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Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors

  • Authors:
    • Ping Shi
    • Zhe Xu
    • Xin Lei
    • Feiluore Yibulayin
    • Alimujiang Wushou
  • View Affiliations / Copyright

    Affiliations: Department of Stomatology, Shenzhen Longhua District Central Hospital, Shenzhen, Guangdong 518110, P.R. China, Department of Preventive Medicine, School of Public Health, Fudan University, Shanghai 200001, P.R. China, Department of Oral and Maxillofacial Surgery, Shanghai Stomatological Hospital, Fudan University, Shanghai 200001, P.R. China
    Copyright: © Shi et al. This is an open access article distributed under the terms of Creative Commons Attribution License.
  • Pages: 5619-5627
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    Published online on: April 17, 2019
       https://doi.org/10.3892/ol.2019.10259
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Abstract

Desmoplastic melanoma (DM) is a rare morphological subtype of melanoma that remains uncharacterized. The aim of the present study was to investigate the incidence of DM, its general demographics, clinicopathological features and disease‑specific prognostic factors. DM cases were sampled from the Surveillance, Epidemiology and End Results (SEER) program from between 1973 and 2017. A total of 3,657 cases (median age, 68 years) were identified. The results indicated that DM primarily occurred in Caucasian subjects, with a male‑to‑female ratio of 2:1. Statistically significant overall survival (OS) and disease‑specific survival (DSS) rate differences were identified according to sex, age, treatment, T stage, N stage and SEER historic tumor stage (P<0.05). In multivariate Cox regression analysis, age >68 years, male sex, American Joint Committee on Cancer (AJCC) stage II and III, and SEER historic tumor stage of the regional tumor were all factors associated with poorer OS and DSS rates. The findings also revealed that surgical treatment was associated with favorable DSS and OS rates. In conclusion, DM occurred primarily in Caucasian subjects of 60‑80 years of age, with predominance in males. Furthermore, age, sex, AJCC stage, SEER historic tumor stage and surgical treatment were identified as independent prognostic factors of DM in terms of DSS and OS.

Introduction

Desmoplastic melanoma (DM) was first reported in 1971 as a rare morphological variant of melanoma composed of spindle melanocytes and abundant collagen (1). Subsequently, its histological definition was further expanded into two subtypes: ‘Pure’ DM, which is a uniform desmoplasia throughout the entire tumor, and ‘mixed’ DM, which is a desmoplasia in combination with other malignant cell types (2–4). The fibroblastic component of the tumoral stroma in DM is crucial to define its desmoplastic behavior (5).

DM differs from traditional melanomas in clinical presentation (6). The diagnosis of DM is challenging as DM predominantly presents as atypical and amelanotic lesions rather than a pigmented nevus (7). Compared with conventional melanomas, DM is locally aggressive, has a high incidence of local recurrence and a low incidence of regional metastasis (8). DM is more prevalent in older subjects and on sun-exposed areas of skin, particularly the head and neck region, and affects men more than women (9,10). As with other melanomas, surgical treatment with wide local excision is the first-line therapy option and adjuvant radiation treatment may be used for advanced lesions (6,11).

According to previously reported statistics based on Surveillance, Epidemiology, and End Results (SEER) studies in the USA, DM accounts for ~4% of all melanoma cases and its incidence rate was ~2×10−6%, which steadily increased between 1992 and 2013 (12,13). However, understanding concerning DM behavior, clinical outcomes and prognostic factors is limited to several case reports and a small number of institutional reviews (5,8,12–14). To the best of our knowledge, no large case studies have reported the general demographic and clinicopathological features or disease-specific prognostic factors of DM. Thus, a retrospective analysis of clinical cases using data from the SEER program was performed in the present study.

Materials and methods

Data sources

Data from the present study is publicly available from the SEER program (seer.cancer.gov; National Cancer Institute; National Institute of Health, Bethesda, MD, USA), which collects incidence and survival data of patients with malignant tumors through 18 population-based cancer registries and represents ~34% of the population of the USA (12,13). Patients with a primary diagnosis of DM were identified using the third edition of the International Classification of Diseases for Oncology (ICD-O-3; code: 8745/3) (15). Cases were excluded if treatment or outcome data were unavailable for survival analysis. Overall data were obtained using SEER*Stat software (version 8.3.4; seer.cancer.gov/data/; National Cancer Institute; National Institute of Health).

Statistical analysis

Overall statistical analysis was performed using SPSS for Windows (version 23.0; IBM Corp., Armonk, IL, USA). A χ2 test was used to examine bivariate associations between categorical variables. Melanoma-specific and all-cause mortality rates were investigated. The primary endpoint was considered to be the date of DM-associated mortality. The time point between the date of diagnosis and the date of DM-associated mortality was defined as the disease-specific survival (DSS). Kaplan-Meier survival analyses with log-rank tests were used to estimate survival. Furthermore, Cox proportional hazards regression was used to estimate the hazard ratio. All statistical tests were two-tailed. P-values were two-sided. P<0.05 was considered to indicate a statistically significant difference.

Results

Demographic and clinicopathological characteristics

The primary aim of the present study was to determine the general demographics, incidence and tumor-specific clinicopathological features of DM. Table I summarizes the clinical and disease characteristics of the patients with DM patients. In brief, data collected between 1973 and 2107 on a total of 3,657 patients with DM were retrieved from SEER registries in the present study. The total cohort consisted of 2,476 males and 1,181 females, with a male-to-female ratio of ~2:1. The median age was 68 years (range, 6–101 years). The age and sex distributions are presented in Fig. 1. Regarding the ethnicity distribution, 97% of the patients were Caucasian, and the remaining patients were of African descent or other. The data demonstrated that 3,635 cases of DM had originated from the skin, 13 cases from the nose and mouth, 3 cases from internal organs and 6 cases from other sites. Of the total number of cases, the pathological differentiation status in 3,611 patients was unknown (Table I), according to the American Joint Committee on Cancer (AJCC)/Union of International Cancer Control pathological grade system (16). Surgical treatment was the only recorded treatment modality. A total of 3,517 patients received surgical treatment.

Figure 1.

Age and sex distributions of patients with desmoplastic melanoma.

Table I.

Baseline characteristics of desmoplastic melanoma cases in the SEER database.

Table I.

Baseline characteristics of desmoplastic melanoma cases in the SEER database.

Overall survivalMelanoma-specific survival


CharacteristicsAliveDeadP-valueAliveDeadP-value
Age, years <0.001 –
  ≤681,278320 689137
  >689471,112 00
Sex <0.001 <0.001
  Female807374 32141
  Male1,4181,058 36896
Ethnicity 0.026 0.995
  Caucasian2,1491,403 655130
  African descent159 102
  Other6120 245
Tumor site 0.014 0.548
  Internal organs12 10
  Nose and mouth76 50
  Skin2,2171,418 683137
  Other06 00
Grade 0.216 0.451
  I12 00
  II63 20
  III1015 21
  IV54 11
  Unknown2,2031,408 686135
AJCC stage <0.001 <0.001
  I663178 18715
  II792383 18426
  III6844 2311
  IV2550 123
T stage <0.001 0.073
  T068 20
  T1365109 10711
  T2376106 1048
  T3387171 9410
  T4455275 10925
  TX11664 334
N stage <0.001 0.012
  N01,572628 40544
  N14738 197
  N22215 62
  NX6452 195
M stage <0.001 <0.001
  M01,654660 46559
  M12351 16953
  MX2822 10
SEER stage <0.001 <0.001
  Localized1,486710 46559
  Regional603562 16953
  Distant47 10
  Unstaged7750 339
Treatment 0.017 0.075
  Non-surgery6769 193
  Surgery2,1561,361 670133

[i] SEER, Surveillance, Epidemiology and End Results; AJCC, American joint committee on cancer; T, tumor; N, node; M, metastasis; TX, T stage unknown; NX, N stage unknown; MX, M stage unknown.

Survival outcomes

Kaplan-Meier analysis was utilized for time-to-event analysis of overall survival (OS) and DSS rates. OS analysis was performed by stratifying different demographic and clinicopathological features of DM. Statistically significant differences were identified with regard to sex (female vs. male, P<0.001), age (≤68 vs. >68 years, P<0.001), AJCC stage (I+II vs. III+IV, P<0.001), SEER historic tumor stage (localized + regional vs. distant metastasis tumor, P<0.001), T stage (TX+T1+T2 vs. T3+T4, P<0.001; based on the Tumor-Node-Metastasis staging system (16): TX, T stage unknown; T0, no evidence of primary tumors; T1, tumor thickness ≤1.00 mm; T2, tumor thickness 1.01 mm-2.0 mm; T3, tumor thickness: 2.01 mm-4.0 mm; T4, tumor thickness ≥4.0 mm.), N stage (lymph node negative vs. lymph node positive, P<0.001), M stage (M0 vs. M1, P<0.001), treatment (surgery vs. non-surgery, P<0.001), tumor location (skin vs. other site, P<0.001) and ethnicity (Caucasian vs. African descent vs. other, P<0.001; Fig. 2). In the DSS analysis, significant differences were also identified regarding sex (female vs. male, P<0.001), age (≤68 vs. >68 years old, P<0.001), SEER historic tumor stage (localized + regional vs. distant metastasis tumor, P<0.001), treatment (surgery vs. non-surgery, P<0.001), T stage (TX+T1+T2 vs. T3+T4, P<0.001) and N stage (lymph node negative vs. lymph node positive, P<0.001; Fig. 3).

Figure 2.

Kaplan-Meier curves for overall survival rate. Kaplan-Meier curves for overall survival according to (A) age, (B) sex, (C) AJCC stage, (D) SEER historic tumor stage, (E) T stage, (F) N stage, (G) M stage, (H) treatment, (I) tumor location and (J) ethnicity. T, tumor; N, node; M, metastasis; SEER, Surveillance, Epidemiology and End Results AJCC, American Joint Committee on Cancer.

Figure 3.

Kaplan-Meier curves for disease-specific survival rate. Kaplan-Meier curves for disease-specific survival according to (A) age, (B) sex, (C) SEER historic tumor stage, (D) treatment, (E) T stage and (F) N stage. T, tumor; N, node; SEER, Surveillance, Epidemiology and End Results.

Prognostic factors

A Cox proportional hazards regression model was constructed to evaluate predictors of OS and DSS (Table II). Univariate analysis of OS revealed the risk of mortality was significantly higher for patients that were aged >68 years old (P<0.001), male (P<0.001), had an AJCC stage of II, III or IV (P<0.001), an N stage of NX, N1 or N2 (NX stage, P<0.001; N1 stage, P<0.001; and N2 stage, P=0.002) and an M stage of M1 (P<0.001). Univariate analysis of DSS indicated the risk of melanoma-induced mortality was significantly higher for patients that were aged >68 years old, male, had an AJCC stage of II, III or IV, an N stage of NX, N1 or N2 and an M stage of M1 (P<0.001).

Table II.

Univariate Cox regression analysis of clinicopathological parameters in desmoplastic melanoma for DSS and OS.

Table II.

Univariate Cox regression analysis of clinicopathological parameters in desmoplastic melanoma for DSS and OS.

OSDSS


ParametersHR (95% CI)P-valueHR (95% CI)P-value
Age, years
  ≤681.0 (Reference) 1.0 (Reference)
  >684.595 (4.043–5.223)<0.0013.083 (2.517–3.777)<0.001
Ethnicity
  Caucasian1.0 (Reference) 1.0 (Reference)
  African descent0.747 (0.388–1.438)0.3820.880 (0.329–4.129)0.800
  Other0.566 (0.364–0.880)0.0110.452 (0.187–1.093)0.078
Sex
  Female1.0 (Reference) 1.0 (Reference)
  Male1.639 (1.456–1.844)<0.0011.808 (1.448–2.258)<0.001
Tumor location
  Internal organs1.0 (Reference) 1.0 (Reference)
  Nose and mouth0.793 (0.160–3.934)0.7770.615 (0.056–6.788)0.691
  Skin0.464 (0.116–1.858)0.2780.311 (0.044–2.218)0.244
  Other site2.839 (0.573–14.079)0.20135.024 (3.047–402.601)0.004
Grade
  I1.0 (Reference) 1.0 (Reference)
  II0.650 (0.109–3.892)0.6370.485 (0.030–7.761)0.609
  III2.563 (0.568–11.212)0.2111.791 (0.209–15.343)0.595
  IV1.060 (0.194–5.788)0.9461.045 (0.095–11.252)0.971
  Unknown0.719 (0.180–2.879)0.6410.468 (0.066–3.333)0.449
AJCC stage
  I1.0 (Reference) 1.0 (Reference)
  II1.693 (1.417–2.022)<0.0012.031 (1.422–2.901)<0.001
  III2.570 (1.847–3.577)<0.0015.693 (3.444–9.412)<0.001
  IV6.210 (4.533–8.509)<0.00111.207 (6.571–19.113)<0.001
T stage
  T01.0 (Reference) 1.0 (Reference)
  T10.281 (0.137–0.577)0.0011.800 (0.414–7.831)0.433
  T20.252 (0.123–0.517)<0.0010.452 (0.239–0.855)0.015
  T30.384 (0.189–0.781)0.0080.484 (0.2630.891)0.020
  T40.521 (0.258–1.052)0.0690.779 (0.441–1.379)0.392
  TX0.428 (0.205–0.891)0.0241.329 (0.783–2.254)0.292
N stage
  N01.0 (Reference) 1.0 (Reference)
  N11.958 (1.41–2.717)<0.0013.297 (2.050–5.301)<0.001
  N22.255 (1.351–3.764)<0.0015.364 (2.632–10.929)<0.001
  NX1.791 (1.350–2.377)<0.0012.591 (1.612–4.615)<0.001
M stage
  M01.0 (Reference)<0.0011.0 (Reference)
  M14.533 (3.407–6.033)<0.0017.114 (4.527–11.181)<0.001
  MX1.185 (0.774–1.813)0.4340.773 (0.287–2.084)0.611
SEER stage
  Localized1.0 (Reference) 1.0 (Reference)
  Regional1.816 (1.625–2.029)<0.0012.345 (1.890–2.9120)<0.001
  Distant10.773 (5.098–22.767)<0.0018.951 (1.249–64.162)0.029
  Unstaged1.212 (0.910–1.615)0.1891.127 (0.595–2.134)0.714
Treatment
  Non-surgery1.0 (Reference) 1.0 (Reference)
  Surgery0.498 (0.391–0.634)<0.0010.428 (0.273–0.671)<0.001

[i] SEER, Surveillance, Epidemiology and End Results; AJCC, American joint committee on cancer; T, tumor; N, node; M, metastasis; TX, T stage unknown; NX, N stage unknown; MX, M stage unknown.

In the multivariate analysis, age >68 years old (OS and DSS, P<0.001), male sex (OS, P<0.001; DSS, P=0.005), AJCC stage II and III (OS for stage II and III, P<0.001; DSS for stage II, P=0.009; and DSS for stage III, P<0.001) and SEER historic tumor stage (OS, P<0.001; DSS, P=0.009) were associated with poorer OS and DSS rates. Notably, surgical treatment was associated with favorable DDS and OS rates (OS, P<0.001S; DSS, P=0.015; Table III).

Table III.

Multivariate Cox regression analysis of clinicopathological parameters in desmoplastic melanoma for DSS and OS.

Table III.

Multivariate Cox regression analysis of clinicopathological parameters in desmoplastic melanoma for DSS and OS.

OSDSS


ParametersHR (95% CI)P-valueHR (95% CI)P-value
Age, years
  ≤681.0 (Reference) 1.0 (Reference)
  >684.225 (3.454–5.242)<0.0013.055 (2.204–4.235)<0.001
Sex
  Female1.0 (Reference) 1.0 (Reference)
  Male1.465 (1.207–1.777)<0.0011.673 (1.169–2.392)0.005
AJCC stage
  I1.0 (Reference) 1.0 (Reference)<0.001
  II1.434 (1.174–1.750)<0.0011.716 (1.145–2.572)0.009
  III2.305 (1.578–3.367)<0.0014.180 (2.252–7.756)<0.001
  IV0.001 (0.000–1.037)0.9480.000 (0.000–5.328)0.965
SEER historic stage
  Localized1.0 (Reference) 1.0 (Reference)
  Regional1.467 (1.215–1.770)<0.0011.615 (1.127–2.315)0.009
  Distant1.937 (0.528–3.392)   0.9321.827 (0.392–5.874)0.952
Treatment
  Non-surgery1.0 (Reference) 1.0 (Reference)
  Surgery0.317 (0.199–0.504)<0.0010.234 (0.073–0.751)0.015

[i] OS, overall survival; DSS, disease-specific survival; SEER, Surveillance, Epidemiology and End Results; AJCC, American Joint Committee on Cancer; HR, hazard ratio; CI, confidence interval.

Discussion

DM is a rare variant of melanoma that can be easily misdiagnosed. Clinically, the appearance of DM is often nonspecific and amelanotic (5,17). Histologically, DM can mimic a range of benign and malignant neoplasms with spindle cells and fibrous stroma (7). Dermoscopy and reflectance confocal microscopy are useful tools for the identification of DM, though immunohistochemical panels are needed for the final diagnosis (18,19). The diagnostic criteria of DM have become more consistent, and the misdiagnosis of DM has decreased in patients (2,20). However, due to the rarity of DM, its clinical and prognostic characteristics have yet to be completely elucidated.

The present study indicated that the presentation of DM was associated with increased age. Notably, the incidence of DM was highest in the 6-8th decade of life, with predominance in males. Furthermore, the present findings revealed that DM primarily originated from the skin. Of note, people of Caucasian ethnicity accounted for the majority of the study population. This is in accordance with previous studies (5,8,12–14,21). In previous studies, the male-to-female ratio was 2.3–3.7, and the trend of incidence in males was suggested to be greater (12,13). The current large population study of DM also revealed a predominance of DM in males.

One of the main aims of the present study was to identify prognostic factors in patients with DM. The results demonstrated that sex and age were independent prognostic factors for DSS and OS. These results are in accordance with previous studies (12,13). However, other studies reported that the sex and age of patients with DM were associated with poorer OS, but not poorer DSS (14,22). The inconsistency in results may be due to the substantial limitation of the study population. As DM primarily occurred in older people, comorbidities should also be taken into consideration, which could not be obtained from the SEER Program in the present study.

Since DM has a low rate of nodal metastasis, investigators have suggested that routine sentinel node biopsy may be not necessary (6,23–25). Conversely, certain studies have indicated that DM sentinel lymph node biopsies may have a higher positive rate than previous thought, thus sentinel node biopsy should be considered (26,27). In addition, previous studies revealed that DM did not share the same traditional prognostic factors with traditional malignant melanoma, and nodal positivity did not predict survival (6). However, other researchers have proposed that the potential for regional nodal involvement in patients with DM must be considered from its diagnosis to surveillance for recurrence, particularly in ‘mixed’ DM (9,28,29). An explanation for these contradictory views may be that the subtypes of DM, including ‘pure’ or ‘mixed’ DM, could impact on the clinical behaviors and prognosis differently (22,30). In the present study, the percentage of lymph node metastasis was ~5%, and in the multivariate Cox regression analysis the N stage was not an independent prognostic indicator. Therefore, the present results indicate that sentinel node biopsy may be not useful for DM.

Previous studies have demonstrated that DM had a propensity for local recurrence and distant metastasis, particularly with regard to the ‘pure’ DM subtype (8,23,25). Furthermore, local recurrence was observed to be associated with an increased risk of systemic metastatic disease (31). In the current study, the proportion of M1+MX stage tumor was ≤5%, and M1 stage was associated with poorer OS and DSS rates, according to univariate analysis. Furthermore, advanced AJCC and SEER stages were associated with poorer OS and DSS rates. This is in accordance with previous studies (9,13). These data support the idea that detection of DM at its early stage is difficult and missed diagnosis can impact the overall prognosis (7,32). Delayed diagnosis of DM is likely due to its relative rarity and atypical clinical presentation (8,17).

Previous studies have suggested that surgical margins are critical in the management of DM local recurrence and that wide surgical resection margins are required (6,9,33). In the present study, a total of 3,517 patients received surgical treatment; however, data on the surgical margins were absent in the SEER database. The results indicated that surgical treatment was associated with favorable DDS and OS. This is in accordance with previous results (13).

In conclusion, use of the National Cancer Institute SEER registries in the present study extended the current knowledge of DM. The large number of patients enabled description of the demographic and clinicopathological features and disease-specific prognostic factors of DM. Compared with other studies, a notable strength of the present study was its robust long-term follow-up assessment of survival provided by the SEER database. However, there were several limitations of the current study. Notably, the study could not differentiate between the DM subtypes. This was because the SEER registry is coded according to the final diagnosis obtained from a pathology report and only applied the ICD-O-3 morphology code for all types of DM. In addition, not all cases had complete information, and these missing data undoubtedly weaken the strength of the current investigation. As aforementioned, certain important prognostic data, including pathological grade, surgical types, margin status and adjuvant therapies, were either absent or incomplete in the SEER database. Therefore, the influences of these factors on the overall prognosis could not be assessed. In addition, the patients with DM represented an older population and there was a lack of comorbidity data, which may significantly affect treatment protocol and outcomes.

In conclusion, to the best of our knowledge, the present study is the first to report on a large case series concerning the demographics, clinicopathological features and disease-specific prognostic factors of DM. The results demonstrated that DM primarily occurred in Caucasians, with a predominance in males, and the highest incidence occurred in the 6-8th decades of life. Age, sex, AJCC stage, SEER historic stage and surgical treatment were identified as independent prognostic factors for DSS and OS rates.

Acknowledgements

Not applicable.

Funding

The present study was supported by The Scientific Research Foundation of Shanghai Stomatological Hospital, Fudan University (Shanghai, China; grant no. SSDCZ-2016-01).

Availability of data and materials

The datasets generated during the present study are available in the official software SEER*Stat v.8.3.4 repository (https://seer.cancer.gov/data/).

Authors' contributions

ZX and PS were major contributors in writing the manuscript. PS designed the experiments, wrote the original draft and revised the manuscript. ZX was responsible for analysis of the data and revising the manuscript. XL and FY collected and interpreted patient data. AW was responsible for planning, organizing, checking the data and the manuscript throughout the project. All authors read and approved the final manuscript.

Ethics approval and consent to participate

Due to the retrospective nature of this study, it was granted an exemption in writing by the University of Fudan Institutional Review Board (Shanghai, China).

Patient consent for publication

Not applicable.

Competing interests

The authors declare that they have no competing interests.

Glossary

Abbreviations

Abbreviations:

DM

desmoplastic melanoma

OS

overall survival

DSS

disease-specific survival

SEER

Surveillance, Epidemiology and End Results

AJCC

American Joint Committee on Cancer

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Spandidos Publications style
Shi P, Xu Z, Lei X, Yibulayin F and Wushou A: Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors. Oncol Lett 17: 5619-5627, 2019.
APA
Shi, P., Xu, Z., Lei, X., Yibulayin, F., & Wushou, A. (2019). Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors. Oncology Letters, 17, 5619-5627. https://doi.org/10.3892/ol.2019.10259
MLA
Shi, P., Xu, Z., Lei, X., Yibulayin, F., Wushou, A."Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors". Oncology Letters 17.6 (2019): 5619-5627.
Chicago
Shi, P., Xu, Z., Lei, X., Yibulayin, F., Wushou, A."Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors". Oncology Letters 17, no. 6 (2019): 5619-5627. https://doi.org/10.3892/ol.2019.10259
Copy and paste a formatted citation
x
Spandidos Publications style
Shi P, Xu Z, Lei X, Yibulayin F and Wushou A: Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors. Oncol Lett 17: 5619-5627, 2019.
APA
Shi, P., Xu, Z., Lei, X., Yibulayin, F., & Wushou, A. (2019). Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors. Oncology Letters, 17, 5619-5627. https://doi.org/10.3892/ol.2019.10259
MLA
Shi, P., Xu, Z., Lei, X., Yibulayin, F., Wushou, A."Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors". Oncology Letters 17.6 (2019): 5619-5627.
Chicago
Shi, P., Xu, Z., Lei, X., Yibulayin, F., Wushou, A."Desmoplastic melanoma: Demographic and clinicopathological features and disease‑specific prognostic factors". Oncology Letters 17, no. 6 (2019): 5619-5627. https://doi.org/10.3892/ol.2019.10259
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