. Recent studies have identified several new RTK-RNAs that play important roles in cancer development and progression [16, 17]. These RNAs hold potential as targets for the development of novel cancer therapies. Additionally, therapeutic strategies targeting RTK-RNAs have shown promise in preclinical studies [18]. Overall, the regulation of RTK expression and activity by ncRNAs, specifically RTK-RNAs, is an important mechanism in cancer development and progression. Understanding the molecular mechanisms underlying the modulation of RTK signaling pathways by RTK-RNAs could lead to the development of new cancer therapies that target specific RTK-RNA interactions. Furthermore, the identification of RTK-RNAs as potential biomarkers for cancer diagnosis, prognosis, and treatment response could enable more personalized and effective cancer therapies.
This review article aims to provide a comprehensive overview of the potential therapeutic targets of ncRNAs in RTK signaling for solid tumors. The review specifically focuses on the different classes of ncRNAs, including miRNAs, tsRNAs, piRNAs, lncRNAs, and circRNAs, exploring their roles in cancer processes. The article then delves into the future prospects of ncRNA-based therapies targeting RTK signaling in solid tumors, emphasizing the potential to enhance cancer patient care. The growing understanding of the "dark matter" of the genome highlights the significant potential of targeting ncRNA signaling to impact cancer patient care. Throughout the review, the discussion centers on the current status and future directions of ncRNA-based therapies for RTK signaling in solid tumors.

RTK-RNAs and their role in cancer

For a long time, health research primarily focused on studying the small portion of the genome responsible for coding proteins. It was believed that the remaining 98% had no significant function [19]. However, the ENCODE project revealed that this part of our genetic material is transcribed into numerous RNA molecules, known as non-coding RNAs (ncRNAs). These ncRNAs play a crucial role in regulating our body's functions and can be implicated in diseases, including cancer [20].
ncRNAs have emerged as key players in gene regulation and intercellular communication. They are involved in various processes such as coding, decoding, regulation, and expression of genes. Studies on ncRNA regulatory roles have demonstrated the existence of diverse ncRNA networks associated with different types of cancer. This breakthrough enables scientists to develop targeted strategies for cancer treatment and prevention by focusing on the specific ncRNAs encoded by our genes [21].
Deregulated expression of ncRNA has been directly linked to the development and progression of cancer, specifically affecting RTKs signaling pathways. RTKs are proteins on the cell surface that play a crucial role in cell proliferation and differentiation. Genetic alterations in ncRNA genes have also been associated with RTK-related cancers [22]. The different classes of ncRNAs can be broadly categorized based on their size including small ncRNAs such as miRNAs, siRNAs, and piRNAs along with lncRNAs, all of which contribute significantly to cancer biology.
While genetic variations in genes encoding ncRNAs have been linked to cancer, the number of identified cases is fewer compared to protein-coding genes. Additionally, the production or reduction of specific ncRNA molecules related to cancer can occur through different mechanisms, such as epigenetic, transcriptional, or post-transcriptional processes. Further research is needed to fully understand the precise control mechanisms of ncRNAs on genes and to explore ways to harness this knowledge for effective cancer treatment and prevention.

Small non-coding RTK-RNAs

The role of microRNAs in the RTK pathway in cancer

MicroRNAs (miRNAs) are a type of regulatory ncRNAs that primarily function to regulate gene expression by interacting with recognition sites in the 3'-UTR region of mRNA, thereby affecting mRNA stability [23]. The expression of miRNA involves several post-transcriptional cleavage steps. Initially, the transcription of the miRNA locus results in the production of primary miRNA (pri-miRNA). The pri-miRNA then undergoes two cleavage steps, first by the microprocessor enzyme in the nucleus and then by the dicer enzyme in the cytoplasm. The first cleavage step generates pre-miRNA, which is subsequently transported into the cytoplasm by exportin-5 for the final cleavage step, resulting in the formation of mature miRNA. The mature miRNA is a double-stranded polyribonucleotide consisting of a guide strand and a passenger strand. Following the production of the mature form, the miRNA is attached to the argonaute protein (AGO), the passenger strand is removed, and the miRNA-induced silencing complex (miRISC) is formed, consisting of AGO and the guide strand. Any alterations in miRNA expression can impact the expression of target genes and disrupt cellular homeostasis, potentially leading to the development of various diseases, including cancer [24]. These alterations can arise from changes in components of the miRNA processing pathways (e.g., mutations in the dicer gene), genetic variations in miRNA-encoding loci, epigenetic regulation of miRNA expression, and silencing of miRNA expression by long non-coding RNAs (Fig. 2) [2528].
Among the various genes that are targeted by miRNAs, RTKs play a crucial role in conjunction with microRNAs, particularly in stress signaling. This association is especially significant in disease-related pathological conditions such as cancer. miRNAs have the ability to function as both oncogenes and tumor suppressors by participating in downstream RTK signaling pathways and regulating the expression of RTK genes [29, 30]. A variety of microRNAs have been associated with the regulation of the signaling pathways downstream of the activated RTKs. For instance, miR-216 modulates the EMT process by modulating the JAK2/STAT3 pathway [31].
The actions and effects of RTKs mentioned above have led to the observation of alterations in their expression in various types of malignancies. One of the key factors contributing to these alterations is the investigation of changes in the levels of miRNAs that target RTKs. This area of research has received significant attention and has been extensively studied.
miR-34a is a microRNA that targets various factors associated with cancer. It regulates cellular processes such as cellular survival, stemness and differentiation, cell cycle, invasion, epithelial-mesenchymal transition (EMT), metabolism, immunity, and epigenetics. RTKs including c-Met, EGFR, AXL, PDGFR-B, and ErbB2 are among the targets of miR-34a [32]. Down-regulation of miR-34a has been reported in several malignancies like breast cancer, colon cancer, gastric cancer, non-small cell lung cancer, and prostate cancer [3337]. On the other hand, up-regulation of miR-34a in both tissue and serum levels has been observed in medullary thyroid cancer, making it a potential biomarker for this malignancy [38, 39]. In breast cancer, miR-34a negatively impacts processes like vasculogenic mimicry, migration, and invasion by affecting the AXL receptor tyrosine kinase axis [40]. Overexpression of miR-34a suppresses tumor growth, invasion, and drug resistance in breast cancer [41]. In a meta-analysis conducted in 2017 by Imani et al., the use of miR-34a as a biomarker for breast cancer risk was examined. The analysis indicated a pooled sensitivity of 85.5% (OR 83.8–87% (95% CI)) and specificity of 70% (OR 65.8–74.1% (95% CI)). The overall area under the curve (AUC) was calculated to be 0.8 [42]. These findings indicate that miR-34a shows promise as a potential biomarker for breast cancer. Furthermore, the tumor suppressive effects of miR-34a suggest that it could be utilized as a treatment approach for breast cancer. Several studies have already been conducted on this matter [4346]. These studies have explored the possibility of using an appropriate drug delivery system to target and deliver miR-34a specifically to breast cancer cells, thereby enhancing its therapeutic effects. miR-34a is also a regulator of RTKs by affecting MET gene expression and plays a role in gastric cancer proliferation and metastasis [35, 47, 48]. Furthermore, miR-34a regulates downstream signaling pathways such as PI3K/Akt and Wnt/β-catenin [49, 50].
miR-7 is a well-studied regulatory microRNA that has been extensively researched. Its target genes such as EGFR and its downstream effectors, protein kinase B (Akt) and extracellular kinase regulator ½ (ERK ½), are associated with RTK [51]. Studies on breast cancer cell lines have demonstrated that miR-7 plays a role in regulating various cellular processes, including EMT, metastasis, tumor-associated angiogenesis, as well as increased radiosensitivity [5254]. In gastric cancer, miR-7 directly inhibits the expression of IGF1R, EGFR, and mTOR, which are the downstream effectors of the PI3K/Akt pathway. This leads to increased sensitivity to cisplatin treatment, apoptosis, as well as negative regulation of metastasis and proliferation in gastric cancer tissues [5558]. The under-expression of miR-7 is considered a poor prognostic indicator and therapeutic delivery of this microRNA has been shown to reduce vasculogenesis and inflammation in gastric cancer [59]. miR-7 influences a variety of RTK-associated signaling pathways including EGFR downstream pathways Ras/Raf/MEK/ERK1/2 and PI3K/Akt/mTOR, as well as IGF1R/IRS pathway. It is also implicated in gefitinib-mediated cytotoxicity by affecting the expression of these molecular components [60, 61]. Additionally, miR-7 acts as a mediator in regulating cellular proliferation, migration, and invasion in non-small cell lung cancer (NSCLC) through the ERK/MAPK signaling pathway [62].
In addition to miR-7, other microRNAs such as miR-146a, miR-375, and miR-495, target the EGFR-encoding mRNAs [48, 63, 64]. miR-146a is a regulator of cellular proliferation, apoptosis, and invasion. Its expression is down-regulated in gastric cancer tissue samples compared to controls [6568]. The expression levels of miR-146a show a 98% sensitivity in distinguishing affected tissue from normal surroundings. In addition, higher expression of miR-146a indicates a better response to chemotherapy [69]. miR-375 targets ErbB2 and EGFR subtype, along with the receptor d’Origine Natais (RON) RTK, and the downstream signaling effector JAK2. It is involved in regulating cellular proliferation, migration, and invasion in gastric cancer. Higher levels of miR-375 are also an indicator of favorable treatment response [64, 70, 71]. Moreover, lower serum levels of this microRNA serve as a marker of poor prognosis with an AUC of 0.871 and are associated with lymph node metastasis and a higher tumor stage [72]. miR-375 is under-expressed in NSCLC tissue and plasma samples, and is associated with lymph node and brain metastasis, advanced disease stage, and shorter overall survival [7375]. Such a pattern of alteration has also been implicated in lung squamous cell carcinoma [76]. miR-495 is also another regulator of cellular apoptosis and migration through modulation of the Akt/mTOR pathway and ErbB2 expression [47, 48]. On the other hand, miR-206 mediates the regulation of c-MET, IGF1R, and MAPK3’s expression in gastric cancer. It induces apoptosis and inhibits resistance to cisplatin, metastasis, and proliferation [7779].
miR-145 is a microRNA that targets the PI3K/AKT pathway, which is a downstream signaling pathway of various RTKs. By inhibiting the expression of AKT3, miR-145 can enhance the response to treatment [80] and regulate the proliferation and migration of breast cancer cells [81]. Additionally, miR-145 also regulates the expression levels of IGF-1R, another RTK. Results of both in vitro and in vivo investigations on adenoviral transfection of the miR-145 encoding gene in breast cancer cells have shown promising results in inhibiting tumor growth [82].
On the other hand, there are microRNAs such as miR-21, miR-10b, miR-373, and miR-155 that are oncogenic and contribute to breast cancer progression. miR-10b targets HOXD10, which itself plays a role in cellular migration and angiogenic switch in malignant breast cancer. It is also highly expressed in the tumor vasculature. Upregulation of miR-10b expression is associated with breast cancer, as well as glioblastoma, colorectal cancer, and pancreatic adenocarcinoma [83]. miR-21 is also overexpressed in breast cancer tissues and induces metastasis and migration by targeting a variety of effectors like smad7 and PTEN [84, 85]. Both tissue and serum levels of miR-21 have been extensively investigated as potential biomarkers for breast cancer, showing significant associations with a variety of clinicopathological characteristics including tumor grade, risk of metastasis, and hormonal receptor expression profiles [86]. miR-21 has also been extensively studied in hepatocellular carcinoma (HCC) and lung cancer. In HCC, miR-21 targets the tumor suppressor protein PTEN and its overexpression has been observed in serum samples [87, 88]. A meta-analysis by Qu et al. investigating the use of serum miR-21 as a diagnostic biomarker for HCC reported a pooled sensitivity of 85.2%, specificity of 79.2%, and an AUC of 0.89, suggesting its potential for early disease detection [89]. In lung cancer, miR-21 is considered an oncogenic microRNA and has been found to be overexpressed in NSCLC tissues [90]. A recently conducted meta-analysis has estimated the pooled sensitivity and specificity of miR-21 in lung cancer diagnosis to be 77% and 86%, respectively, with an AUC of 0.87. In addition, this biomarker possesses prognostic values with a hazard ratio (HR) of 1.49 for overall survival [91]. Additionally, miR-155, which also regulates the expression of PTEN, is overexpressed in NSCLC tissues and is a predictor of poor outcome [92, 93]. A meta-analysis on the diagnostic and prognostic value of miR-155 reported a pooled sensitivity of 0.82, specificity of 0.78, AUC of 0.87, and a hazard ratio (HR) of 1.26 for poor overall survival [94].
The miR-155, which targets the SOCS1 gene, has shown heterogeneous results in various studies regarding its role in regulating and promoting breast cancer progression [95, 96]. Some studies have reported conflicting findings. However, higher levels of miR-155 have been detected in the serum of breast cancer patients compared to controls, suggesting its potential as a diagnostic biomarker. The validity of miR-155 as a biomarker was supported by an AUC of 0.89 and its elevated levels were significantly associated with tumor grade, stage, and size [97]. These discrepancies in study outcomes may be attributed to differences in study population and conditions. Therefore, it is crucial to conduct studies with controlled conditions and larger sample sizes to obtain more conclusive results.
miR-155 and miR-99a have also been indicated as potential biomarkers for HCC diagnosis. miR-99a, a tumor suppressor, is downregulated in HCC and targets IGF-1R and mTOR. Both microRNAs show promise as diagnostic and prognostic biomarkers, with AUC of 0.799 and 0.84, respectively, according to the findings of a recently conducted meta-analysis [98, 99]. Additionally, high levels of these microRNAs are significantly associated with poor survival time. Furthermore, miR-99a has been explored as a therapeutic approach in both in vitro and in vivo studies, utilizing nano-particle delivery systems [100].
MicroRNAs play a crucial role in regulating various metastasis-associated cellular processes in colorectal cancer (CRC). Among these processes, the EMT is regulated by miR-612, which targets AKT2, and miR-200b, miR-200c, and miR-141, which target ZEB1 and ZEB2. In metastatic CRC tissues, miR-612 is found to be under-expressed, while the miR-141, miR-200b, and miR-200c show patterns of over-expression compared to control tissues [101, 102]. Additionally, miR-1249, miR-590-5p, miR-206, and miR-126 are involved in regulating angiogenesis and hypoxia response by inhibiting the expression of VEGFA. These microRNAs are relatively under-expressed in metastatic CRC tissues. Furthermore, miR-25-3p and miR-143 targets the RTKs VEGFR2 and IGF1R, respectively, to regulate the aforementioned cellular processes [103108]. miR-18a and Let-7c target KRAS mRNA and regulate cellular proliferation and invasion, respectively [109, 110]. Another important regulator, miR-124, targets STAT3 and is found to be downregulated in CRC tissue samples, which is a predictor of poor prognosis. In a study by Wang et al., the hazard ratio of the downregulated levels of miR-124 for overall survival and disease-free survival were estimated at 4.634 (p = 0.002) and 4.533 (p = 0.002), respectively [111].
miR-126 plays a significant role in the progression of lung cancer by targeting various genetic components. The Reduction in STAT3 expression levels results in induction of cellular proliferation and migration, as well as decreased susceptibility to apoptosis, as indicated by the under-expression of caspase 3 in NSCLC [112]. Furthermore, miR-126-mediated inactivation of the VEGFA/VEGFR2/ERK pathway is associated with apoptosis and inhibition of metastatic characteristics in NSCLC [113]. Apart from these processes, EMT and angiogenesis are also modulated by miR-126 via targeting PI3K/AKT/Snail and VEGF/FGF-mediated signaling pathways, respectively [114, 115].
The down-regulation of miR-125a-3p is a key factor in determining poor prognosis in NSCLC and is significantly correlated with tumor size and metastasis. Conversely, higher expression of this marker is associated with higher overall and disease-free survival rates in NSLC patients [116]. Similar to miR-126, miR-125a inhibits cellular proliferation and metastasis in NSCLC by targeting STAT3 [117]. It is also a modulator of the HER2 receptor in small cell lung cancer (SCLC), and its under-expression is associated with the anti-tumor effects of cytotoxic drugs in HER2-positive SCLC [118].
miRNA-1 is a tumor suppressor that is highly conserved and targets multiple pathways, including members of the tyrosine kinase receptor family such as c-met and EGFR [119]. The down-regulation of miRNA-1 expression has been associated with a variety of malignancies, including ovarian cancer, colorectal cancer, squamous cell carcinomas from different origins, osteosarcoma, prostate cancer, gastric cancer, lung cancer, and rhabdomyosarcoma [120129]. These malignancies exhibit an up-regulation of the aforementioned tyrosine kinase receptors, contributing to the importance of miRNA-1 in their development and progression.
The significance of these alterations and their role in the development and advancement of malignancies has prompted the conduction of studies exploring the potential use of these non-coding RNAs as biomarkers and treatment approaches, yielding promising results. In addition to the studies discussed in this section, Table 1 provides a comprehensive summary of the most extensively investigated miRNA-based biomarkers. Moreover, Table 2 highlights some of the therapeutic applications of miRNAs that have been investigated in these studies.
Table 1
Summary of the studies conducted on application of commonly investigated miRNAs as biomarkers in solid tumors
Malignancy
MicroRNA
Target
N. of cases
Pattern of alteration
Application
Site of measurement
Validity
Associated determinants of prognosis
References
Breast cancer
miR-21
PTEN
102
Up-regulation
Diagnostic, prognostic
Serum
AUC = 0.721
Visceral metastasis (p < 0.001)
[209]
miR-195
Raf1
210
Down-regulation
Diagnostic, treatment response
Serum
AUC = 0.859
[210, 211]
miR-155
SOCS1
103
Up-regulation
Diagnostic, treatment response
Serum
AUC = 0.801
[95, 212]
Colorectal cancer
miR-21
PTEN
200
Up-regulation
Diagnostic
Serum
AUC = 0.802
[213]
miR-92a
PTEN
200
Up-regulation
Diagnostic, prognostic
Serum
AUC = 0.786
Poor survival (p = 0.03)
[213, 214]
miR-200c
ZEB1/ZEB2
446
Up-regulation
Prognostic
Serum
Higher disease stage, lymph node metastasis (p = 0.0026), distant metastasis (0.0023), overall survival (p = 0.0064), tumor recurrence (HR = 4.51, p = 0.005)
[102, 215]
Gastric cancer
miR-182
FOXO1
47
Down-regulation
Diagnostic
Serum
AUC = 0.898
[216, 217]
miR-21
PTEN
50
Up-regulation
Diagnostic
Serum, PBMC
AUC = 0.912 (serum), AUC = 0.898 (PBMC)
[218]
miR-106b
ALEX1
90
Up-regulation
Diagnostic
Plasma
AUC = 0.7733
[219, 220]
Pancreatic cancer
miR-21
PTEN
49
Up-regulation
Diagnostic
Plasma
AUC = 0.62
[221, 222]
miR-7
MAP3K1
8
Down-regulation
Prognostic
Plasma
Advanced tumor stage, poor survival
[223, 224]
200c
ZEB1/ZEB2
84
Up-regulation
Prognostic
Tissue
Poor overall survival (p = 0.013)
[102, 225]
HCC
miR-122
IGF1R
50
Up-regulation
Diagnostic, prognostic
Serum
AUC = 0.954
Favorite prognosis (p < 0.001)
[226, 227]
miR-21
PTEN
126
Up-regulation
Diagnostic
Plasma
AUC = 0.953
[221, 228]
NSCLC
miR-21
PTEN
152
Up-regulation
Diagnostic, prognostic
Serum
AUC = 0.81
Tumor size (p = 0.001), higher TNM stage (p = 0.004)
[221, 229]
miR-126
VEGF
112
Up-regulation
Diagnostic
Serum
AUC = 0.793
[230, 231]
let7c
IGF1R
120
Down-regulation
Diagnostic
Plasma
AUC = 0.714
[232, 233]
Table 2
Summary of the studies conducted on the therapeutic application of miRNAs in solid tumors.
ncRNA
Pathway
Malignancy
Type of study
Results
References
miR-122
ADAM17 and cyclin G1
HCC
In vivo
Inhibition of migration, invasion, tumorigenesis, angiogenesis, and metastasis
[133, 134]
miR-21
PTEN
HCC
In vitro and in vivo
Decreased tumor cell proliferation, migration, and invasion
[135]
miR-34a
P53, RAS, CDK4,BCL2, c-MET, and MYC
NSCLC
Animal study
Suppressed tumor growth and enhancement in the survival rate
[138, 139]
let-7b
RAS, BCL2, c-MET, and MYC
NSCLC
Animal study
Enhancement in the survival rate
[139]
miR-200c
PRDX2, GAPB/NRF2, and SESN1
Lung cancer
Animal study
Radiosensitivity augmentation of cancer cells
[140]
miR-34
P53, RAS, BCL2, c-MET, and MYC
Solid tumors
Clinical trial
Multiple immune-related severe adverse events
[141, 142]
miR-29b
DNMT3B, CDK6 and MCL1
NSCLC
Animal study
Decrease in tumor dimensions
[143]
miR-16
EGFR
NSCLC
Clinical trial
5% of the patients showed partial response
[144]
miR-125a-5p
HDAC4
Breast Cancer
Animal study
Decrease in tumor development, metastasis, and vasculature
[146]
miR-34a
NOTCH1 signaling pathway, Cyclin E2, and c-MYC
Breast Cancer
Animal study
Enhanced response to chemotherapy
[137, 147]
The limited effectiveness of current therapeutic interventions contributes to the unfavorable prognosis of HCC [130]. Synthetic miRNA antagonists or mimics, when administered intravenously, tend to accumulate in the liver and kidney. This characteristic renders liver cancer an appropriate model for evaluating the efficacy of miRNA-based therapeutic strategies [131, 132]. Biodistribution studies of nanoparticles indicate that a significant proportion of administered nanomaterials tend to accumulate in the liver prior to undergoing hepatic clearance, rendering it a favorable target for various delivery systems. In cases of liver cancer, miR-122, which is known for its high abundance and liver-specific expression, has been observed to be downregulated. Restoring miR-122 through the use of a lentiviral expression vector has been shown to inhibit invasion, tumorigenesis, and metastasis in vivo. The inhibition of HCC metastasis is achieved through the modulation of ADAM17 and cyclin G1 by miR-122 [133, 134]. On the other hand, the expression of miR-21 is significantly upregulated in HCC. Inhibition of miR-21 in cultured HCC cells leads to increased expression of the PTEN tumor suppressor and decreased tumor cell proliferation, migration, and invasion [135, 136].
Lung cancer is a prominent contributor to cancer-associated mortality worldwide, with 5-year survival rates ranging from 4 to 17%. Liposomes derived from lung surfactants offer a practical option for delivering drugs to the lungs, making them suitable vehicles for miRNA-targeting agents. The downregulation of miR-34a, a miRNA known for its tumor suppressor function, has been observed in different types of solid tumors, including lung cancer. A study conducted by Wiggins et al. demonstrated that the administration of synthetic miR-34a encapsulated in liposomes effectively suppressed tumor growth in mice with NSCLC. Importantly, this treatment approach exhibited no signs of immunogenicity or toxicity. These findings align with prior in vitro studies conducted on genetic variations of NSCLC cell lines, which demonstrated that miR-34a decreased cell proliferation and the formation of cell colonies through the p53 pathways [137, 138]. Kasinski et al. introduced a novel approach involving the utilization of NOV340 liposomes for the concurrent delivery of tumor suppressors miR-34 and let-7b in NSCLC. The implementation of this method led to a notable 40% improvement in the survival rate of mutant mice [139]. Furthermore, the utilization of miR-200c loaded-NOV340 liposomes has been shown to augment the radiosensitivity of lung cancer cells through the upregulation of oxidative stress response mechanisms and inhibiting DNA double-strand breaks caused by radiation [140].
In 2013, the initial phase of clinical testing involved the administration of MRX34, which consisted of miR-34 mimics enclosed within NOV340 liposomes. This therapeutic approach represented the first instance of utilizing miRNA for therapeutic purposes. Nevertheless, the study was terminated in 2016 as a result of the occurrence of significant unfavorable incidents among the participants [141, 142]. The research conducted by Wu et al. revealed that cationic lipoplexes based on DOTMA demonstrated a high level of efficacy in transporting miR-29b to both NSCLC cells and xenograft mouse models. Following a series of repeated administrations, the mice exhibited a notable decrease in tumor dimensions and a substantial increase in miR-29b expression, reaching a five-fold amplification specifically within the tumor tissue. This observation indicates that the release of miR-29b from DOTMA lipoplexes is highly effective [143]. In a phase I clinical trial, nonliving bacterial nano-cells were employed as vehicles for the administration of miR-16 to patients with NSCLC. The system specifically targeted cancer cells expressing EGFR, resulting in inhibited tumor growth. Nevertheless, there were documented toxicities that were dependent on the dosage, such as anaphylaxis, inflammation, and cardiac events. The study recorded varying response rates, with 5% of participants exhibiting partial response, 68% experiencing stable disease, and 27% demonstrating progressive disease [144].
Given that HER-2 positive breast cancers constitute approximately 30% of cases characterized by an unfavorable prognosis, there is an increasing focus on effectively targeting this overexpressed receptor. Within this particular framework, experiments conducted on live mice with breast cancer have shown that the introduction of the tumor suppressor miR-125a-5p through lentiviral delivery resulted in a decrease in tumor development, metastasis, and vasculature. This effect was achieved by specifically targeting histone deacetylase 4 (HDAC4). Hayward et al. demonstrated that introducing miR-125a-5p into hyaluronic acid (HA)-coated liposomes effectively suppressed the HER-2 proto-oncogene in 21MT-1 breast cancer cells through transfection. Consequently, the inactivation of the MAPK and PI3K/AKT signaling pathways led to decreased migratory and proliferative capabilities [145, 146]. The utilization of HA/miRNA nanoparticles has shown potential in the context of targeted clinical interventions for breast cancer. The study by Deng et al. employed HA-chitosan nanoparticles for the simultaneous encapsulation of doxorubicin and miR-34a, resulting in an improved response to chemotherapy and a reduction in cancer cells migration [147, 148]. The in vivo experiments demonstrated a significant 58% decrease in tumor volume upon the incorporation of miR-9, miR-21, and miR-145 sponges into magnetic particles within PEI particles [149, 150]. The study conducted by Panebianco et al. discovered that the utilization of silica nanoparticles facilitated the delivery of miR-34a into mammary tumors, resulting in reduced tumor growth in mice. The diminished expression of target genes, such as c-Myc, served as an indicator of the biological efficacy of the administered miR-34a [137].

tsRNAs and piRNAs role in RTK pathway in cancer

Transfer RNA-derived small RNAs (tsRNAs) are derived from tRNAs. The biogenesis of tsRNAs and their downstream mechanisms of action are still being studied, but it has been observed that they can be involved in regulating gene expression and translation, similar to miRNAs. tsRNAs have been found to be associated with Argonaute proteins and can mediate translational repression of mRNAs via binding to target 3' UTRs. Interestingly, a recent study has shown that a tsRNA derived from a leucine tRNA plays a role in global protein translation by regulating the expression of genes coding for ribosomal components [151]. Some tsRNAs have been found to be oncogenic, while others have been found to be tumor-suppressive. Therefore, tsRNAs have the potential to be a new target for anticancer therapy.
Emerging evidence suggests that piRNAs are involved in RTK signaling in solid tumors. piRNAs, a class of small ncRNA molecules typically 21–35 nucleotides in length, are primarily associated with the PIWI subfamily of Argonaute proteins and are involved in transposon silencing during germline development. In mammals, piRNAs are generated from long, single-stranded transcripts that are clustered throughout the genome, with approximately 20,000 piRNAs present in the human genome. While piRNAs were initially thought to function only in gonadal cells, recent research has shown that they are also expressed in somatic tissues, although at low levels, and misexpressed in cancers. Although the precise functional roles of piRNAs in RTK signaling in solid tumors are not fully understood, recent studies have suggested that these small ncRNAs may have therapeutic potential as targets in cancer treatment and may serve as useful biomarkers for diagnosis and prognosis [152, 153].

Long non-coding RTK-RNAs

Linear lncRNAs role in RTK pathway in cancer

lncRNAs are a class of regulatory molecules that are longer than 200 nucleotides with a fundamental role in gene expression through their interaction with chromatin, transcriptional machinery, and other cellular components. Their biogenesis begins with transcription, predominantly by RNA polymerase II, similar to messenger RNAs (mRNAs). The initial transcripts, known as primary lncRNAs (pri-lncRNAs), often undergo splicing, polyadenylation, and capping [154]. However, lncRNA transcripts can exhibit unique features, such as variable splicing and less efficient polyadenylation, which can impact their stability and cellular localization [155]. Following successful processing, mature lncRNAs participate in various cellular processes. For instance, nuclear lncRNAs can interact with chromatin and transcription factors, thereby affecting transcriptional regulation [156]. Cytoplasmic lncRNAs, on the other hand, can modulate mRNA stability or translation, interact with miRNAs, or influence signal transduction pathways [157] (Fig. 3).
Regarding the interaction between lncRNA and microRNAs in promoting RTK expression, extensive research has been conducted in various types of cancer, such as colon, gastric, breast, osteosarcoma, HCC, and NSCLC [158161]. For instance, lncRNA XIST has been found to upregulate RTK family member, AXL, via sponging miR-93-5p, resulting in the overexpression of hypoxia-inducible factor 1-alpha (HIF1A). Ultimately, this process participated in enhancing the tumorigenesis capacity in colon cancer cells [162]. On the other hand, lncRNA XIST expression can also be involved in the upregulation of RTK-like orphan receptor 1 (ROR1) by sponging miR-30a-5p, leading to promoting cellular growth [163]. Another study demonstrated that ERBB4, a member of the RTK family, is modulated by lncRNA, called Linc00152. Mechanistically, lncRNA Linc00152 regulates the expression of ERBB4 by targeting miR-193a-3p, which may hinder the sensitization of malignant cells toward oxaliplatin-based chemotherapy. Targeted downregulation of Linc00152 expression significantly reduces chemoresistance in malignant cells, suggesting promising implications for developing novel therapeutic strategies [164]. Another lncRNA, known as H19, acts on the ubiquitin ligase E3 family by modulating miR-675 to promote RTK stability, thereby contributing to breast cancer development [165].
Furthermore, in neuroblastoma, lncRNA MALAT1 has been discovered to promote cellular invasion and migration via upregulating AXL, an RTK member. Inhibition of AXL has emerged as a promising therapeutic approach [166]. Similarly, the upregulation of a novel lncRNA called CALIC has been identified to enhance colon cancer cell migration and metastasis through regulating AXL signaling [167]. Moreover, another investigation found that in anaplastic thyroid cancer, lncRNA MALAT1 overexpression can lead to the activation of the RTK signaling pathway via a cascade of intermediary cellular signaling pathways, offering a remarkable diagnostic advantage [168]. In breast cancer, lncRNA MAYA has been found to play a role in bone metastasis. Regarding the underlying mechanism, it has been demonstrated that lncRNA MAYA can stimulate the formation of a heterodimeric complex consisting of ROR1, HER3, and the other RTKs, which subsequently activate signaling cascades and contribute to cancer cell migration [169]. Another lncRNA, SPRY4-IT1, has been shown to regulate the expression of the RTK family member FGFR2 by interacting with chromatin and regulating the expression of nearby genes. Additionally, SPRY4-IT1 has a regulatory effect on EMT, which is considered an essential mechanism in cell migration [170].
In addition to lncRNAs, which act as activators of the RTK signaling pathway, there are several lncRNAs with inhibitory effects on RTK regulatory pathways, resulting in the suppression of tumor development and progression. For example, a lncRNA named LINC00526 could function as a tumor suppressor that establishes a negative feedback loop with AXL, indicating its potential therapeutic application in glioma treatment [171]. Conversely, RTK can interfere with the functionality of lncRNAs, thereby impacting cancer metastasis. In breast cancer, for example, EGF has been found to decrease the expression of a newly discovered lncRNA called LIMT, which subsequently promotes tumor invasion [172]. Tumor-suppressing lncRNAs also restrict the invasive potential of melanoma and HCC by inhibiting RTK-related pathways [173]. Interestingly, Eph tyrosine kinase receptor A4 functions as a suppressor of the EMT process, in which lncRNA TUSC acts as a sponge to sequester miR-10a and increase Eph expression, thereby restricting tumor growth. This pathway exhibits similarities to previous studies but with the opposite effect [174].
On the other hand, it has been demonstrated that RTK inhibitors (RTKIs) are effective therapeutic agents for treating cancer. In this context, researchers have identified 45 lncRNAs that are differentially expressed in NSCLC cells, which are resistant to epidermal growth factor receptor tyrosine kinase inhibitors (EGFR-TKIs). The downregulated LINC01128, acting as a specific miRNA sponge, decreases PTEN via sponging miR-25-3p. This activates the PI3K/Akt signaling pathway and promotes EGFR-TKI resistance. Another lncRNA, HIF1A-AS2, has been shown to be downregulated by RTKIs, resulting in reduced tumor growth in NSCLC [175]. HIF1A-AS2 also regulates the expression of specific genes involved in angiogenesis, such as VEGFA, by interacting with specific proteins. By inhibiting HIF1A-AS2 expression, RTKIs can also indirectly decrease the expression of these angiogenic factors, further inhibiting tumor growth [176]. Similarly, a study investigated the potential of a lncRNA called growth arrest-specific 5 (GAS5) in improving the efficacy of EGFR-TKIs in NSCLC therapy. The results showed that GAS5 is downregulated in lung adenocarcinoma tissues, and lower expression levels are associated with larger tumor sizes, poor differentiation, and advanced pathological stages. Furthermore, overexpression of GAS5 sensitizes resistant NSCLC cells to EGFR-TKIs and inhibits tumor growth in mice treated with gefitinib. These findings suggest that GAS5 may be a potential biomarker for diagnosing lung adenocarcinoma and a possible therapeutic target to reverse EGFR-TKI resistance [177]. Moreover, the lncRNA H19 has been shown to be involved in the regulation of the EGFR signaling pathway. H19 regulates EGFR signaling by binding to the EGFR protein and promoting its degradation. Therefore, lncRNA H19 may play a key role in the response of cancer cells, such as NSCLC, to EGFR-TKIs. Thereby, lncRNA H19 seems to be a key factor in regulating RTK signaling [178]. RTKIs with a similar effect on the mentioned pathways on UCA1 [179], CRNDE [180], and PCAT1 [181] genes lead to the development of other types of NSCLCs. In an alternative mechanism, LncRNA-SARCC functions as a suppressor of the androgen receptor (AR) protein, hindering the propagation of its downstream signals involving AKT, MMP-13, K-RAS, and P-ERK. This obstruction leads to the inhibition of invasiveness in RCC cells while also enhancing their sensitivity to Sunitinib therapy. The findings of this investigation underscore the potential effectiveness of targeting LncRNA-SARCC and its underlying pathway as a viable therapeutic approach for treating RCC. It should be noted, however, that certain RTKIs have been shown to induce the expression of a group of lncRNA molecules, including LncRNA-SARCC, which are associated with improved prognosis and contribute to the restoration of cancer suppression in RCC [182]. Therefore, this evidence could imply that lncRNAs may play an essential role in regulating RTKs.
Altogether, lncRNAs play a crucial role in modulating RTK signaling pathways and the development of cancer. However, comprehensive investigations are necessary to elucidate the intricate mechanisms underlying lncRNA-mediated regulation of RTK signaling and to recognize potential therapeutic targets for improving RTK-associated diseases. Nonetheless, gaining a deeper understanding of these pathways offers a new approach to managing different types of cancer, highlighting the need for more comprehensive investigation (Tables 3, 4).
Table 3
Summary of the studies conducted on the application of commonly investigated lncRNAs as biomarkers in solid tumors
Malignancy
lncRNA
Target
N. of cases
Pattern of alteration
Application
Site of measurement
Validity
Associated determinants of prognosis
Further information
References
NSCLC
TMPO-AS1
ERBB2
30
Up-regulation
Prognostic
Serum
_
_
LncRNA TMPO-AS1 facilitates the proliferation and metastasis of NSCLC cells by up-regulating ERBB2 via sponging miR-204-3p
[160]
NSCLC
DANCR
ERBB2
84
Up-regulation
Prognostic
Serum
AUC = 0.8966
Shorter survival rate (p < 0.0001), lymph node metastasis (p = 0.001)
lncRNA DANCR promoted non-small cell lung cancer cells metastasis via modulating of miR-1225-3p/ErbB2 signal
[234]
Gastric cancer
MIR137HG
MET
69
Up-regulation
Diagnostic
Tissue
AUC = 0.667
Lymph node metastasis p = 0.063
miR-2682-3p antagonizes its host lncRNA-MIR137HG by interacting with the same target FUS to regulate the progression of gastric cancer
[235]
Colon cancer
CALIC
AXL
 
Up-regulation
_
Tissue
_
_
The novel lncRNA CALIC upregulates AXL to promote colon cancer metastasis
[167]
Colon cancer
XIST
AXL
36
Up-regulation
Diagnostic and therapeutic
Serum
_
_
LncRNA XIST modulates HIF‐1A/AXL signaling pathway by inhibiting miR‐93‐5p in colorectal cancer
[162]
Colon cancer
XIST
ROR1
294
Up-regulation
Therapeutic
Serum
 
Lymphatic metastasis: P = 0.015, poorer prognosis: P = 0.003
Atractylenolide II reverses the influence of lncRNA XIST/miR‐30a‐5p/ROR1 axis on chemo‐resistance of colorectal cancer cells
[163]
Neuroblastoma
MALAT1
AXL
62
Up-regulation
Prognostic
Serum
_
Enhancement of the cellular invasion: p < 0.01
LncRNA-MALAT1-mediated Axl promotes cell invasion and migration in human neuroblastoma
[166]
Melanoma
TINCR
AXL
95
Down-regulation
_
Serum
_
_
lncRNA TINCR attenuates the proliferation and invasion, and enhances the apoptosis of cutaneous malignant melanoma cells by regulating the miR-424-5p/LATS1 axis
[236]
Melanoma
GAS6-AS2
AXL
85
Up-regulation
Prognostic
Serum
_
Prognosis: p < .0001
Increased expression of long noncoding RNA GAS6-AS2 promotes proliferation and inhibits apoptosis of melanoma cells via upregulating GAS6 expression
[237]
Osteosarcoma
LINC00852
AXL
34
Up-regulation
Prognostic
Serum
_
Survival rates: P = .000
Exosome-transmitted linc00852 associated with receptor tyrosine kinase AXL dysregulates the proliferation and invasion of osteosarcoma
[159]
HCC
HULC
MET
42
Up-regulation
Diagnostic and therapeutic
Serum
_
_
Long noncoding RNA HULC promotes hepatocellular carcinoma progression
[161]
HCC
TUSC
Eph
75
Down-regulation
Prognostic
Serum [171]
_
3-year overall survival and disease-free survival in HCC patients: p = 0.007 and 0.015 respectively
lncRNA TUSC7 acts a molecular sponge for miR-10a and suppresses EMT in hepatocellular carcinoma
[174]
Glioma
LINC00526
AXL
52
Down-regulation
Prognostic and therapeutic
Serum
_
_
lncRNA LINC00526 represses glioma progression via forming a double negative feedback loop with AXL
[171]
Breast cancer
LIMT
EGF
44
Down-regulation
Prognostic
Serum
_
_
LIMT is a novel metastasis inhibiting lncRNA suppressed by EGF and downregulated in aggressive breast cancer
[172]
Breast cancer
H19
EGFR and c-met
500 (cells)
Up-regulation
Prognostic
Serum
_
_
H19 ncRNA-derived miR-675 enhances tumorigenesis and metastasis of breast cancer cells by downregulating c-Cbl and Cbl-b
[165]
Breast cancer
MAYA
HER3, ROR1
_
Up-regulation
Therapeutic
Serum
_
_
A ROR1-HER3-LncRNA signaling axis modulates the Hippo-YAP pathway to regulate bone metastasis
[169]
Thyroid cancer
MALAT1
RTKs
_
Up-regulation
Therapeutic
Serum
_
_
Transcript-level regulation of MALAT1-mediated cell cycle and apoptosis genes using dual MEK/Aurora kinase inhibitor “BI-847325” on anaplastic thyroid carcinoma
[168]
RCC
HOTAIR
AXL
86
Up-regulation
Diagnostic and therapeutic
Serum
_
_
LncRNA HOTAIR regulates HIF-1α/AXL signaling through inhibition of miR-217 in renal cell carcinoma
[158]
Table 4
Summary of the studies conducted on the therapeutic application of lncRNAs in solid tumors
ncRNA
Target
Malignancy
Type of study
Results
References
TMPO-AS1
ERBB2
NSCLC
In vitro
LncRNA TMPO-AS1 facilitates the proliferation and metastasis of NSCLC cells by up-regulating ERBB2 via sponging miR-204-3p
[160]
DANCR
ERBB2
NSCLC
In vitro
LncRNA DANCR promoted non-small cell lung cancer cells metastasis via modulating of miR-1225-3p/ErbB2 signal
[234]
MIR137HG
MET
Gastric cancer
In vitro
MiR-2682-3p antagonizes its host lncRNA-MIR137HG by interacting with the same target FUS to regulate the progression of gastric cancer
[235]
CALIC
AXL
Colon cancer
In vivo
The novel lncRNA CALIC upregulates AXL to promote colon cancer metastasis
[167]
XIST
AXL
Colon cancer
In vivo/in vitro
LncRNA XIST modulates HIF‐1A/AXL signaling pathway by inhibiting miR‐93‐5p in colorectal cancer
[162]
XIST
ROR1
Colon cancer
Clinical trial
Atractylenolide II reverses the influence of lncRNA XIST/miR‐30a‐5p/ROR1 axis on chemo‐resistance of colorectal cancer cells
[163]
MALAT1
AXL
Neuroblastoma
In vitro
LncRNA-MALAT1-mediated Axl promotes cell invasion and migration in human neuroblastoma
[166]
TINCR
AXL
Melanoma
In vivo/in vitro
LncRNA TINCR attenuates the proliferation and invasion, and enhances the apoptosis of cutaneous malignant melanoma cells by regulating the miR-424-5p/LATS1 axis
[236]
GAS6-AS2
AXL
Melanoma
In vivo/in vitro
Increased expression of long noncoding RNA GAS6-AS2 promotes proliferation and inhibits apoptosis of melanoma cells via upregulating GAS6 expression
[237]
LINC00852
AXL
Osteosarcoma
In vivo/in vitro
Exosome-transmitted linc00852 associated with receptor tyrosine kinase AXL dysregulates the proliferation and invasion of osteosarcoma
[159]
HULC
MET
HCC
In vivo/in vitro
The lncRNA “highly upregulated in liver cancer” (HULC) promotes MET expression through sponging miR-2052 in HCC
[161]
TUSC
Eph
HCC
In vitro
LncRNA TUSC7 acts a molecular sponge for miR-10a and suppresses EMT in hepatocellular carcinoma
[174]
LINC00526
AXL
Glioma
In vitro
LncRNA LINC00526 represses glioma progression via forming a double negative feedback loop with AXL
[171]
LIMT
EGF
Breast cancer
In vivo/in vitro
LIMT is a novel metastasis inhibiting lncRNA suppressed by EGF and downregulated in aggressive breast cancer
[172]
H19
EGFR and c-met
Breast cancer
In vitro
H19 ncRNA-derived miR-675 enhances tumorigenesis and metastasis of breast cancer cells by downregulating c-Cbl and Cbl-b
[165]
MAYA
HER3, ROR1
Breast cancer
In vivo/in vitro
The orphan receptor tyrosine kinase ROR1 can form heterodimers with other RTKs, such as HER3, to activate signaling pathways that promote cancer cell proliferation, survival, and invasion
[169]
MALAT1
RTKs
Thyroid cancer
In vitro
Transcript-level regulation of MALAT1-mediated cell cycle and apoptosis genes using dual MEK/Aurora kinase inhibitor “BI-847325” on anaplastic thyroid carcinoma
[168]
HOTAIR
AXL
RCC
In vivo/in vitro
LncRNA HOTAIR regulates HIF-1α/AXL signaling through inhibition of miR-217 in renal cell carcinoma
[158]

Circular lncRNAs role in RTK pathway in cancer

CircRNAs are a novel class of endogenous lncRNAs that form covalently closed continuous loops and are generated from pre-mRNA back-splicing events, where a downstream splice donor is joined with an upstream splice acceptor [183]. The biogenesis of circRNAs is facilitated by several factors, including the presence of complementary Alu sequences and RNA-binding proteins like Quaking and Muscleblind [184]. The regulation of circRNA biogenesis, although not fully elucidated, is believed to be influenced by both cis-regulatory elements and trans-acting factors [185]. Importantly, circRNAs have been implicated in various biological processes, including acting as microRNA sponges and interacting with RNA-binding proteins [186] (Fig. 4).
Several studies have investigated the association between circular RNA and receptor tyrosine kinase in lung adenocarcinoma. One study demonstrated that hsa_circ_0070661 suppressed cancer progression by regulating the miR-556-5p/TEK axis [187]. Li et al. found that circ_0001058 inhibited lung adenocarcinoma development by modulating the miR-486-5p/TEK signaling pathway [188]. Moreover, Wang et al. discovered that overexpression of hsa_circ_0012673 promoted tumor proliferation by acting as a sponge for miR-22, which led to the upregulation of TEK expression [189]. Overall, these findings suggest that circRNAs regulate TEK signaling in lung adenocarcinoma and may serve as potential therapeutic targets for this disease. Studies have demonstrated a correlation between circular RNA and receptor tyrosine kinase in promoting glioma progression. For instance, circFAM53B promotes glioma proliferation and metastasis by activating the c-MET/PI3K/AKT pathway via sponging miR-532-3p [190]. Circ_0001588 upregulates ERBB4 to promote glioma malignant progression through sponging miR-128, [191] while circ_0001162 enhances cell proliferation and invasion of glioma through the miR-936/ERBB4 axis [192]. Furthermore, circRNA EPHB4 modulates stem properties and proliferation of gliomas via sponging miR-637 and upregulating SOX10, indicating that the RTK pathway may be involved in glioma development and progression mediated by circRNA-miRNA interactions [193]. These results highlight the potential of circRNA as a therapeutic target for glioma treatment and provide insights into the underlying mechanisms of glioma pathogenesis. Also, in other research, various types of cancer have been explored. For example, Circ_0044520 has been found to regulate the progression of laryngeal squamous cell carcinoma via the miR-338-3p/ROR2 axis [194]. Another study shows that circRNA_0006470 promotes gastric cancer cell proliferation and migration by functioning as a sponge of miR-27b-3p [195]. Additionally, tumor-derived exosomal circRNA_102481 has been shown to contribute to EGFR-TKIs resistance in non-small cell lung cancer via the miR-30a-5p/ROR1 axis [196]. NSD2 circular RNA has been found to promote colorectal cancer metastasis by targeting miR-199b-5p-mediated DDR1 and JAG1 signaling [197]. The study by Zheng et al. found that Circ_0079558 promotes papillary thyroid cancer progression by binding to miR-26b-5p, activating MET/AKT signaling [198]. Wang et al. found that the RNA-binding protein IGF2BP2 enhances the plenty of circ_0000745 and promotes the aggressiveness and stemness of ovarian cancer cells by activating the microRNA-3187-3p/ERBB4/PI3K/AKT signaling pathway [199]. Furthermore, circ_LAMP1 has been found to promote T-cell lymphoblastic lymphoma progression by acting as a competing endogenous RNA (ceRNA) for miR-615-5p to regulate DDR2 expression (200).
In developing resistance to specific cancer therapies, circular RNA correlates with receptor tyrosine kinase, as recent studies indicate. A study conducted on lung adenocarcinoma cells found that hsa_circ_0007312 promotes third-generation EGFR-TKI resistance through pyroptosis and apoptosis via the miR-764/MAPK1 axis [201]. Another study identified circ_0014235 as a factor responsible for conferring Gefitinib resistance and malignant behaviors in non-small cell lung cancer (NSCLC) by governing the miR-146b-5p/YAP/PD-L1 pathway [202]. Similarly, hsa_circ_0005576 promotes osimertinib resistance through the miR-512-5p/IGF1R axis in lung adenocarcinoma cells [203]. In contrast, Propofol was shown to suppress lung cancer tumorigenesis by modulating the circ-ERBB2/miR-7-5p/FOXM1 axis [204]. According to a study on non-small cell lung cancer patients receiving Gefitinib therapy, the circular RNA hsa_circ_0109320 showed significantly elevated expression levels in individuals who positively responded to EGFR-TKI treatment [205]. The study by Wang et al. revealed a novel protein encoded by circASK1 that plays a crucial role in overcoming gefitinib resistance in lung adenocarcinoma by competitively activating apoptosis signal-regulating kinase 1 (ASK1)-dependent apoptosis [206]. Finally, circRNA_001895 was found to promote sunitinib resistance to renal cell carcinoma through the regulation of apoptosis and DNA damage repair [207]. These findings have shown that circRNAs can play a crucial role in developing drug resistance in cancer cells, and further research is needed to explore their therapeutic potential (Tables 5, 6).
Table 5
Summary of the studies conducted on the application of commonly investigated circRNAs as biomarkers in solid tumors
Malignancy
CircRNA
Target
N. of cases
Pattern of alteration
Application
Site of measurement
Validity
Associated determinants of prognosis
Additional information
References
Lung adenocarcinoma
Hsa_circ_0070661
TEK
38
Up-regulation
Prognostic
Serum
Hsa_circ_0070661 inhibits cancer progression through miR-556-5p/TEK axis in lung adenocarcinoma
[187]
Circ_0001058
TEK
 
Up-regulation
Prognostic
Serum
Circ_0001058 represses the progression of lung adenocarcinoma through governing of the miR-486-5p/TEK signaling axis
[188]
circ7312
EGFR-TKI
89
Up-regulation
Prognostic, treatment response
Tumor tissue
DFS and OS were significantly longer in LUAD patients with low circ7312 than in those with high circ7312 expression(p = 0.0043 and p = 0.0099)
Hsa_circ_0007312 Promotes Third-Generation Epidermal Growth Factor Receptor-Tyrosine Kinase Inhibitor Resistance through Pyroptosis and Apoptosis via the MiR-764/MAPK1 Axis in Lung Adenocarcinoma Cells. J Cancer
[201]
circ-0003748
EGFR-TKI
23
Up-regulation
Prognostic
Plasma
Construction of a circRNA-miRNA-mRNA Regulated Pathway Involved in EGFR-TKI Lung Adenocarcinoma Resistance
[238]
circ-0001398
EGFR-TKI
23
Up-regulation
Prognostic
Plasma
Construction of a circRNA-miRNA-mRNA Regulated Pathway Involved in EGFR-TKI Lung Adenocarcinoma Resistance
[238]
hsa_circ_0005576
IGF1R
20 (mice)
Up-regulation
Prognostic, treatment response
Tumor tissue
Hsa_circ_0005576 promotes osimertinib resistance through the miR-512-5p/IGF1R axis in lung adenocarcinoma cells
[203]
hsa_circ_0012673
ERBB3
33
Up-regulation
Prognostic
 
Increased circular RNA hsa_circ_0012673 acts as a sponge of miR-22 to promote lung adenocarcinoma proliferation
[189]
NSCLC
Circ_0014235
EGFR-TKI
24 (mice)
Up-regulation
Treatment response
Tumor cells
Circ_0014235 confers Gefitinib resistance and malignant behaviors in non-small cell lung cancer resistant to Gefitinib by governing the miR-146b-5p/YAP/PD-L1 pathway
[202]
circRNA_102481
ROR1
58
Up-regulation
Diagnostic, treatment response
Serum
High expression of circRNA_1024810 in exosomes was closely associated with brain metastasis (P < 0.05)
Tumor-derived exosomal circRNA_102481 contributes to EGFR-TKIs resistance via the miR-30a-5p/ROR1 axis in non-small cell lung cancer
[196]
hsa_circ_0109320
EGFR-TKI
52
Up-regulation
Diagnostic, treatment response
Plasma
AUC = 0.81
Elevated hsa_circ_0109320 expression was associated with significantly better PFS in patients with NSCLC after gefitinib treatment(p = 0.02)
Circular RNA profiling identified as a biomarker for predicting the efficacy of Gefitinib therapy for non-small cell lung cancer
[205]
Lung cancer
circ-ERBB2
ERBB2
31
Up-regulation
Diagnostic, treatment response
Cancer tissue
Propofol suppresses lung cancer tumorigenesis by modulating the circ-ERBB2/miR-7-5p/FOXM1 axis
[204]
Glioma
circFAM53B
c-met
40
Up-regulation
Treatment response
Glioma cells
Higher circFAM53B levels were linked to poorer survival of glioma patients (p = 0.0441)
CircFAM53B promotes the proliferation and metastasis of glioma through activating the c-MET/PI3K/AKT pathway via sponging miR-532-3p
[190]
Circ_0001588
EPHB4
 
Up-regulation
Prognostic
 
. Circ_0001588 Upregulates ERBB4 to Promote Glioma Malignant Progression Through Sponging miR-1281
[191]
circ_0001162
EPHB4
30
Up-regulation
Prognostic
Glioma cells
circ_0001162 promotes cell proliferation and invasion of glioma via the miR-936/ERBB4 axis
[192]
hsa_circ_0081519
EPHB4
40
Up-regulation
Prognostic, treatment response
Glioma cells
Higher circEPHB4 or SOX10 level was independently correlated with reduced overall survival(p < 0.05)
. CircRNA EPHB4 modulates stem properties and proliferation of gliomas via sponging miR-637 and up-regulating SOX10
[193]
Laryngeal squamous cell carcinoma
Circ_0044520
ROR2
60
Up-regulation
Prognostic, treatment response
-
circ_0044520 was correlated with tumor size, clinical stage, and lymphoid node metastasis(p < 0.05)
. Circ_0044520 regulates the progression of laryngeal squamous cell carcinoma via the miR-338-3p/ROR2 axis
[194]
Ovarian cancer
circ_0000745
ERBB4
50
Up-regulation
Prognostic, treatment response
Tumor tissue
. RNA-binding protein IGF2BP2 enhances circ_0000745 abundancy and promotes aggressiveness and stemness of ovarian cancer cells
[199]
Gastric cancer
hsa_circ_0006470
ROR1
 
Up-regulation
Diagnosis, treatment response
Cancer cells
circRNA_0006470 promotes the proliferation and migration of gastric cancer cells by functioning as a sponge of miR-27b-3p
[195]
PTC
circ_0079558
MET
30
Up-regulation
Diagnostic
Tumor tissues
Circ_0079558 promotes papillary thyroid cancer progression by binding to miR-26b-5p to activate MET/AKT signaling
[198]
Colorectal cancer
circ-NSD2
DDR1
 
Up-regulation
Prognostic, treatment response
 
NSD2 circular RNA promotes metastasis of colorectal cancer by targeting miR-199b-5p-mediated DDR1 and JAG1 signalling
[197]
T-cell lymphoblastic lymphoma
circ-LAMP1
DDR2
34
Up-regulation
Prognostic
T-LBL tissue
Circ-LAMP1 promotes T-cell lymphoblastic lymphoma progression via acting as a ceRNA for miR-615-5p to regulate DDR2 expression
[200]
Table 6
Summary of the studies conducted on the therapeutic application of circRNAs in solid tumors
circRNA
Target
Malignancy
Type of study
Results
References
Hsa_circ_0070661
TEK + BB3:B23
Lung adenocarcinoma
In vivo/in vitro
Hsa_circ_0070661 inhibits cancer progression through miR-556-5p/TEK axis in lung adenocarcinoma
[187]
Circ_0001058
TEK
Lung adenocarcinoma
In vivo/in vitro
Circ_0001058 represses the progression of lung adenocarcinoma through governing of the miR-486-5p/TEK signaling axis
[188]
circ7312
EGFR-TKI
Lung adenocarcinoma
In vivo/Invitro
Hsa_circ_0007312 Promotes Third-Generation Epidermal Growth Factor Receptor-Tyrosine Kinase Inhibitor Resistance through Pyroptosis and Apoptosis via the MiR-764/MAPK1 Axis in Lung Adenocarcinoma Cells. J Cancer
[201]
circ-0003748
EGFR-TKI
Lung adenocarcinoma
In vitro
Construction of a circRNA-miRNA-mRNA Regulated Pathway Involved in EGFR-TKI Lung Adenocarcinoma Resistance
[238]
circ-0001398
EGFR-TKI
Lung adenocarcinoma
In vitro
Construction of a circRNA-miRNA-mRNA Regulated Pathway Involved in EGFR-TKI Lung Adenocarcinoma Resistance
[238]
hsa_circ_0005576
IGF1R
Lung adenocarcinoma
In vivo/in vitro
Hsa_circ_0005576 promotes osimertinib resistance through the miR-512-5p/IGF1R axis in lung adenocarcinoma cells
[203]
hsa_circ_0012673
ERBB3
Lung adenocarcinoma
In vitro
Increased circular RNA hsa_circ_0012673 acts as a sponge of miR-22 to promote lung adenocarcinoma proliferation
[189]
Circ_0014235
EGFR-TKI
NSCLC
In vivo/in vitro
Circ_0014235 confers Gefitinib resistance and malignant behaviors in non-small cell lung cancer resistant to Gefitinib by governing the miR-146b-5p/YAP/PD-L1 pathway
[202]
circRNA_102481
ROR1
NSCLC
In vitro
Tumor-derived exosomal circRNA_102481 contributes to EGFR-TKIs resistance via the miR-30a-5p/ROR1 axis in non-small cell lung cancer
[196]
hsa_circ_0109320
EGFR-TKI
NSCLC
Clinical Trial
Circular RNA profiling identified as a biomarker for predicting the efficacy of Gefitinib therapy for non-small cell lung cancer
[205]
circ-ERBB2
ERBB2
Lung cancer
In vivo/in vitro
Propofol suppresses lung cancer tumorigenesis by modulating the circ-ERBB2/miR-7-5p/FOXM1 axis
[204]
circFAM53B
c-met
Glioma
In vivo/in vitro
CircFAM53B promotes the proliferation and metastasis of glioma through activating the c-MET/PI3K/AKT pathway via sponging miR-532-3p
[190]
Circ_0001588
EPHB4
Glioma
In vivo/in vitro
. Circ_0001588 Upregulates ERBB4 to Promote Glioma Malignant Progression Through Sponging miR-1281
[191]
circ_0001162
EPHB4
Glioma
In vivo/in vitro
circ_0001162 promotes cell proliferation and invasion of glioma via the miR-936/ERBB4 axis
[192]
hsa_circ_0081519
EPHB4
Glioma
In vivo
. CircRNA EPHB4 modulates stem properties and proliferation of gliomas via sponging miR-637 and up-regulating SOX10
[193]
Circ_0044520
ROR2
Laryngeal squamous cell carcinoma
In vivo
. Circ_0044520 regulates the progression of laryngeal squamous cell carcinoma via the miR-338-3p/ROR2 axis
[194]
circ_0000745
ERBB4
Ovarian cancer
In vivo
. RNA-binding protein IGF2BP2 enhances circ_0000745 abundancy and promotes aggressiveness and stemness of ovarian cancer cells
[199]
hsa_circ_0006470
ROR1
Gastric cancer
In vitro
circRNA_0006470 promotes the proliferation and migration of gastric cancer cells by functioning as a sponge of miR-27b-3p
[195]
circ_0079558
MET
PTC
In vivo
Circ_0079558 promotes papillary thyroid cancer progression by binding to miR-26b-5p to activate MET/AKT signaling
[198]
circ-NSD2
DDR1
Colorectal cancer
In vivo/in vitro
NSD2 circular RNA promotes metastasis of colorectal cancer by targeting miR-199b-5p-mediated DDR1 and JAG1 signaling
[197]
circ-LAMP1
DDR2
T-cell Lymphoblastic Lymphoma
In vitro
Circ-LAMP1 promotes T-cell lymphoblastic lymphoma progression via acting as a ceRNA for miR-615-5p to regulate DDR2 expression
[200]

Future prospect

Recent advances in the field of ncRNA research have revealed the critical role of ncRNAs in the regulation of RTK signaling in solid tumors. Non-coding RNAs have shown great potential as therapeutic targets for the treatment of RTK-associated solid tumors. However, further research is needed to fully understand the intricate mechanisms underlying ncRNA-mediated regulation of RTK signaling and to identify promising therapeutic targets (Fig. 5).
One promising avenue for future research is the development of ncRNA-based therapies, such as miRNA mimics, miRNA inhibitors, and circRNA-based therapeutics. These therapies have shown promising results in preclinical studies and hold great potential for the treatment of solid tumors. Several ncRNA-based therapies have already been developed for the treatment of various diseases, including cancer. For example, the miRNA mimic, miR-34a, is currently being evaluated in clinical trials for the treatment of various solid tumors. Another miRNA mimic, miR-16, has been shown to inhibit the growth of solid tumors in preclinical studies. Additionally, the combination of ncRNA-based therapies with existing conventional therapies, such as chemotherapy and RTK inhibitors, may increase treatment efficacy and reduce resistance.
Another area of future research is the identification of novel ncRNAs involved in RTK signaling pathways. Recent advances in high-throughput sequencing technologies and bioinformatics have enabled the identification of previously unknown ncRNAs and their potential roles in disease pathogenesis. Targeting these novel ncRNAs may provide alternative therapeutic strategies for the treatment of RTK-associated solid tumors.
Furthermore, the development of reliable methods for the delivery of ncRNA-based therapeutics to target tissues remains a challenge. Various delivery methods, such as nanoparticles, liposomes, and exosomes, have been explored for the effective delivery of ncRNA-based therapeutics. However, further optimization is needed to improve their specificity, stability, and efficacy.
ncRNAs can also be used as biomarkers for the diagnosis and prognosis of solid tumors. Several studies have shown that the expression levels of certain ncRNAs are altered in solid tumors compared to normal tissues. For example, the expression of miR-21 is upregulated in various solid tumors and is associated with poor prognosis. The expression of miR-195 is downregulated in various solid tumors and is associated with a better prognosis.
Several methods are currently available to experimentally identify ncRNAs from samples, including enzymatic/chemical RNA sequencing, use of cDNA libraries, microarray analysis, and genomic SELEX. The RNA sequencing methods though not impeded by secondary/tertiary RNA structures (in contrast to cDNA-based methods), have some limitations including the inability to discriminate between RNAs with similar size, and limited size of identified RNAs, and it is limited to highly abundant RNAs. On the other hand, microarray analysis can simultaneously detect multiple RNAs and have great potential. Genomic SELEX methods are based on the generation of RNAs from genomic DNAs in vitro and can be used to identify RNAs that are not necessarily expressed [208].
Furthermore, the development of new technologies, such as single-cell sequencing and CRISPR/Cas9 genome editing, will allow for a more comprehensive understanding of the role of ncRNAs in the regulation of RTK signaling in solid tumors. Single-cell sequencing will enable the identification of ncRNAs that are specifically expressed in tumor cells, which can be targeted for therapy. CRISPR/Cas9 genome editing will allow for the precise manipulation of ncRNA expression levels, which can be used to study the function of ncRNAs in solid tumors.

Conclusion

Non-coding RNAs have emerged as promising therapeutic targets for the treatment of RTK-associated solid tumors. MicroRNAs, circular RNAs, and long ncRNAs have been extensively studied in the context of RTK signaling, and their dysregulation has been implicated in the development and progression of various solid tumors. Future research aims to develop ncRNA-based therapies, identify novel ncRNAs involved in RTK signaling pathways, use of ncRNAs as biomarkers for diagnosis and prognosis, and optimize delivery methods for these therapeutics. These efforts will hold great potential and advance our understanding of the role of ncRNAs in solid tumors, as well as lead to the development of more effective and personalized treatments for patients with solid tumors.

Acknowledgements

We would like to express our gratitude to all the researchers and authors whose work has been cited in this review article. Their contributions have been invaluable in shaping this review and providing a comprehensive understanding of the topic. We also extend our thanks to the editors and reviewers who provided valuable feedback and suggestions for improving the quality of this manuscript. Finally, we acknowledge the support of our respective institutions in providing the necessary resources for the completion of this work. We would like to express our sincere gratitude to Dr. Reza Mirfakhraie for his valuable contributions and time dedicated to this article, despite his decision to not participate as a coauthor. His insights and expertise were instrumental in shaping the initial stages of this research. We acknowledge his efforts and appreciate his support.

Declarations

The present study obtained approval from the Research Ethics Committee of the Faculty of Medicine at Shahid Beheshti University of Medical Sciences, in adherence to the principles outlined in the Declaration of Helsinki. It should be noted that although this review acknowledges the ethical approval obtained and adherence to the Declaration of Helsinki, it does not pertain to consent to participate, as it is not applicable to the nature of this review.
The authors who have made a contribution to this manuscript have provided their collective agreement for its publication in this journal.

Competing interests

The authors declare that they have no competing interests relevant to this review article.
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Metadaten
Titel
Non-coding RNAs as potential therapeutic targets for receptor tyrosine kinase signaling in solid tumors: current status and future directions
verfasst von
Aysan Moeinafshar
Mohammad Nouri
Nima Shokrollahi
Mahdi Masrour
Amirmohammad Behnam
Sahand Tehrani Fateh
Hossein Sadeghi
Mohammad Miryounesi
Mohammad-Reza Ghasemi
Publikationsdatum
01.12.2024
Verlag
BioMed Central
Erschienen in
Cancer Cell International / Ausgabe 1/2024
Elektronische ISSN: 1475-2867
DOI
https://doi.org/10.1186/s12935-023-03203-2

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