REVIEW article

Front. Oncol., 19 June 2023

Sec. Surgical Oncology

Volume 13 - 2023 | https://doi.org/10.3389/fonc.2023.1188357

Potential biomarkers for the early detection of bone metastases

  • 1. Laboratory of Molecular Biology, Henan Luoyang Orthopedic Hospital (Henan Provincial Orthopedic Hospital), Zhengzhou, China

  • 2. Henan University of Chinese Medicine, Zhengzhou, China

  • 3. Hunan University of Chinese Medicine, Changsha, China

  • 4. Department of Orthopaedics, the First Affiliated Hospital of Zhengzhou University, Zhengzhou, China

Abstract

The clinical manifestations of bone metastases are diversified while many sites remain asymptomatic at early stage. As the early diagnosis method is not perfect and the early symptoms of tumor bone metastasis are not typical, bone metastasis is not easy to be detected. Therefore, the search for bone metastasis-related markers is effective for timely detection of tumor bone metastases and the development of drugs to inhibit bone metastases. As a result, bone metastases can only be diagnosed when symptoms are found, increasing the risk of developing skeletal-related event (SREs), which significantly impairs the patient’s quality of life. Therefore, the early diagnosis of bone metastases is of great importance for the treatment and prognosis of cancer patients. Changes of bone metabolism indexes appear earlier in bone metastases, but the traditional biochemical indexes of bone metabolism lack of specificity and could be interfered by many factors, which limits their application in the study of bone metastases. Some new biomarkers of bone metastases have good diagnostic value, such as proteins, ncRNAs, circulating tumor cells (CTCs). Therefore, this study mainly reviewed the initial diagnostic biomarkers of bone metastases which were expected to provide references for the early detection of bone metastases.

1 Introduction

Bone metastasis occurs when tumor cells spread to the bones. When people suffering from cancer, with the progession of the disease, the cancer cells invade the blood vessels. As the blood flows, the cancer cells may travel to the bone marrow and continue to rise, forming bone metastases (). Distant metastases are a typical characteristic of malignant tumor, as well as one of the main reasons leading to treatment failure of tumor patients (). On average, 1 out of every 5 patients will suffer from bone metastases. Theoretically, almost all types of cancers may metastasize to bone, among which lung cancer, breast cancer and prostate cancer are the most frequent (). Digestive tract tumors such as stomach cancer, bowel cancer, pancreatic cancer, etc., can also appear, relatively low risk. There are three types of bone metastases: osteolytic, osteoblastic and mixed (, ). Only clear diagnosis and symptomatic treatment will have beneficial clinical effect (). Osteogenic bone metastases are widespread in prostate cancer, accounting for about 10% of bone metastases. Lytic bone metastases account for 70%, which are atypical lung and breast cancer ().

The early diagnosis of malignant tumors is very critical to the recovery. In clinical practice, some of cancer patients showed symptoms such as waist and leg pain or anemia (especially those who had a history of this, such as rheumatic inflammation, lumbar disc herniation, etc.), but they did not pay enough attention (). In fact, it is highly likely that this is a precursor of tumor bone metastases. If the bone lesions and complications of bone metastases cannot be treated reasonably, it will do great harm, such as pathological fractures, which often paralyze patients in bed, as well as the severe pain will seriously affect the quality of life of patients (, ).

Early diagnosis of bone metastases is of major importance. The main symptom of bone metastases is persistent pain with continuously aggravated, which may also cause mobility impairment. The commonly used imaging methods for the diagnosis of bone metastases have different characteristics. As for X-ray, specificity is high but sensitivity is low. The positive rate of bone ECT imaging is high, but there exist false positive and false negative problems (, ). CT and MRI have high specificity and accuracy, but are not appropriate for general examination. positron emission computed tomography PET has a high positive rate, but it doesn’t applicable to simple bone lesions, and the price is relatively high, which limited its application in clinic (, ). Theoretically, the changes of biochemical indexes of bone metabolism during bone metastases are earlier than those in imaging (, ). However, traditional biochemical indexes of bone metabolism with low specificity limits their application in the study of bone metastases (, ).

Some new biomarkers of bone metastases have good diagnostic value, such as proteins, ncRNAs, biomarkers in liquid biopsy and other biochemical indicators. These new types of biomarkers have demonstrated great potential in the initial diagnosis of bone metastases. In the study we searched relevant researches for bone metastases biomarkers, which mainly provides reference for early diagnosis of bone metastases, as shown in Figure 1.

Figure 1

2 Application of commonly used protein biomarkers in bone metastases

Protein biomarkers are most commonly used in the clinical diagnosis and prognosis of bone metastases. It indicates proteins in the blood whose presence or abnormal expression is often associated with certain types of tumors. These proteins can be detected in tumor cells, surrounding tissues, and blood, these biomarkers can be employed to monitor patient responsiveness and effectiveness during treatment. However, it is important to emphasize that a single blood biomarker is not enough to detect the tumor. It is usually used in conjunction with other tests, imaging and clinical symptoms to determine the status of the tumor. The presence of digestive system tumors and the occurrence of bone metastases may lead to increasing carbohydrate resistance, such as the indexes of alpha-fetoprotein (AFP), carcinoembryonic antigen (CEA), prostate specific antigen (PSA), CA199, CA724, CA50, and CA242.

Except that most commonly used for bone metastases tumor biomarkers include bone specific alkaline phosphatase (BALP), tartrate-resistant acid phosphatase (TRACP), tumor necrosis factor (TNF), carbohydrate antigen 15-3 (CA15-3). The exact contents were shown in Table 1. The diagnostic performance of each biomarker was presented shown in Table 2.

Table 1

BiobiomarkerBone transition stageClinical applicationDeregulation
AFPOsteoblasticDetect the occurrence and development of bone metastases, especially in breast cancer, lung cancer and colon cancer.Low-expression
CEAOsteolyticProvide objective guidance for clinical treatment planning and treatment.Over-expression
PSAOsteolyticScreening, diagnosis and efficacy evaluation of prostate cancer.Over-expression
CA199MixedPredict the malignant transformation and prognosis of liver cancer.Over-expression
CA724OsteoblasticClinical diagnosis and prognosis of found guilty of an important tumor biomarker in breast cancer.Over-expression
CA50OsteolyticDetect bone metastases of liver cancer.Low-expression
CA242OsteolyticAn epigenetic specific antigen used to detect bone metastases in gastric cancerOver-expression
RbOsteolyticRb plays an important role in the regulation of bone metastases suppressor genes such as Osteoprotegerin.Low-expression
P53MixedPatients with bone metastases expressing p53 have a poor prognosis.Over-expression
NM23OsteolyticNM23 is associated with cell proliferation, invasion, and metastases of bone metastases, and is generally associated with poor treatment response and prognosis.Low-expression
ALPOsteoblasticReflecting bone metastases lesions, and is regarded as a biomarker of early differentiation of osteoblast precursor cells.Over-expression
BALPOsteolyticBALP level is a key predictor of treatment response and prognosis of bone metastases.Over-expression
TRACPOsteolyticA decline in TRACP levels is usually associated with a better prognosis for treatment. In addition, monitoring TRACP levels can also help determine the timing and regimen of treatment and possible problems with bone metabolism.Over-expression
CA15-3OsteolyticCA15-3 levels are often elevated in breast cancer patients with bone metastases.Over-expression

Application of commonly used biomarkers of bone metastases.

Table 2

biomarkersprimary cancer typesStudy population characteristicsDiagnostic performanceRef.
cases groupControls
group
Research methodSe. (%)Sp. (%)AUC
AFP/AFP-L3HCC50484uTASWako i3063.3090.00/Tayob N et al. (2022) ()
AFPHCC7977Microchip capillary electrophoresis68.3581.820.683-0.818Park SJ et al. ()
AFPHCC104336Retrospective analysis71.0091.00/Zhu AX et al. ()
AFPHCC3631LC-MS88.9082.900.892Luo et al. ()
AFPHCC135302Genome-wide discovery71.0090.000.92Chalasani NP et al. ()
AFPHCC9060Immunohistochemical82.6096.20/Chen D et al. ()
AFPGCT4135Retrospective analysis71.0080.00/Calaminus G et al. ()
ALPRCC111261Histopathologic analysis57.9083.500.749Chen XY et al. ()
CalciumRCC111261Histopathologic analysis36.8095.200.633Chen XY et al. ()
HBRCC111261Histopathologic analysis71.1065.300.665Chen XY et al. ()
HB+ALPRCC111261Histopathologic analysis47.4091.00/Chen XY et al. ()
HB+CARCC111261Histopathologic analysis34.2097.60/Chen XY et al. ()
ALP+CARCC111261Histopathologic analysis28.9097.90/Chen XY et al. ()
HB+CA+ALPRCC111261Histopathologic analysis28.9098.20/Chen XY et al. ()
uNTXNSCLC10050Osteomark, Princeton, NJ48.0086.000.74Tamiya et al. ()
sNTXNSCLC10050Osteomark, Princeton, NJ40.0087.000.71Tamiya et al. ()
CTXNSCLC1618ELISA, RIA73.7086.700.68Lumachi et al. ()
ICTPLC4744Radioimmunoassay, immunoassay71.4087.90/Aruga et al. ()
fDPDLC4744Radioimmunoassay, immunoassay61.0093.00/Aruga et al. ()
PICPLC4744Radioimmunoassay, immunoassay28.6087.90/Aruga et al. ()
BGPLC4744Radioimmunoassay, immunoassay12.3081.80/Aruga et al. ()
ALPLC4744Radioimmunoassay, immunoassay55.6079.50/Aruga et al. ()
BALPLC4744Radioimmunoassay, immunoassay44.4093.20/Aruga et al. ()
ICTPLC14050Double-antibody Radioimmunoassay92.0070.000.816Horiguchi et al. ()
CEALC140 50Double-antibody Radioimmunoassay60.0055.000.571Horiguchi et al. ()
CYFRA 21-1LC140 50Double-antibody Radioimmunoassay60.0045.000.538Horiguchi et al. ()
ProGRPLC140 50Double-antibody Radioimmunoassay42.0065.000.557Horiguchi et al. ()
ALPLC140 50Double-antibody Radioimmunoassay22.5092.000.654Horiguchi et al. ()
CaLC140 50Double-antibody Radioimmunoassay0.070100.000.321Horiguchi et al. ()
ALPLC30152Hitachi747 autoanalyzer26.7097.300.857Min et al. ()
ICTPLC130135ELISA63.1090.400.835Tang et al. ()
BAPLC130135ELISA63.1077.000.760Tang et al. ()
TRACP 5bLC130135ELISA58.5080.700.753Tang et al. ()
CTXNSCLC1618Automated Immunometric assay73.3086.700.794Lumachi et al. ()
CEANSCLC1618ELISA55.5062.500.588Lumachi et al. ()
CYFRANSCLC1618Immunochemiluminescent assay65.0078.600.706Lumachi et al. ()
TRAP5bNSCLC1618ELISA30.4076.200.676Lumachi et al. ()
PINPNSCLC1618RIA72.2081.200.765Lumachi et al. ()
ICTPLC2165ELISA86.4084.600.87Yokoyama et al. ()
TRACP5bNSCLC7269Immunoassay63.9076.800.749Yao et al. ()
PSAPC77113ELISA-PSA91.3098.70/Modoni et al. ()
BSPPC4241ELISA80.9572.80/Wei et al. ()
PSAPC4241ELISA57.1464.80/Wei et al. ()
ICTPPC4241ELISA69.0576.80/Wei et al. ()
ALPPC4241ELISA71.4388.80/Wei et al. ()
PSAPC8799ELISA46.7753.33/Szot et al. ()
PICPBC9253ELISA28.1083.90Zissimopoulos et al. ()
ICTPBC9253ELISA48.6094.00Zissimopoulos et al. ()
CEABC9253ELISA42.0065.00Zissimopoulos et al. ()
CA15-3BC9253ELISA78.0086.00Zissimopoulos et al. ()
ICTP+CEA+CA15-3BC9253ELISA82.0096.00Zissimopoulos et al. ()
PICP+PSAPC6861ELISA78.0096.000.970Zissimopoulos et al. ()
PICPPC426RIA54.0093.000.840Zissimopoulos et al. ()
PSAPC426RIA68.0091.000.880Zissimopoulos et al. ()
ICTPBC2512ELISA56.0093.00/Tähtelä et al. ()
PICPBC2512ELISA24.00100.00/Tähtelä et al. ()
PINPBC2512ELISA30.0098.00/Tähtelä et al. ()
CEABC164200ELISA+ TECAN56.7092.00/Wang et al. ()
CA19-9BC164200ELISA+ TECAN36.0082.50/Wang et al. ()
CA125BC164200ELISA+ TECAN25.6097.00/Wang et al. ()
CA15-3BC164200ELISA+ TECAN44.5084.50/Wang et al. ()
TPSBC164200ELISA+ TECAN50.0089.50/Wang et al. ()
CEA+ CA19-9BC164200ELISA+ TECAN67.1078.00/Wang et al. ()
CEA+ CA125BC164200ELISA+ TECAN66.5089.00/Wang et al. ()
CEA+ CA15-3BC164200ELISA+ TECAN68.9088.00/Wang et al. ()
CEA+ TPSBC164200ELISA+ TECAN78.7082.00/Wang et al. ()
CA19-9+CA125BC164200ELISA+ TECAN50.0080.50/Wang et al. ()
CA19-9+CA15-3BC164200ELISA+ TECAN60.4079.50/Wang et al. ()
CA19-9+TPSBC164200ELISA+ TECAN64.6073.50/Wang et al. ()
CA125+ CA15-3BC164200ELISA+ TECAN52.4091.50/Wang et al. ()
CA125+ TPSBC164200ELISA+ TECAN56.7086.50/Wang et al. ()
CA15-3+ TPSBC164200ELISA+ TECAN63.4085.00/Wang et al. ()
FerritinNENpts6240EIA100.0073.000.88Rosiek et al. ()
BMGNENpts6240EIA100.0046.000.74Rosiek et al. ()
CA125NENpts6240EIA100.0039.000.66Rosiek et al. ()
CEANENpts6240EIA50.0098.000.70Rosiek et al. ()
AFPNENpts6240EIA50.0066.000.55Rosiek et al. ()
CA19-9NENpts6240EIA67.0059.000.52Rosiek et al. ()
CEAlung cancer133562Histopathology76.7786.330.67Jiang et al. ()
CA50lung cancer133562Histopathology70.0082.810.623Jiang et al. ()
CA125lung cancer133562Histopathology87.7272.970.748Jiang et al. ()
NSElung cancer133562Histopathology82.7073.000.7Jiang et al. ()
Ferritinlung cancer133562Histopathology92.2075.400.619Jiang et al. ()
CYFRA21-1lung cancer133562Histopathology54.7073.700.697Jiang et al. ()
CEABC5449qPCR48.9097.100.915Mercatali et al. ()
CA15-3BC5449qPCR64.4094.400.886Mercatali et al. ()
OPGBC5449qPCR74.1087.700.825Mercatali et al. ()
OPG+CEABC5449qPCR84.4079.500.938Mercatali et al. ()
OPG+CA15-3BC5449qPCR86.7072.900.922Mercatali et al. ()
RANK-LBC5449qPCR57.4067.400.692Mercatali et al. ()
RANK-L+CEABC5449qPCR73.3050.000.907Mercatali et al. ()
RANKL+CA15-3BC5449qPCR75.647.200.894Mercatali et al. ()
RANK-L/OPGBC5449qPCR40.7077.500.70Mercatali et al. ()

Diagnostic performance of commonly used biomarkers of bone metastases in single study.

2.1 AFP

AFP, known as hepatoembryonic antigen, is a biomarker for the identification of bone metastases (). It plays a major role in embryonic and early embryonic development, but the adult owned the low level of AFP. AFP is commonly used as the diagnostic biomarker for liver, testicular, and ovarian carcinoma. Moreover, AFP can be used to predict bone metastases, which is a manifestation of antigen movement in a specific direction (, ). Studies showed that the serum level of AFP in patients with non-small cell lung cancer can be utilized to predict location-based tumor susceptibility and duration of location-based tumor treatment (, ). Another study showed that higher serum AFP level in the patients of cancer indicated the risk of bone metastases and thus to infer more effective cancer treatment options (, ). High level of serum AFP has been shown to help to diagnose patients with bone metastases with diagnostic accuracy of 75% as well as to predict tumor size, location, risk of metastases, and duration of treatment (, ). Recent studies have found that it can be utilized to assess location-based tumor susceptibility, as well as tumor size, location, and duration of treatment. To sum up, AFP is a significant biomarker for the detection of bone metastases.

2.2 CEA

CEA is a common antigenic factor that plays an important role in a variety of cancers, such as Colon cancer, stomach cancer, pancreatic cancer, small intestinal adenocarcinoma, lung cancer, liver cancer, breast cancer (). CEA is a biomarker widely used in colorectal cancer screening and monitoring treatment response. However, its low sensitivity and specificity in bone tumors limit its application in bone metastasis. CEA is of particular importance in bone metastases. At present, CEA is used primarily to detect the occurrence and development of bone metastases, especially in breast cancer, lung cancer and gastrointestinal tumors (, ). CEA has excellent sensitivity and specificity, which can be used to assess the existence of bone metastases. The sensitivity and specificity of serum CEA were 19.0%-56.1% and 50%-92%, in the gastrointestinal tumors (). At present, more and more studies have pointed out that CEA can help accurately diagnose bone metastases and improve the curative effect. Clinical trials have shown that increased CEA levels were linked to reduced efficacy in patients with breast cancer bone metastases (, ). In addition, CEA also has significant application value for clarifying tumor manifestations, namely the range of bone metastases and bone changes, so as to provide objective guidance for clinical treatment planning.

2.3 ALP and PSA

ALP and PSA are widely used to predict bone metastases of prostate cancer, but their accuracy and reliability in the diagnosis of bone metastases are inconsistent (). Serum ALP is derived from osteoblasts with isoenzyme activities, which can hydrolyze phosphate esters. Moreover, serum ALP, can be used to indicate the specificity of reflecting bone metastases lesions, regarded as a biomarker of early differentiation of osteoblast precursor cells. ALP is specific biomarkers of bone tissue and widely utilized in bone tumors. The expression level of ALP can be used to estimate the balance between bone reconstruction and destruction. (). Salter et al. found that ALP was oleophilic, which was an important biomarker reflecting osteoblast activity and tumor progression (). Rao et al. suggested that ALP was a serum biomarker in predicting bone metastases of prostate cancer (). Serum PSA, a serine protease, is commonly used in screening, diagnosis and efficacy evaluation of prostate cancer (). In patients of prostate cancer with bone metastases, due to the proliferation of prostate cancer cells, a large amount of PSA was produced and secreted into the blood, resulting in elevated serum PSA (, ). PSA is a good indicator of bone metastases of prostate cancer. The higher the PSA, the greater the risk of bone metastases. When PSA < 20ng/ml, the risk of bone metastases was relatively small, while when PSA > 100ng/ml, the risk of bone metastases was higher than 80%. Therefore, further testing and prophylaxis were recommended when PSA > 20ng/ml (). Although bone metastases are common sites of prostate cancer, the use of PSA in the diagnosis of bone metastases is limited.

2.4 CA and Rb

CA is used more frequently for the detection of breast and bowel cancer. CA199 is an important biomarker and apparent specific antigen for the detection of bone metastases of liver cancer. Studies have shown that the expression level of CA199 was related to the metastases of liver cancer, with the excellent ability to predict the malignant transformation and prognosis of liver cancer (, ). CA724 used for clinical diagnosis and prognosis of found guilty of an important tumor biomarker in breast cancer. Studies have shown that increased level of CA724 may represent increased bone metastases potential of breast cancer, which was more accurate for symptomatic radiotherapy (, ). CA50 is an apparent exclusive cancer biomarker used to detect bone metastases of liver cancer. The experimental results indicated that the level of CA50 can serve as a biomarker to predict the potential of bone metastases of liver cancer (, ). CA242 is an epigenetic specific antigen used to detect bone metastases in gastric cancer. Studies have indicated that increased level of CA242 can be used to predict bone metastases in gastric cancer, and can effectively help to improve the treatment efficiency and anti-cancer therapeutic effect of tumors (, ).

Rb is widely used in the diagnosis of bone-derived tumors, whose reduced expression indicates an increased risk of bone metastasis. (). P53 is a tumor suppressor gene protein that is abnormally expressed in a variety of tumors. NM23 is an RNA-binding protein that is abnormally expressed in non-small cell lung cancer and some other cancers, whose application in bone tumors is restricted.

In conclusion, the current researches on protein biomarkers of bone metastases are still in the primary stage. Despite the fact that some biomarkers have been proved to have certain application value, more biomarkers need to be explored and applied in the accurate diagnosis of bone metastases and the formulation of treatment plans.

3 Application of ncRNA as biomarkers in bone metastases

With the development of high-throughput sequencing technology and bioinformatics, a large number of ncRNA, such as miRNA, lncRNA and circRNA, have been found to be involved in gene expression regulation, cell differentiation, etc (, ). In addition, they are closely related to the occurrence and development of tumors.

3.1 miRNA

miRNA in mammalian serum and plasma have high stability and can be stable under repeated freeze-thaw and different pH conditions (, ).

miRNA plays an important role in the diagnosis of bone metastases, which can help doctors to identify cancer metastases to bone in order to provide timely treatment (, ). Currently, many studies have shown that the expression level of miRNA from samples can be used to identify the presence of bone partially implanted cancer cells (, , ). Some miRNA such as let-7 (, ), miR-125b (, ), and miR-21 were significantly expressed in experimental tumor migration into the mouse bone, contributing to the identification and diagnosis of bone metastatic cancer (). miRNA plays an important role in tumor therapy, and it has attracted more and more attention as new therapeutic biomarkers (, ). Targeting miRNA therapy can reduce drug toxicity and achieve higher efficacy by accurately identifying and treating bone metastases. Contemporary studies have shown that miRNAs-based therapy has a significant promoting effect on inhibiting the growth, invasion and immune resistance of bone metastases (, ). Currently, miRNAs that have been considered as biomarkers of bone metastases include miR-21, miR-141, miR-221/222, miR-24, miR-20a, miR-145, miR-29a, miR-26a, miR-22, miR-125b, miR-15b, miR-193b, miR-196a, and miR-101 et al., which were shown in Table 3.

Table 3

BiobiomarkerBone transition stagePrimary cancer typesStudy population characteristicsClinical applicationDeregulationRef.
Cases groupControls group
miR-192-5pMixedLC6878Early diagnosis and prediction of bone metastases.Low-expressionZou P et al. ()
miR-335OsteoblasticSCLC105Diagnosis of bone metastases in prostate cancer, miR-335 might target cytokines linked to osteoclast induction and bone turnover.Over-expressionGong et al. ()
miR-139-5pOsteoblasticNSCLC2530As a biobiomarker and treatment target in monitoring and controlling bone metastases.Down-regulatedXu et al. ()
miR-139-5pMixedEWS19/Down-regulation of miR-139-5p is associated with disease progression in EWS and may serve as a risk assessment biobiomarker.Down-regulatedRoberto et al. ()
miR-124-3pMixedEWS19/Down-regulation of miR-124-3p is associated with disease progression in EWS and may serve as a risk assessment biobiomarker.Down-regulatedRoberto et al. ()
miR-584-5pMixedEWS19/Down-regulation of miR-584-5p is associated with disease progression in EWS and may serve as a riskassessment biobiomarker.Down-regulatedRoberto et al. ()
miR-7OsteolyticBC514Promoting cancer cell progress and consequently results in NSCLC growth. miR-7 may become promising molecular therapies in NSCLC treatment.Down-regulatedVimalraj et al. ()
let-7cMixedLAC//Low levels of let-7c expression and metastases, venous invasion, advanced TNM stages and poor survival of NSCLC patients.Down-regulatedZhao et al. ()
miR-10bOsteolyticBC12259An independent prognostic factor in NSCLC patients.Up-regulatedZhao et al. (93)
miR-17 familyOsteolyticOS75/Not only decrease cisplatin-resistant but also reduce migration by inhibiting EMT in A549/DDP cells.Over-expressionArabi et al. (94)
miR-21OsteolyticOS65/Regulate the biological characteristics of tumor cells and the ability of bone metastases.Low-expressionYuan et al.()
miR-16/miR-15aOsteoblasticPC995miR-15/miR-16 control organ-confined and distant invasion of prostate cancer cells.Over-expressionBonci et al.()
miR-141OsteoblasticPC5289Inhibit the growth of osteoclasts by inhibiting the synthesis of bone morph regulatory factors.Down-expressionHuang et al. ()
miR-221/222MixedPC183Actively involved in bone metastases of cancers such as prostate cancer and breast cancer.Low-expressionXu et al. (95)
miR-24OsteolyticOS//Affect the onset, development and subsequent therapeutic effect of bone metastases.Over-expressionLiu et al. (2017) (96)
miR-20aOsteolyticOS108Enhance immune function, reduce inflammatory response and promote the body’s immune response to tumors.Over-expressionKoshkina et al. (97)
miR-145OsteoblasticESCC1919Affecting the migration and reproduction of cancer cells in bone marrow, and helping to inhibit the occurrence of bone metastatic tumors.Over-expressionCui et al. (98)
miR-29aOsteoblasticSCLC10/Inhibit the mechanism of cancer cells, and inhibit the migration and reproduction of cancer cells in bone marrow, thus inhibiting the occurrence of bone metastatic tumors.Over-expressionGong et al. ()
HOTAIRMixBC//HOTAIR affects and blocks the growth, metastasis and apoptosis of breast cancer cells through the miR-20a-5p/HMGA2 axisDown-expressionZhao et al. (99)
circITGA7MixOS//circITGA7 may be involved in the occurrence and development of bone metastasesDown-expressionFang et al. (100)

Application of ncRNA biomarkers of bone metastases.

3.1.1 miR-21

miR-21 has been extensively studied as a key biomarker for various types of cancer, including breast, lung, prostate, ovarian, and colorectal cancers (). One study found that miR-21 was significantly up regulated in bone metastases tissue samples, compared to primary tumor tissue samples from patients with breast cancer (). Furthermore, they observed that serum levels of miR-21 were significantly higher in breast cancer patients with bone metastases. They suggested that miR-21 could be used as a non-invasive biomarker to detect bone metastases in breast cancer patients. Similarly, another study found that miR-21 was over expressed in bone metastases tissue samples from patients with prostate cancer. They observed that miR-21 expression was positively correlated with bone metastases, suggesting that miR-21 could be used as a prognostic biomarker to predict the progression of bone metastases in prostate cancer patients (101). One study analyzed miR-21 expression in serum samples from patients with breast cancer and bone metastases, as well as healthy controls, drawing a conclusion that serum levels of miR-21 were significantly higher in breast cancer patients with bone metastases, compared to healthy controls. (102). Overall, the above studies suggested that miR-21 was a promising biomarker in the detecting and monitoring of bone metastases in various types of cancer. Its potential use as a therapeutic target warrants further investigation in preclinical and clinical studies.

3.1.2 miR-141

miR-141 has been a top priority in the study of bone metastases in recent years (103, 104). miR-141 can inhibit adenovirus transcription factors, immune response and apoptosis-mediated response, and exert a huge effect on inhibiting tumor growth to promote factor expression and inhibit gene expression regulation (105, 106). Studies have shown that miR-141 is paramount in preventing the development of bone metastases (106). In previous studies, miR-141 can prohibit the growth of osteoclasts by inhibiting the synthesis of bone morph regulatory factors, thus delaying the metastases process (107, 108). Meanwhile, miR-141 interdicted the migration and invasion of bone metastases. In addition, miR-141 can also induce tumor cell apoptosis, thus playing a momentous role in the process of bone metastases (109, 110). In conclusion, miR-141 is instrumental in inhibiting the development of bone metastatic tumors and may be essential in clinical diagnosis and treatment of bone metastatic tumors in the future.

3.2 lncRNA and circRNA

lncRNA and circRNA are a class of emerging ncRNA, playing important roles in the occurrence and development of human diseases. In recent years, more and more studies have shown that lncRNA and circRNA may also be strong candidates for tumor biomarkers of bone metastasis. There are some studies have found that lncRNA is crucical in bone metastasis. For example, one research has shown that metastasis-associated lung adenocarcinoma transcript 1 (MALAT1) can promote tumor cell invasion and migration, whose expression level was elevated in patients with bone metastasis (111). Other lncRNAs such as HOX antigens intergenic RNA (HOTAIR) and taurine unregulated gene 1 (TUG1) have also been found to be closely associated with the occurrence and development of bone metastases. HOTAIR affected and blocked the growth, metastasis, and apoptosis of breast cancer cells through the miR-20a-5p/HMGA2 axis. In the past few years, studies have found that lncRNA-SOX2OT may have clinical diagnostic value and can be employed as an in vitro diagnostic biomarker for bone metastases (110). It was found that the level of lncRNA-SOX2OT in serum in patients with bone metastases were significantly higher than those in the control group (112). Besides, studies had found that lncRNA-SOX2OT might regulate the phenotype of bone metastatic tumor cells. It was also found that lncRNA-SOX2OT inhibited the expression of MMP-13, which explained why lncRNA -Sox2OT may be associated with the regulation of bone metastases (113). Moreover, by combining multiple gene factors, we found that HIF-1, Hypoxia, and LCC-Sox2OT gene regulatory networks may present in bone metastases. What’ more, the researchers suggested that the expression of LCC-Sox2OT may be related to cell status, which can be used to identify biomarkers in vitro, and to identify and forecast the incidence of bone metastatic tumors in vivo (, 112, 114, 115).

In contrast, circRNA has been relatively poorly studied in bone metastasis (99). What’s more, some studies have shown that circRNA may also be a biomarker of bone metastases. For instance, there reported a study showing that circITGA7 (circular RNA-integrin subunit alpha 7) may be involved in the occurrence and development of bone metastases. This circular transcription can inhibit apoptosis of a variety of cells, whose expression level was significantly increased in patients with bone metastasis (100). Of course, studies on tumor biomarkers for bone metastases in lncRNA and circRNA are still in the preliminary stage, and their potential mechanisms and clinical application value need to be further verified and explored.

4 Bone metastasis biomarkers in liquid biopsy

Compared with traditional tissue sample biopsies, liquid biopsy-based markers have the following advantages:1. Non-invasive: Liquid sample collection is relatively simple, such as blood, urine, etc., without tissue excision or puncture, which can reduce patients’ pain and risk. 2. Systemic: Liquid samples can reflect the situation of the whole body, avoiding local errors in the collection of tissue samples, making them more representative and comprehensive. 3. High sensitivity: the concentration of markers in liquid samples is relatively stable and is not affected by tissue heterogeneity, making the detection results more accurate and reliable. 4. Good repeatability: liquid sample collection is relatively simple and non-invasive, which can be collected multiple times to monitor tumor growth and metastasis. 5. Forward-looking: in the detection and monitoring of early tumors, liquid biopsy can provide a more flexible and sensitive detection method, and improve the rate of early diagnosis and treatment of tumors. For tumor biomarkers of bone metastasis in liquid biopsy, molecular indicators related to bone metastasis, such as ctDNA, exosomes and circulating tumor cells (CTCs), were mainly screened from biological fluids such as blood or urine. These indicators have the advantages of high sensitivity, non-trauma and dynamic monitoring, which can be utilized to achieve early detection, monitor and prediction of bone metastasis. Corresponding contents were shown in Table 4.

Table 4

BiobiomarkerBone transition stagePrimary cancer typesClinical applicationDeregulationRef.
CD44OsteolyticSCLCAn important role as an early diagnostic biomarker and prognostic indicator of bone metastases.Over-expressionZhao et al. (116)
CXCR4MixedLCAssociated with metastases of tumor cells to bone tissue and can be used as an essential biomarker of bone metastatic tumors.Over-expressionChai et al. ()
CD74OsteoblasticNSCLCPredict the pathological changes of tumors and the prognosis of tumor patients after treatment.Up-regulatedLoreth et al. (2021) (117)
Mesothelin
/CK19
OsteoblasticESCCDiagnose and predict the development of tumors.Over-expressionZhang et al. (2010) (118)
Osteopontin
/CAIX
OsteoblasticBCAssess the risk of tumor invasiveness and metastases.Low-expressionJiwa et al. (2014) (119)
CXCR4MixedGastrointestinal malignanciesAssociated with metastases of tumor cells to bone tissue and can be used as an essential biomarker of bone metastatic tumors.Over-expressionRoberto et al. ()

Bone metastasis tumor biomarkers in liquid biopsy.

4.1 ctDNA

ctDNA is a piece of DNA which was released into the blood by cancer cells with certain specificity and sensitivity. ctDNA is a piece of DNA that is released into the bloodstream when cancer cells die or die. Unlike normal plasma DNA, ctDNA contains specific variations from tumor cells. Therefore, ctDNA can be used as a non-invasive “liquid biopsy” method, which can be widely used in the early diagnosis, treatment monitoring and prognosis assessment of tumors. ctDNA has the following advantages: 1. Non-invasive: ctDNA sampling is simple and non-invasive, requiring no painful tissue removal or cancer cell culture. 2. High sensitivity: The proportion of ctDNA in the blood is very low, so it can be detected even in the mild disease, especially in the primary tumor detection has a better application prospect. 3. High specificity: ctDNA contains specific variations from tumor cells, which can distinguish different subtypes and tumors at different stages of synchronization. 4. Real-time dynamic monitoring can be realized: ctDNA can reflect real-time treatment progress, drug resistance and relapse, which can provide doctors with better treatment strategies. To sum up, ctDNA as a tumor marker has great advantages and has gradually become a hot spot in cancer research.

In the detection of bone metastases, studies on ctDNA as a kind of biomarker in bone metastases mainly focus on the following aspects. ctDNA tests based on gene mutations. Firstly, some mutations associated with bone metastases, such as the fatty acid acylase gene (ACSL5) and the fusion gene TMPRSS2-ERG, had been shown to have high sensitivity and specificity when ctDNA was detected in the blood. These mutations were valuable for the detection of bone metastases (120). For example, one study found that ctDNA, which detected a deletion of the PTEN and mutation of the TP53, had high sensitivity and specificity in the plasma of prostate cancer patients. Secondly, the detection of ctDNA is based on epigenetic changes. Bone metastasis is also closely associated with epigenetic changes in DNA methylation and histone modification. Studies had shown that some epigenetic biomarkers such as RASSF1A (121), IGFBP-3 (), MGMT and ctDNA of GSTP1 can be detected in patients with bone metastases. These biomarkers provided an accurate value for the early detection and evaluation of bone metastases. Finally, the detection of ctDNA based on microsatellite instability (MSI), which is usually caused by the depletion of mismatch repair systems in vivo and is a hallmark of many familial non-multiple systemic tumors. It has been noted that the appearance of MSI in cancer cells is closely related to the occurrence and development of bone metastasis. There was a study showed that the detection of MSI in ctDNA could be used to evaluate the prognosis of bone metastases in intestinal cancer, providing a reference for the selection of treatment (122). In conclusion, the research and application of ctDNA as tumor biomarkers in bone metastases are developing and improving all the time. Although it still faces some technical and methodological bottlenecks, future studies will continuously improve its application prospect and clinical value. It is expected to become an important indicator in the timely detection, prognosis assessment and treatment monitoring of bone metastases.

4.2 CTCs

CTCs are cells shed from tumors and enter the peripheral blood of the body, which are the highest manifestation of the spread of malignant tumors. The genetic characteristics or antigens of CTCs are identical to those of primary tumor cells, but the method of obtaining CTCS is less invasive and highly reproducible (123). Systematic monitoring of CTCS through liquid biopsies enables monitoring of disease processes, detecting emerging resistance genes, and identifying new molecular targets (124). Relevant studies had shown that CTCs were highly invasive and malignant, and could evade immune surveillance of the body. CTCs can reflect the characteristics of tumor metastases and disease changes in patients with malignant tumors, playing crucial part in the curative effect and recurrence prediction of malignant tumors, so as to provide a reference for the early diagnosis and treatment of diseases (125). Detection of CTCs is a prerequisite for distant metastases of solid tumors (126). The specific contents were shown in Table 4.

Taking CD44 for example. CD44 is a protein, which is deemed to be a pathological indicator. It is generically known as CD44 receptor, also known as adhesion molecule, which is a variety of tumor cell adhesion molecule genes, associated with signal activation and cell cross-coupling of cell molecules (127, 128). Clinical studies had shown that CD44 was a diagnostic biomarker and prognostic indicator in a variety of tumors, including liver cancer, stomach cancer, esophageal cancer, ovarian cancer, prostate cancer, etc. It can be found in blood, cellular mediators, tissue biopsy specimens, tumor cells, and normal cells (129, 130). Studies had shown that the expression of CD44 was related to the expression of late genes such as PD-L1. Its expression may also matter in the early detection of tumors and later forms of metastases. Laboratory studies have demonstrated that CD44 can form binding with chemical factors of mitogen and cell surface, improve cell binding to other cell surface molecules and thus increase the risk of bone metastases (127, 131).

4.3 Exosomes

Extracellular vehicles (EVs) include apoptotic bodies (ABs), microvesicles (MVs), and exosomes, encapsulate tumor-specific content, and transmit them into environmental cells and circulation. Exosomes as molecular biomarkers, play major roles in diagnostic decisions and treatment selection in the detection of cancer bone metastases (132). Exosomes have relatively stable components that confer biological effects on adjacent or distal cells. Exosomes are also nanoparticles secreted by all cell types (133, 134). Due to their nature as nanovesicles, exosomes can be transferred proximal and distal across different biological barriers. Exosomes have been used as transport carriers for a variety of molecules including proteins and different RNA (135).

Therefore, exosomes can be used not only as reaction markers of different diseases and physiological states, but also as tools of in vitro genetic engineering for the treatment of different diseases and organs. This shows that exosomes, as communication mediators between cells, have infinite potential as biomarkers. From the perspective of exosome functioned as molecular biomarkers, exosomes function importantly in the molecular linkage of bone metastases tumor, accurate detection and quantification of bone metastases tumor biomarkers, which are extremely important (136). On the one hand, the studies of exosome molecular biomarker will provide useful information that can help clinicians more accurately in diagnosing bone metastases. Exosomes can be detected diagnostic cancer biomarkers in body fluids, such as prostate specific nucleic acid expression (PNA), gastrointestinal specific protein expression (GIP), and respiratory specific nucleic acid expression (RNA) (137, 138), which can identify cancer cells faster and more accurately, providing more detailed and reliable molecular information of cancer cells, so as to better predict the trend of cancer cell metastases and provide more accurate treatment guidance.

miR-375 and miR-141, which from exosomes, are the main biomarkers of bone metastases, which are mainly involved in regulating the respiration and proliferation of cancer cells (, ). The increased expression of miR-375 can promote the malignant proliferation of cancer cells. On the contrary, miR-141 will promote and inhibit the proliferation of cancer cells, reduce the damage to sensitive cancer cells, and decrease the resistance to drug-resistant cancer cells (139). In addition, TM256, LAMTOR1 and VATL were tumor biomarkers associated with miR-141 and miR-375. TM256 can recognize the increased expression of miR-141 and promote the proliferation and growth of cancer cells (103). LAMTOR1 can recognize the increased expression of miR-141 and miR-375 and inhibit the proliferation and growth of cancer cells (). VATL can recognize the increased expression of miR-375 and promote malignant proliferation of cancer cells. ADIRF was a specific tumor biomarker that can detect and recognize increased expression of miR-375 and miR-141, thereby contributing to the growth and proliferation of cancer cells (104, 140).

5 Application of other kinds of biomarkers in bone metastases

DNA methylation is a joint biological modification that affects gene expression by introducing methyl groups into DNA molecules through methylase. In tumor cells, the change of DNA methylation degree is closely linked to tumor growth, cell proliferation and development. Currently, there are many biomarkers of bone metastases based on DNA methylation, which include many different types. Glutathione S transferase P1 (GSTP1) is an antioxidant enzyme whose DNA methylation leaded to decreased expression levels, which had been demonstrated in many tumor cases, including bone metastases (141). SEPT9 was often considered a biomarker of DNA methylation. Recent studies had shown that exon 8 methylation of SEPT9 was a valid biomarker for blood samples (both venous and serum) from lung cancer patients (141, 142). The HOXB gene family is a member of the HOX gene superfamily, and HOXB7 may acted as a proto-oncogene in a variety of malignancies (143). DNA methylation of HOXB7 gene played an essential role in bone metastasis of prostate cancer cells (144). That is to say, DNA methylation of bone metastases tumor biomarkers provides a novel idea and means for the diagnosis, monitor and treatment of bone metastases. However, more studies are required to confirm their clinical application prospects as well as their sensitivity, specificity and stability.

Histone methylation is a key epigenetic modification, which plays a balancing and regulating role in gene transcription and expression. Tumor markers of bone metastases targeted at histone methylation mainly include the following aspects. H3K9me3 is the triumphalist form of the 9th lysine of histone H3 and is a silencing marker for many genes. The loss or reduction of H3K9me3 in bone metastases may be related to its enhanced ability to metastasize and the difference in prognosis (145). H3K27me3 is the triumphalist form of the 27th lysine of histone H3, which plays an important role in cell growth and differentiation. Reduction of H3K27me3 in bone metastasis may lead to inhibition of apoptosis and the growth and metastasis of cancer cells (146). H3K4me3 is the triumphalist form of lysine at the fourth position of histone H3, which is a marker of enrichment in genes with high transcriptional activity. During the treatment of patients with bone metastases, prominent expression of H3K4me3 was associated with the prognosis and progression of bone metastases (147). In conclusion, the study of histone methylation tumor markers of bone metastasis provides a novel idea and means for the early detection and treatment of bone metastasis. Although there are still some challenges in the application, they are expected to be one of the principal markers of bone metastasis in the future.

6 Perspectives and future opportunities

This paper mainly introduces the commonly used clinical protein biomarkers, ncRNA, and liquid biopsy biomarkers. Each type has its specific advantages, limitations in the clinical application. Protein-based tumor biomarkers have been extensively studied and have a wide range of applications, including diagnosis, disease surveillance and therapeutic strategies. Numerous protein measurement techniques and automated methods have been rapidly developed, making high-throughput identification and measurement easy and fast. Proteins can be interfered with by external factors (such as diet and preparations), and in some cases of proteins may be non-specific, which can lead to false positives. So, the interpretation of the results does not necessarily reflect accurate. Compared with proteins, the structure and function of ncRNAs are still being studied, so understanding the role of ncRNAs and their detection techniques are limited. Some ncRNAs may be raised at similar levels in multiple tumor types and non-tumor diseases, so there may be some limitations in the differential diagnosis process. To sum up, these types of biomarkers have their peculiar advantages and disadvantages, and the future development will be different depending on the specific application. Among them, miRNA, as an emerging method, may be the future direction while further understanding its biological role and mechanism. Due to the wide variety of biomarkers, this study mainly elaborated protein, ncRNAs, liquid biopsy biomarkers and other studied biomarkers, which were mainly derived from serum plasma and tissue. Our team will conduct a more comprehensive and detailed description of such biomarkers in subsequent studies, so as to provide reference for the clinical application of biomarkers of bone metastases and the early diagnosis of diseases.

Future research on how to find new methods of screening and detecting biomarkers, and the set of cut-off value, etc., not only for detection but also for prognosis is needed. Firstly, large-scale prospective clinical studies are required. More large-scale prospective clinical studies are needed to confirm the sensitivity, specificity, and stability of different markers, as well as their feasibility for early detection, classification, and treatment of bone metastases. Secondly, combinations of multiple biomarkers can be studied. Combined with biomarkers of different types of bone metastases, a more accurate diagnosis and prediction model was established. In the process of integration, it is necessary to investigate the interaction, influence and cooperation among different biomarkers, and establish the corresponding bioinformatics model and algorithm combined with bioinformatics. Finally, multidisciplinary cooperation and communication is important. There is necessary to have closer collaboration among clinicians, basic scientists, bioinformatics specialists and engineers to leverage their expertise and skills to better support the research and application of markers for bone metastases.

In conclusion, in the future, the study of bone metastases tumor markers will gradually develop from a single biomarker study to a systematic and integrated research model, so as to more accurately and comprehensively understand the biological characteristics and clinical manifestations of bone metastases, promoting more significant progress in the diagnosis and treatment of bone metastases.

Statements

Author contributions

JL and HL conceived the research. YH and FZ conducted the study and drafted the manuscript, and they contributed equally to this work. YM, YL, YZ, NY, ML contributed to the acquisition, or interpretation of data and critically reviewed and revised the article for important intellectual content. All authors contributed to the article and approved the submitted version.

Funding

This work was supported by the National Natural Science Foundation of China (82004397), the Innovation Fund of National Clinical Research Center for Orthopedics, Sports Medicine & Rehabilitation (2021-NCRC-CXJJ-PY-13), Young Elite Scientists Sponsorship Program by CAST (2021-QNRC2-A06), and the Major Project of TCM research in Henan Province (2023ZY2136).

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

  • 1

    YinJJPollockCBKellyK. Mechanisms of cancer metastases to the bone. Cell Res (2005) 15:5762. doi: 10.1038/sj.cr.7290266

  • 2

    Jimenez-AndradeJMMantyhWGBloomAPFerngASGeffreCPMantyhPW. Bone cancer pain. Ann N Y Acad Sci (2010) 1198:173–81. doi: 10.1111/j.1749-6632.2009.05429.x

  • 3

    ColemanRECroucherPIPadhaniARClézardinPChowEFallonMet al. Bone metastases. Nat Rev Dis Primers (2020) 6:83. doi: 10.1038/s41572-020-00216-3

  • 4

    AlfrancaAMartinez-CruzadoLTorninJAbarrategiAAmaralTde AlavaEet al. Bone microenvironment signals in osteosarcoma development. Cell Mol Life Sci (2015) 72:3097–113. doi: 10.1007/s00018-015-1918-y

  • 5

    YipRKHRimesJSCapaldoBDVaillantFMouchemoreKAPalBet al. Mammary tumour cells remodel the bone marrow vascular microenvironment to support metastases. Nat Commun (2021) 12:6920. doi: 10.1038/s41467-021-26556-6

  • 6

    KrugerTEMillerAHGodwinAKWangJ. Bone sialoprotein and osteopontin in bone metastases of osteotropic cancers. Crit Rev Oncol Hematol (2014) 89:330–41. doi: 10.1016/j.critrevonc.2013.08.013

  • 7

    LiZLiLXDiaoYJWangJYeYHaoXK. Identification of urinary exosomal miRNAs for the non-invasive diagnosis of prostate cancer. Cancer Manag Res (2021) 13:2535. doi: 10.2147/cmar.S272140

  • 8

    HiraiTShinodaYTateishiRAsaokaYUchinoKWakeTet al. Early detection of bone metastases of hepatocellular carcinoma reduces bone fracture and paralysis. Jpn J Clin Oncol (2019) 49:529–36. doi: 10.1093/jjco/hyz028

  • 9

    WangYDingYGuoNWangS. MDSCs: key criminals of tumor pre-metastatic niche formation. Front Immunol (2019) 10:172. doi: 10.3389/fimmu.2019.00172

  • 10

    ShackletonMYuenKLittleAFSchlichtSMcLachlanSA. Reliability of X-rays and bone scans for the assessment of changes in skeletal metastases from breast cancer. Intern Med J (2004) 34:615–20. doi: 10.1111/j.1445-5994.2004.00637.x

  • 11

    WeiYXiaoJZouL. Masticator space: CT and MRI of secondary tumor spread. AJR Am J Roentgenol (2007) 189:488–97. doi: 10.2214/ajr.07.2212

  • 12

    RongJWangSDingQYunMZhengZYeS. Comparison of 18 FDG PET-CT and bone scintigraphy for detection of bone metastases in breast cancer patients. a meta-analysis. Surg Oncol (2013) 22:8691. doi: 10.1016/j.suronc.2013.01.002

  • 13

    DyrbergEHendelHWHuynhTHVKlausenTWLøgagerVBMadsenCet al. (68) Ga-PSMA-PET/CT in comparison with (18)F-fluoride-PET/CT and whole-body MRI for the detection of bone metastases in patients with prostate cancer: a prospective diagnostic accuracy study. Eur Radiol (2019) 29:1221–30. doi: 10.1007/s00330-018-5682-x

  • 14

    DonnersRFigueiredoITunariuNBlackledgeMKohDMde la MazaMet al. Multiparametric bone MRI can improve CT-guided bone biopsy target selection in cancer patients and increase diagnostic yield and feasibility of next-generation tumour sequencing. Eur Radiol (2022) 32:4647–56. doi: 10.1007/s00330-022-08536-6

  • 15

    AryalAKumarVSShamimSAGamanagattiSKhanSA. What is the comparative ability of 18F-FDG PET/CT, 99mTc-MDP skeletal scintigraphy, and whole-body MRI as a staging investigation to detect skeletal metastases in patients with osteosarcoma and Ewing sarcoma? Clin Orthop Relat Res (2021) 479:1768–79. doi: 10.1097/corr.0000000000001681

  • 16

    OttossonFBacoELauritzenPMRudE. The prevalence and locations of bone metastases using whole-body MRI in treatment-naïve intermediate- and high-risk prostate cancer. Eur Radiol (2021) 31:2747–53. doi: 10.1007/s00330-020-07363-x

  • 17

    TayobNKanwalFAlsarrajAHernaezREl-SeragHB. The performance of AFP, AFP-3, DCP as biomarkers for detection of hepatocellular carcinoma (HCC): a phase 3 biobiomarker study in the united states. Clin Gastroenterol Hepatol (2023) 21(2):415–23. doi: 10.1016/j.cgh.2022.01.047

  • 18

    ParkSJJangJYJeongSWChoYKLeeSHKimSGet al. Usefulness of AFP, AFP-L3, and PIVKA-II, and their combinations in diagnosing hepatocellular carcinoma. Med (Baltimore) (2017) 96(11):e5811. doi: 10.1097/MD.0000000000005811

  • 19

    ZhuAXDayyaniFYenCJRenZBaiYMengZet al. Alpha-fetoprotein as a potential surrogate biobiomarker for atezolizumab + bevacizumab treatment of hepatocellular carcinoma. Clin Cancer Res (2022) 28(16):3537–45. doi: 10.1158/1078-0432.CCR-21-3275

  • 20

    LuoPYinPHuaRTanYLiZQiuGet al. Multicenter serum metabolite biobiomarker identification study for the early detection of hepatocellular carcinoma. Hepatology (2018) 67(2):662–75. doi: 10.1002/hep.29561

  • 21

    ChalasaniNPRamasubramanianTSBhattacharyaAOlsonMCEdwards VDKRobertsLRet al. A novel blood-based panel of methylated DNA and protein biomarkers for detection of early-stage hepatocellular carcinoma. Clin Gastroenterol Hepatol (2021) 19(12):25972605.e4. doi: 10.1016/j.cgh.2020.08.065

  • 22

    ChenDLiZSongQQianLXieBZhuJ. Clinicopathological features and differential diagnosis of hepatocellular carcinoma in extrahepatic metastases. Med (Baltimore). (2018) 97(50):e13356. doi: 10.1097/MD.0000000000013356

  • 23

    CalaminusGSchneiderDTBökkerinkJPGadnerHHarmsDWillersRet al. Prognostic value of tumor size, metastases, extension into bone, and increased tumor biomarker in children with malignant sacrococcygeal germ cell tumors: a prospective evaluation of 71 patients treated in the German cooperative protocols maligne keimzelltumoren (MAKEI) 83/86 and MAKEI 89. J Clin Oncol (2003) 21(5):781–6. doi: 10.1200/JCO.2003.03.125

  • 24

    ChenXYLanMZhouYChenWZHuDLiuJMet al. Risk factors for bone metastasis from renal cell cancer. J Bone Oncol (2017) 9:2933. doi: 10.1016/j.jbo.2017.10.004

  • 25

    TamiyaMTokunagaSOkadaHSuzukiHKobayashiMSasadaSet al. Prospective study of urinary and serum cross-linked n-telopeptide of type I collagen (NTx) for diagnosis of bone metastasis in patients with lung cancer. Clin Lung Cancer. (2013) 14(4):364–9. doi: 10.1016/j.cllc.2012.11.006

  • 26

    LumachiFSanteufemiaDADel ConteAMazzaFTozzoliRChiaraGBet al. Carboxy-terminal telopeptide (CTX) and amino-terminal propeptide (PINP) of type I collagen as biomarkers of bone metastases in patients with non-small cell lung cancer. Anticancer Res (2013) 33(6):2593–6.

  • 27

    ArugaAKoizumiMHottaRTakahashiSOgataE. Usefulness of bone metabolic biomarkers in the diagnosis and follow-up of bone metastasis from lung cancer. Br J Cancer (1997) 76(6):760–4. doi: 10.1038/bjc.(1997).458

  • 28

    HoriguchiTTachikawaSKondoRHiroseMTeruyaSIshibashiAet al. Usefulness of serum carboxy-terminal telopeptide of type I collagen (ICTP) as a biomarker of bone metastasis from lung cancer. Jpn J Clin Oncol (2000) 30(4):174–9. doi: 10.1093/jjco/hyd043

  • 29

    MinJWUmSWYimJJYooCGHanSKShimYSet al. The role of whole-body FDG PET/CT, Tc 99m MDP bone scintigraphy, and serum alkaline phosphatase in detecting bone metastasis in patients with newly diagnosed lung cancer. J Korean Med Sci (2009) 24(2):275–80. doi: 10.3346/jkms.2009.24.2.275

  • 30

    TangCLiuYQinHLiXGuoWLiJet al. Clinical significance of serum BAP, TRACP 5b and ICTP as bone metabolic biomarkers for bone metastasis screening in lung cancer patients. Clin Chim Acta (2013) 426:102–7. doi: 10.1016/j.cca.2013.09.011

  • 31

    YokoyamaTYamamotoMShimaKSuzukiKSakoCItoGet al. Clinical usefulness of serum pyridinoline cross-linked carboxyterminal telopeptide of type I collagen for diagnosis of bone metastases in patients with primary lung cancer. Respirology (2005) 10:300–304. doi: 10.1111/j.1440-1843.2005.00713.x

  • 32

    YaoNSWuYYJanckilaAJKuCHHsiehATHoCLet al. Serum tartrate-resistant acid phosphatase 5b (TRACP5b) activity as a biobiomarker for bone metastasis in non-small cell lung cancer patients. Clin Chim Acta (2011) 412(1-2):181–5. doi: 10.1016/j.cca.2010.09.038

  • 33

    ModoniSCalòENardellaGRitrovatoGFruscianteV. PSA and bone scintigraphy. Int J Biol biomarkers. (1997) 12(4):158–61. doi: 10.1177/172460089701200404

  • 34

    WeiRJLiTYYangXCJiaNYangXLSongHB. Serum levels of PSA, ALP, ICTP, and BSP in prostate cancer patients and the significance of ROC curve in the diagnosis of prostate cancer bone metastases. Genet Mol Res (2016) 15(2):gmr7707. doi: 10.4238/gmr.15027707

  • 35

    SzotWKostkiewiczMZającJOwocABojarI. Prostate cancer in patients from rural and suburban areas–PSA value, Gleason score and presence of metastases in bone scan. Ann Agric Environ Med (2014) 21(4):888–92. doi: 10.5604/12321966.1129953

  • 36

    ZissimopoulosAStellosKMatthaiosDPetrakisGParmenopoulouVBabatsikouFet al. Type I collagen biomarkers in the diagnosis of bone metastases in breast cancer, lung cancer, urinary bladder cancer and prostate cancer. comparison to CEA, CA 15-3, PSA and bone scintigraphy. J BUON. (2009) 14(3):463–72.

  • 37

    ZissimopoulosAStellosCPetrakisGBaziotisN. In process citation correlation of procollagen (I) with prostate specific antigen and bone scan for the diagnosis of bone metastases in patients with prostate carcinoma. Hell J Nucl Med (2004) 7(3):162–7.

  • 38

    TähteläRThölixE. Serum concentrations of type I collagen carboxyterminal telopeptide (ICTP) and type I procollagen carboxy-and aminoterminal propeptides (PICP, PINP) as biomarkers of metastatic bone disease in breast cancer. Anticancer Res (1996) 16(4B):2289–93.

  • 39

    WangWXuXTianBWangYDuLSunTet al. The diagnostic value of serum tumor biomarkers CEA, CA19-9, CA125, CA15-3, and TPS in metastatic breast cancer. Clin Chim Acta (2017) 470:51–5. doi: 10.1016/j.cca.2017.04.023

  • 40

    RosiekVWójcik-GiertugaMKos-KudłaB. Serum tumor biomarkers for detection of bone metastases in patients with lung neuroendocrine neoplasms". Cancer Treat Res Commun (2022) 31:100533. doi: 10.1016/j.ctarc.2022.100533

  • 41

    JiangMChenPZhangXGuoXGaoQMaLet al. Metabolic phenotypes, serum tumor biomarkers, and histopathological subtypes in predicting bone metastasis: analysis of 695 patients with lung cancer in China. Quant Imaging Med Surg (2023) 13(3):1642–54. doi: 10.21037/qims-22-741

  • 42

    MercataliLIbrahimTSacannaEFlaminiEScarpiECalistriDet al. Bone metastases detection by circulating biomarkers: OPG and RANK-l. Int J Oncol (2011) 39(1):255–61. doi: 10.3892/ijo.2011.1001

  • 43

    GallePRFoersterFKudoMChanSLLlovetJMQinSet al. Biology and significance of alpha-fetoprotein in hepatocellular carcinoma. Liver Int (2019) 39:2214–29. doi: 10.1111/liv.14223

  • 44

    EvdokimovaVNButterfieldLH. Alpha-fetoprotein and other tumour-associated antigens for immunotherapy of hepatocellular cancer. Expert Opin Biol Ther (2008) 8:325–36. doi: 10.1517/14712598.8.3.325

  • 45

    OkunakaTKatoHKonakaCYamamotoHFurukawaK. Primary lung cancer producing alpha-fetoprotein. Ann Thorac Surg (1992) 53:151–2. doi: 10.1016/0003-4975(92)90778-3

  • 46

    XiongSTangKLuoF. An extensive surgical resection in stage T4 small cell lung cancer with cardiac invasion: a case report and literature review. Ann Med Surg (Lond) (2022) 81:104448. doi: 10.1016/j.amsu.2022.104448

  • 47

    TonyaliOGonulluOOzturkMAKosifACiviOG. Hepatoid adenocarcinoma of the lung and the review of the literature. J Oncol Pharm Pract (2020) 26:1505–10. doi: 10.1177/1078155220903360

  • 48

    AassNKleppOCavallin-StahlEDahlOWicklundHUnsgaardBet al. Prognostic factors in unselected patients with nonseminomatous metastatic testicular cancer: a multicenter experience. J Clin Oncol (1991) 9:818–26. doi: 10.1200/jco.1991.9.5.818

  • 49

    BeaucheminNArabzadehA. Carcinoembryonic antigen-related cell adhesion molecules (CEACAMs) in cancer progression and metastases. Cancer Metastases Rev (2013) 32:643–71. doi: 10.1007/s10555-013-9444-6

  • 50

    ShibataCNakanoTYasumotoAMitamuraASawadaKOgawaHet al. Comparison of CEA and CA19-9 as a predictive factor for recurrence after curative gastrectomy in gastric cancer. BMC Surg (2022) 22:213. doi: 10.1186/s12893-022-01667-z

  • 51

    TeijeiraAMiguelizIGarasaSKaranikasVLuriCCirellaAet al. Three-dimensional colon cancer organoids model the response to CEA-CD3 T-cell engagers. Theranostics (2022) 12:1373–87. doi: 10.7150/thno.63359

  • 52

    AyanAKErdemciBOrsalEBayraktutanZAkpinarETopcuAet al. Is there any correlation between levels of serum ostepontin, CEA, and FDG uptake in lung cancer patients with bone metastases? Rev Esp Med Nucl Imagen Mol (2016) 35:102–6. doi: 10.1016/j.remn.2015.09.002

  • 53

    NumataTEndoTYanaiHOtaKYamamotoYShimizuKet al. Serum CEA and CYFRA levels in ALK-rearranged NSCLC patients: correlation with distant metastases. In Vivo (2020) 34:2095–100. doi: 10.21873/invivo.12013

  • 54

    ChaiXYinwangEWangZWangZXueYLiBet al. Predictive and prognostic biomarkers for lung cancer bone metastases and their therapeutic value. Front Oncol (2021) 11:692788. doi: 10.3389/fonc.2021.692788

  • 55

    GeYWLiuXLYuDGZhuZAKeQFMaoYQet al. Graphene-modified CePO4 nanorods effectively treat breast cancer-induced bone metastases and regulate macrophage polarization to improve osteo-inductive ability. J Nanobiotechnology (2021) 19:11. doi: 10.1186/s12951-020-00753-9

  • 56

    SalterRSFitchenJ. Evaluation of a chemiluminescence method for measuring alkaline phosphatase activity in whole milk of multiple species and bovine dairy drinks: interlaboratory study. J AOAC Int (2006) 89:1061–70. doi: 10.1093/jaoac/89.4.1061

  • 57

    LiuZDongNHuiHWangYLiuFXuLet al. Endothelial cell-derived tetrahydrobiopterin prevents aortic valve calcification. Eur Heart J (2022) 43:1652–64. doi: 10.1093/eurheartj/ehac037

  • 58

    Oketch-RabahHARoeALRiderCVBonkovskyHLGiancasproGINavarroVet al. United states pharmacopeia (USP) comprehensive review of the hepatotoxicity of green tea extracts. Toxicol Rep (2020) 7:386402. doi: 10.1016/j.toxrep.2020.02.008

  • 59

    BarryMJSimmonsLH. Prevention of prostate cancer morbidity and mortality: primary prevention and early detection. Med Clin North Am (2017) 101:787806. doi: 10.1016/j.mcna.2017.03.009

  • 60

    MaestroniUCavalieriDMCampobassoDGuarinoGZiglioliF. PSA-IgM and iXip in the diagnosis and management of prostate cancer: clinical relevance and future potential. a review. Acta BioMed (2022) 92:e2021344. doi: 10.23750/abm.v92i6.12058

  • 61

    ConteducaVOromendiaCEngKWBarejaRSigourosMMolinaAet al. Clinical features of neuroendocrine prostate cancer. Eur J Cancer. (2019) 121:718. doi: 10.1016/j.ejca.2019.08.011

  • 62

    RenWHouJYangCWangHWuSWuYet al. Extracellular vesicles secreted by hypoxia pre-challenged mesenchymal stem cells promote non-small cell lung cancer cell growth and mobility as well as macrophage M2 polarization via miR-21-5p delivery. J Exp Clin Cancer Res (2019) 38:62. doi: 10.1186/s13046-019-1027-0

  • 63

    XuYZhangPZhangKHuangC. The application of CA72-4 in the diagnosis, prognosis, and treatment of gastric cancer. Biochim Biophys Acta Rev Cancer (2021) 1876:188634. doi: 10.1016/j.bbcan.2021.188634

  • 64

    Healthcare EngineeringJO. Retracted: effect of apatinib combined with seggio on the expression of serum AFP and CA724 and long-term survival rate in patients with advanced gastric cancer undergoing comfortable nursing intervention. J Healthc Eng (2022) 2022:9756408. doi: 10.1155/2022/9756408

  • 65

    PanQLawCOKYungMMHHanKCPonYLLauTCK. Novel RNA aptamers targeting gastrointestinal cancer biomarkers CEA, CA50 and CA72-4 with superior affinity and specificity. PloS One (2018) 13:e0198980. doi: 10.1371/journal.pone.0198980

  • 66

    HuangHYuXHanXHaoJZhaoJBebekGet al. Piwil1 regulates glioma stem cell maintenance and glioblastoma progression. Cell Rep (2021) 34:108522. doi: 10.1016/j.celrep.2020.108522

  • 67

    ZhangYYangJLiHWuYZhangHChenW. Tumor biomarkers CA19-9, CA242 and CEA in the diagnosis of pancreatic cancer: a meta-analysis. Int J Clin Exp Med (2015) 8:11683–91. doi: 10.1136/bmjopen-2017-018175

  • 68

    DouHSunGZhangL. CA242 as a biobiomarker for pancreatic cancer and other diseases. Prog Mol Biol Transl Sci (2019) 162:229–39. doi: 10.1016/bs.pmbts.2018.12.007

  • 69

    HuangPChenAHeWLiZZhangGLiuZet al. BMP-2 induces EMT and breast cancer stemness through Rb and CD44. Cell Death Discovery (2017) 3:17039. doi: 10.1038/cddiscovery.2017.39

  • 70

    IaquintaMRLanzillottiCMazziottaCBononiIFrontiniFMazzoniEet al. The role of microRNAs in the osteogenic and chondrogenic differentiation of mesenchymal stem cells and bone pathologies. Theranostics (2021) 11:6573–91. doi: 10.7150/thno.55664

  • 71

    PuppoMTaipaleenmäkiHHesseEClézardinP. Non-coding RNAs in bone remodelling and bone metastases: mechanisms of action and translational relevance. Br J Pharmacol (2021) 178:1936–54. doi: 10.1111/bph.14836

  • 72

    CrosetMSantiniDIulianiMFioramontiMZoccoliAVincenziBet al. MicroRNAs and bone metastases: a new challenge. Molecules (2014) 19:10115–28. doi: 10.3390/molecules190710115

  • 73

    NugentM. MicroRNA function and dysregulation in bone tumors: the evidence to date. Cancer Manag Res (2014) 6:1525. doi: 10.2147/cmar.S53928

  • 74

    LangJZhaoQHeYYuX. Bone turnover biomarkers and novel biomarkers in lung cancer bone metastases. biomarkers (2018) 23:518–26. doi: 10.1080/1354750x.2018.1463566

  • 75

    ZhaoQLiPMaJYuX. MicroRNAs in lung cancer and lung cancer bone metastases: biomarkers for early diagnosis and targets for treatment. Recent Pat Anticancer Drug Discovery (2015) 10:182200. doi: 10.2174/1574892810666150120163617

  • 76

    CrosetMPantanoFKanCWSBonnelyeEDescotesFAlix-PanabièresCet al. miRNA-30 family members inhibit breast cancer invasion, osteomimicry, and bone destruction by directly targeting multiple bone metastases-associated genes. Cancer Res (2018) 78:5259–73. doi: 10.1158/0008-5472.Can-17-3058

  • 77

    PuppoMValluruMKClézardinP. MicroRNAs and their roles in breast cancer bone metastases. Curr Osteoporos Rep (2021) 19:256–63. doi: 10.1007/s11914-021-00677-9

  • 78

    ZhangYKZhuWYHeJYChenDDHuangYYLeHBet al. miRNAs expression profiling to distinguish lung squamous-cell carcinoma from adenocarcinoma subtypes. J Cancer Res Clin Oncol (2012) 138:1641–50. doi: 10.1007/s00432-012-1240-0

  • 79

    ZhaoBHanHChenJZhangZLiSFangFet al. MicroRNA let-7c inhibits migration and invasion of human non-small cell lung cancer by targeting ITGB3 and MAP4K3. Cancer Lett (2014) 342:4351. doi: 10.1016/j.canlet.2013.08.030

  • 80

    BaoXRenTHuangYWangSZhangFLiuKet al. Induction of the mesenchymal to epithelial transition by demethylation-activated microRNA-125b is involved in the anti-migration/invasion effects of arsenic trioxide on human chondrosarcoma. J Exp Clin Cancer Res (2016) 35:129. doi: 10.1186/s13046-016-0407-y

  • 81

    MaroniPBendinelliPMatteucciEDesiderioMA. The therapeutic effect of miR-125b is enhanced by the prostaglandin endoperoxide synthase 2/cyclooxygenase 2 blockade and hampers ETS1 in the context of the microenvironment of bone metastases. Cell Death Dis (2018) 9:472. doi: 10.1038/s41419-018-0499-8

  • 82

    YuanJChenLChenXSunWZhouX. Identification of serum microRNA-21 as a biobiomarker for chemosensitivity and prognosis in human osteosarcoma. J Int Med Res (2012) 40:2090–7. doi: 10.1177/030006051204000606

  • 83

    BonciDCoppolaVPatriziiMAddarioACannistraciAFrancescangeliFet al. A microRNA code for prostate cancer metastases. Oncogene (2016) 35:1180–92. doi: 10.1038/onc.2015.176

  • 84

    RenXShenYZhengSLiuJJiangX. miR-21 predicts poor prognosis in patients with osteosarcoma. Br J BioMed Sci (2016) 73:158–62. doi: 10.1080/09674845.2016.1220710

  • 85

    HeBZhaoZCaiQZhangYZhangPShiSet al. miRNA-based biomarkers, therapies, and resistance in cancer. Int J Biol Sci (2020) 16:2628–47. doi: 10.7150/ijbs.47203

  • 86

    KaraGCalinGAOzpolatB. RNAi-based therapeutics and tumor targeted delivery in cancer. Adv Drug Delivery Rev (2022) 182:114113. doi: 10.1016/j.addr.2022.114113

  • 87

    MishraSYadavTRaniV. Exploring miRNA-based approaches in cancer diagnostics and therapeutics. Crit Rev Oncol Hematol (2016) 98:1223. doi: 10.1016/j.critrevonc.2015.10.003

  • 88

    ZouPZhuMLianCWangJChenZZhangXet al. miR-192-5p suppresses the progression of lung cancer bone metastasis by targeting TRIM44. Sci Rep (2019) 9(1):19619. doi: 10.1038/s41598-019-56018-5

  • 89

    GongMMaJGuillemetteRZhouMYangYYangYet al. miR-335 inhibits small cell lung cancer bone metastases via IGF-IR and RANKL pathways. Mol Cancer Res (2014) 12(1):101–10. doi: 10.1158/1541-7786.MCR-13-0136

  • 90

    XuSYangFLiuRLiXFanHLiuJet al. Serum microRNA-139-5p is downregulated in lung cancer patients with lytic bone metastasis. Oncol Rep (2018) 39(5):2376–84. doi: 10.3892/or.2018.6316

  • 91

    RobertoGMDelsinLEAVieiraGMSilvaMOHakimeRGGavaNFet al. ROCK1-PredictedmicroRNAs dysregulation contributes to tumor progression in Ewing sarcoma. Pathol Oncol Res (2020) 26(1):133–9. doi: 10.1007/s12253-017-0374-4

  • 92

    VimalrajSMirandaPJRamyakrishnaBSelvamuruganN. Regulation of breast cancer and bone metastasis by microRNAs. Dis biomarkers. (2013) 35(5):369–87. doi: 10.1155/2013/451248

  • 93

    ZhaoFLHuGDWangXFZhangXHZhangYKYuZS. Serum overexpression of microRNA-10b in patients with bone metastatic primary breast cancer. J Int Med Res (2012) 40(3):859–66. doi: 10.1177/147323001204000304

  • 94

    ArabiLGsponerJRSmidaJNathrathMPerrinaVJundtGet al. Upregulation of the miR-17-92 cluster and its two paraloga in osteosarcoma - reasons and consequences. Genes Cancer. (2014) 5(1-2):5663. doi: 10.18632/genesandcancer.6

  • 95

    XuQLiPChenXZongLJiangZNanLet al. miR-221/222 induces pancreatic cancer progression through the regulation of matrix metalloproteinases. Oncotarget (2015) 6:14153–64. doi: 10.18632/oncotarget.3686

  • 96

    LiuZ.LiuZ.ZhangY.LiY.LiuB.ZhangK.miR-24 represses metastasis of human osteosarcoma cells by targeting Ack1 via AKT/MMPs pathway. Biochem Biophys Res Commun (2017) 486(2):211–7. doi: 10.1016/j.bbrc.2017.02.045

  • 97

    KoshkinaNYangYKleinermanES. The Fas/FasL signaling pathway: its role in the metastatic process and as a target for treating osteosarcoma lung metastases. Adv Exp Med Biol (2020) 1258:177–87. doi: 10.1007/978-3-030-43085-6_12

  • 98

    CuiXBLiSLiTTPengHJinTTZhangSMet al. Targeting oncogenic PLCE1 by miR-145 impairs tumor proliferation and metastases of esophageal squamous cell carcinoma. Oncotarget (2016) 7:1777–95. doi: 10.18632/oncotarget.6499

  • 99

    ZhaoWGengDLiSChenZSunM. LncRNA HOTAIR influences cell growth, migration, invasion, and apoptosis via the miR-20a-5p/HMGA2 axis in breast cancer. Cancer Med (2018) 7(3):842–55. doi: 10.1002/cam4.1353

  • 100

    FangCWangXGuoDFangRZhuT. Circular RNA CircITGA7 promotes tumorigenesis of osteosarcoma via miR-370/PIM1 axis. Comput Math Methods Med (2020) 2020:1367576. doi: 10.1155/2020/1367576

  • 101

    LiFLiHHouY. Identification and analysis of survival-associated ceRNA triplets in prostate adenocarcinoma. Oncol Lett (2019) 18(4):4040–7. doi: 10.3892/ol.2019.10752

  • 102

    LiuM.MoF.SongX.HeY.YuanY.YanJ.et al. Exosomal hsa-miR-21-5p is a biomarker for breast cancer diagnosis. PeerJ (2021) 9:e12147. doi: 10.7717/peerj.12147

  • 103

    ZhangHLQinXJCaoDLZhuYYaoXDZhangSLet al. An elevated serum miR-141 level in patients with bone-metastatic prostate cancer is correlated with more bone lesions. Asian J Androl (2013) 15:231–5. doi: 10.1038/aja.2012.116

  • 104

    YeYLiSLMaYYDiaoYJYangLSuMQet al. Exosomal miR-141-3p regulates osteoblast activity to promote the osteoblastic metastases of prostate cancer. Oncotarget (2017) 8:94834–49. doi: 10.18632/oncotarget.22014

  • 105

    GuoXHanTHuPGuoXZhuCWangYet al. Five microRNAs in serum as potential biomarkers for prostate cancer risk assessment and therapeutic intervention. Int Urol Nephrol (2018) 50:2193–200. doi: 10.1007/s11255-018-2009-4

  • 106

    YangGLuZMengFWanYZhangLXuQet al. Circulating miR-141 as a potential biobiomarker for diagnosis, prognosis and therapeutic targets in gallbladder cancer. Sci Rep (2022) 12:10072. doi: 10.1038/s41598-022-13430-8

  • 107

    YangSZhangWCaiMZhangYJinFYanSet al. Suppression of bone resorption by miR-141 in aged rhesus monkeys. J Bone Miner Res (2018) 33:1799–812. doi: 10.1002/jbmr.3479

  • 108

    TianLSunSLiWYuanLWangX. Down-regulated microRNA-141 facilitates osteoblast activity and inhibits osteoclast activity to ameliorate osteonecrosis of the femoral head via up-regulating TGF-β2. Cell Cycle (2020) 19:772–86. doi: 10.1080/15384101.2020.1731053

  • 109

    WangCYLiSYXiaoYXZhenLWeiXGTangXBet al. miR-141-3p affects β-catenin signaling and apoptosis by targeting Ubtd2 in rats with anorectal malformations. Ann N Y Acad Sci (2022) 1518:315–27. doi: 10.1111/nyas.14924

  • 110

    NiZShenYWangWChengXFuY. miR-141-5p affects the cell proliferation and apoptosis by targeting BTG1 in cervical cancer. Cancer Biother Radiopharm (2021). doi: 10.1089/cbr.2021.0227

  • 111

    LiuMSunWLiuYDongX. The role of lncRNA MALAT1 in bone metastasis in patients with non-small cell lung cancer. Oncol Rep (2016) 36(3):1679–85. doi: 10.3892/or.2016.4909

  • 112

    ChangXZhangHYangQPangL. LncRNA SOX2OT affects cervical cancer cell growth, migration and invasion by regulating SOX2. Cell Cycle (2020) 19:1391–403. doi: 10.1080/15384101.2020.1750812

  • 113

    ChenKYuBLiaoJ. LncRNA SOX2OT alleviates mesangial cell proliferation and fibrosis in diabetic nephropathy via Akt/mTOR-mediated autophagy. Mol Med (2021) 27:71. doi: 10.1186/s10020-021-00310-6

  • 114

    StewartCLWarnerSItoKRaoofMWuGXKesslerJet al. Cytoreduction for colorectal metastases: liver, lung, peritoneum, lymph nodes, bone, brain. when does it palliate, prolong survival, and potentially cure? Curr Probl Surg (2018) 55:330–79. doi: 10.1067/j.cpsurg.2018.08.004

  • 115

    WangNLiuFXiWJiangJXuYGuanBet al. Development and validation of risk and prognostic nomograms for bone metastases in Chinese advanced colorectal cancer patients. Ann Transl Med (2021) 9:875. doi: 10.21037/atm-21-2550

  • 116

    ZhaoCZhangZHuXZhangLLiuYWangYet al. Hyaluronic acid correlates with bone metastasis and predicts poor prognosis in small-cell lung cancer patients. Front Endocrinol (Lausanne). (2022) 12:785192. doi: 10.3389/fendo.2021.785192

  • 117

    LorethD.SchuetteM.ZinkeJ.MohmeM.PiffkoA.SchneegansS.et al. CD74 and CD44 Expression on CTCs in Cancer Patients with Brain Metastasis. Int. J. Mol. Sci (2021) 22(13):6993. doi: 10.3390/ijms22136993

  • 118

    ZhangX.ChenS.B.ChenJ.X.WenJ.YangH.XieM.R.et al. CK19 mRNA expression in the bone marrow of patients with esophageal squamous cell carcinoma and its clinical significance. Dis Esophagus (2010) 22(13):6993. doi: 10.3390/ijms22136993.x

  • 119

    JiwaL. S.van DiestP. J.HoefnagelL. D.WesselingJ.WesselingP.MoelansC. B.Upregulation of Claudin-4, CAIX and GLUT-1 in distant breast cancer metastases. BMC Cancer (2014) 14:864. doi: 10.1186/1471-2407-14-864

  • 120

    MaWLiTWuSLiJWangXLiH. LOX and ACSL5 as potential relapse biomarkers for pancreatic cancer patients. Cancer Biol Ther (2019) 20(6):787–98. doi: 10.1080/15384047.2018.1564565

  • 121

    MehrotraJValiMMcVeighMKominskySLFacklerMJLahti-DomeniciJet al. Very high frequency of hypermethylated genes in breast cancer metastasis to the bone, brain, and lung. Clin Cancer Res (2004) 10(9):3104–9. doi: 10.1158/1078-0432.ccr-03-0118

  • 122

    BarataPAgarwalNNussenzveigRGerendashBJaegerEHattonWet al. Clinical activity of pembrolizumab in metastatic prostate cancer with microsatellite instability high (MSI-h) detected by circulating tumor DNA. J Immunother Cancer. (2020) 8(2):e001065. doi: 10.1136/jitc-2020-001065

  • 123

    MohmeMRiethdorfSPantelK. Circulating and disseminated tumour cells - mechanisms of immune surveillance and escape. Nat Rev Clin Oncol (2017) 14:155–67. doi: 10.1038/nrclinonc.2016.144

  • 124

    GarcésJJCedenaMTPuigNBurgosLPerezJJCordonLet al. Circulating tumor cells for the staging of patients with newly diagnosed transplant-eligible multiple myeloma. J Clin Oncol (2022) 40:3151–61. doi: 10.1200/jco.21.01365

  • 125

    IulianiMSimonettiSRibelliGNapolitanoAPantanoFVincenziBet al. Current and emerging biomarkers predicting bone metastases development. Front Oncol (2020) 10:789. doi: 10.3389/fonc.2020.00789

  • 126

    LeblancRPeyruchaudO. Metastases: new functional implications of platelets and megakaryocytes. Blood (2016) 128:2431. doi: 10.1182/blood-2016-01-636399

  • 127

    FengSWuZXZhaoZLiuJSunKGuoCet al. Engineering of bone- and CD44-Dual-Targeting redox-sensitive liposomes for the treatment of orthotopic osteosarcoma. ACS Appl Mater Interfaces (2019) 11:7357–68. doi: 10.1021/acsami.8b18820

  • 128

    SunXLiKHaseMZhaRFengYLiBYet al. Suppression of breast cancer-associated bone loss with osteoblast proteomes via Hsp90ab1/moesin-mediated inhibition of TGFβ/FN1/CD44 signaling. Theranostics (2022) 12:929–43. doi: 10.7150/thno.66148

  • 129

    PangXGongKZhangXWuSCuiYQianBZ. Osteopontin as a multifaceted driver of bone metastases and drug resistance. Pharmacol Res (2019) 144:235–44. doi: 10.1016/j.phrs.2019.04.030

  • 130

    NiuYYangHYuZGaoCJiSYanJet al. Intervention with the bone-associated tumor vicious cycle through dual-protein therapeutics for treatment of skeletal-related events and bone metastases. ACS Nano (2022) 16:2209–23. doi: 10.1021/acsnano.1c08269

  • 131

    LiuLZhangCWangJLiuXQuHZhangGet al. A high level of lncFGD5-AS1 inhibits epithelial-to-Mesenchymal transition by regulating the miR-196a-5p/SMAD6/BMP axis in gastric cancer. BMC Cancer (2021) 21:453. doi: 10.1186/s12885-021-08192-x

  • 132

    YuLSuiBFanWLeiLZhouLYangLet al. Exosomes derived from osteogenic tumor activate osteoclast differentiation and concurrently inhibit osteogenesis by transferring COL1A1-targeting miRNA-92a-1-5p. J Extracell Vesicles (2021) 10:e12056. doi: 10.1002/jev2.12056

  • 133

    DoyleLMWangMZ. Overview of extracellular vesicles, their origin, composition, purpose, and methods for exosome isolation and analysis. Cells (2019) 8(7):727. doi: 10.3390/cells8070727

  • 134

    KalluriRLeBleuVS. The biology, function, and biomedical applications of exosomes. Science (2020) 367(6478):eaau6977. doi: 10.1126/science.aau6977

  • 135

    O'BrienKBreyneKUghettoSLaurentLCBreakefieldXO. RNA Delivery by extracellular vesicles in mammalian cells and its applications. Nat Rev Mol Cell Biol (2020) 21(10):585606. doi: 10.1038/s41580-020-0251-y

  • 136

    WuKFengJLyuFXingFSharmaSLiuYet al. Exosomal miR-19a and IBSP cooperate to induce osteolytic bone metastases of estrogen receptor-positive breast cancer. Nat Commun (2021) 12:5196. doi: 10.1038/s41467-021-25473-y

  • 137

    MedeirosBAllanAL. Molecular mechanisms of breast cancer metastases to the lung: clinical and experimental perspectives. Int J Mol Sci (2019) 20(9):2272. doi: 10.3390/ijms20092272

  • 138

    AkotoTSainiS. Role of exosomes in prostate cancer metastases. Int J Mol Sci (2021) 22(7):3528. doi: 10.3390/ijms22073528

  • 139

    CollettiMTomaoLGalardiAPaoliniADi PaoloVDe StefanisCet al. Neuroblastoma-secreted exosomes carrying miR-375 promote osteogenic differentiation of bone-marrow mesenchymal stromal cells. J Extracell Vesicles (2020) 9:1774144. doi: 10.1080/20013078.2020.1774144

  • 140

    GeJLiuMZhangYXieLShiZWangG. SNHG10/miR-141-3p/WTAP axis promotes osteosarcoma proliferation and migration. J Biochem Mol Toxicol (2022) 36:e23031. doi: 10.1002/jbt.23031

  • 141

    WartonKSamimiG. Methylation of cell-free circulating DNA in the diagnosis of cancer. Front Mol Biosci (2015) 2:13. doi: 10.3389/fmolb.2015.00013

  • 142

    Palanca-BallesterCRodriguez-CasanovaATorresSCalabuig-FariñasSExpositoFSerranoDet al. Cancer epigenetic biomarkers in liquid biopsy for high incidence malignancies. Cancers (Basel). (2021) 13(12):3016. doi: 10.3390/cancers13123016

  • 143

    JiangWKaiJLiDWeiZWangYWangW. lncRNA HOXB-AS3 exacerbates proliferation, migration, and invasion of lung cancer via activating the PI3K-AKT pathway. J Cell Physiol (2020) 235(10):7194–203. doi: 10.1002/jcp.29618

  • 144

    ShiZZhangHJieSYangXHuangQMaoYet al. Long non-coding RNA SNHG8 promotes prostate cancer progression through repressing miR-384 and up-regulating HOXB7. J Gene Med (2021) 23(3):e3309. doi: 10.1002/jgm.3309

  • 145

    ChenMJiangYSunY. KDM4A-mediated histone demethylation of SLC7A11 inhibits cell ferroptosis in osteosarcoma. Biochem Biophys Res Commun (2021) 550:7783. doi: 10.1016/j.bbrc.2021.02.137

  • 146

    DeligezerUYamanFDarendelilerEDizdarYHoldenriederSKovancilarMet al. Post-treatment circulating plasma BMP6 mRNA and H3K27 methylation levels discriminate metastatic prostate cancer from localized disease. Clin Chim Acta (2010) 411(19-20):1452–6. doi: 10.1016/j.cca.2010.05.040

  • 147

    ShuJLiLSarverAEPopeEAVarshneyJThayanithyVet al. Imprinting defects at human 14q32 locus alters gene expression and is associated with the pathobiology of osteosarcoma. Oncotarget (2016) 7(16):21298–314. doi: 10.18632/oncotarget.6965

Summary

Keywords

bone metastases, biomarkers, ncRNAs, circulating tumor cells, exosome

Citation

Hao Y, Zhang F, Ma Y, Luo Y, Zhang Y, Yang N, Liu M, Liu H and Li J (2023) Potential biomarkers for the early detection of bone metastases. Front. Oncol. 13:1188357. doi: 10.3389/fonc.2023.1188357

Received

17 March 2023

Accepted

01 June 2023

Published

19 June 2023

Volume

13 - 2023

Edited by

Feifei Pu, Huazhong University of Science and Technology, China

Reviewed by

Junfei Guo, Third Hospital of Hebei Medical University, China; Yanxia Chen, Second Affiliated Hospital of Nanchang University, China; Jing Chen, Nanjing University of Chinese Medicine, China

Updates

Copyright

*Correspondence: Jitian Li, ; Hongjian Liu,

†These authors have contributed equally to this work and share first authorship

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics