Literature DB >> 25368675

Perineural Invasion and TAMs in Pancreatic Ductal Adenocarcinomas: Review of the Original Pathology Reports Using Immunohistochemical Enhancement and Relationships with Clinicopathological Features.

Linjuan Zeng1, Yubo Guo2, Jianzhong Liang3, Shaojie Chen2, Peijian Peng4, Qiubo Zhang5, Hong Su2, Yinting Chen2, Kaihong Huang2.   

Abstract

OBJECTIVES: Tumor-associated macrophages (TAMs) are thought to be involved in the perineural invasion (PNI) process and to be associated with poor prognoses. The associations between TAMs, PNI, and clinicopathological features in pancreatic ductal adenocarcinomas (PDAs) remain to be elucidated.
METHODS: Fifty-nine PDA patients who had undergone pancreaticoduodenectomy were retrospectively examined. The PNI statuses and TAMs were reviewed following H&E staining and S-100, CD68, and CD163 immunohistochemical staining. The relationships between PNI, TAMs, and overall survival and various clinical and histopathologic factors were investigated.
RESULTS: PNI was identified in 83% (49/59) of the cases, the TAM density of the PNI(+) group was greater than that of the PNI(-) group, and the infiltrating TAMs around the nerves that were invaded by cancer were much more numerous than those around the nerves without cancer cell invasion. The incidences of PNI, lymph node metastasis, high serum CA19-9 level, cancers in the body/tail, and advanced pathological stage were associated with shorter OSs. In the PNI(+) group, lymph node metastasis and high levels of TAM infiltration were associated with worse prognoses.
CONCLUSIONS: TAMs might enhance PNI, and the incidence of PNI was associated with poor prognosis. PNI(+) status and high levels of TAM infiltration further worsen the prognosis. Therapies targeting TAMs might represent auxiliary and preventive treatment for PNI in PDA patients.

Entities:  

Keywords:  immunohistochemical; lymph node metastasis.; pancreatic ductal adenocarcinomas; perineural invasion; tumor associated macrophages

Year:  2014        PMID: 25368675      PMCID: PMC4216799          DOI: 10.7150/jca.10238

Source DB:  PubMed          Journal:  J Cancer        ISSN: 1837-9664            Impact factor:   4.207


Introduction

Perineural invasion (PNI) is a pathological process in which tumor cells migrate along the nerves, and this process correlates with poor prognoses in certain epithelial cancers including pancreatic ductal adenocarcinoma (PDA) 1. The reported incidence of PNI in PDAs was varies from 70% to 100%, but the relationship between PNI and the clinicopathological features of PDAs remain controversial 2, 3. It has been reported that the incidence of PNI is frequently under-reported due to difficulties in nerve identification, and the use of S-100 immunohistochemical (IHC) staining during pathological diagnosis would help to improve the accuracy of the determination 4-6. The reasons for PNI in PDAs are not clearly yet but this invasion can be partially explained by the interaction between tumor cells and tumor stromal cells. A variety of nonmalignant stromal cells compose the tumor microenvironment and play pivotal roles in tumor progression, migration and invasion, and PNI. Among these cells, macrophages are the best studied cell type that originates from the circulating monocytes. M1-polarized macrophages are characterized by elevated expression and release of pro-inflammatory factors, such as IL-6 and TNF-α, while M2-polarized macrophages exhibit anti-inflammatory properties and release immunosuppressive cytokines such as IL-10 and TGF-β1 7, 8. Tumor-associated macrophages (TAMs) are typically regarded as M2-macrophages in tumor microenvironments, and these cells influence cancer progression and metastasis 9. Interestingly, the M1 cytokine IL-6 has been confirmed to be a tumor-promoting cytokine, whereas the M2 cytokine IL-10 might be a tumor suppressing factor 10. Furthermore, researchers have found that TAMs induce epithelial mesenchymal transition (EMT) during the initiation and development of in PDAs and that TAMS not only exhibited M2-phenotypes but also exhibit M1-phenotypes 11. Evidence from clinical and experimental studies has demonstrated a strong association between TAM density and cancer cell metastasis in several types of cancer, including PDAs 7, 12. In vitro co-culture and in vivo models have shown that endoneurial macrophages induce the perineural invasion of PDA cells, which suggests that tumor cells, nerve cells, and stromal cells are potential elements in the signaling mechanisms underlying PNI. Autocrine and paracrine mechanisms in tumor cells, tumor stroma, and nerves have also been suggested to be involved in this process 13, 14. However, the associations between TAMs, PNI and clinicopathological features remain to be elucidated. Enlightened by the progress explicated above, we performed a retrospective, case-control pilot study to examine the following issues: 1) whether S-100 staining improves the detection of PNI in patients undergoing potentially curative resection of PDAs; 2) whether the TAM density is associated with PNI; and 3) whether the incidence or the severity of PNI is associated with any of the clinicopathological features of PDAs.

Materials and methods

Tissue sample and data collection

All of the tissue sample and clinical data collection was approved by the Hospital Research Ethics Committee, and consent was obtained from all patients prior to conducting the research. Fifty-nine of untreated PDAs from September 2004 to December 2011 were studied for the presence or absence of PNI. Additionally, the macrophages within the cancerous lesions and around the nerves were also observed. The numbers of PDA cases that originated within each subsite of the pancreas were as follows: pancreatic head cancers in 40 patients, and pancreatic body/tail cancers in 19 patients. Patients were excluded if they met any of the following conditions: 1) had received neoadjuvant chemoradiotherapy and/or exhibited surgical margin involvement; and 2) no mention of PNI in the original reports. Thirty-seven of the 59 PDA patients were men, and 22 were women; the patients' ages ranged from 28 to 83 years (mean 59). The symptoms of abdominal pain and referred lumbar and back pain were reviewed. The degree of preoperative pain was evaluated according to a pain scale (without painkillers). The patients who rated their pain as 0-3 were defined as grade 1, the patients who rated their pain as 4-6 were defined as grade 2, and the patients who rated their pain as above 7 were defined as grade 3. Pathological data, including the cancer stage and grade, lymph node metastasis, and PNI status, were recorded from the original reports via the examination of hematoxylin and eosin (H&E)-stained sections at the time of surgery. Serum CA19-9 levels, C-reactive protein (CRP) levels, LDH levels and preoperative free glucose (Glu) levels were collected before the operations. All of the patients were followed until death or last contact. For statistical purposes, most of the clinicopathological factors, such as serum CA19-9, LDH, Glu, and CRP levels, were further divided into two groups based on the appropriate normal upper limits. The median TAM value was used to divide the cases into two groups. CD68low and CD163low refer to values equal or below the median values for CD68+ and CD163+ cells, respectively. Similarly CD68high or CD163high refer to values above the medians.

H&E and immunohistochemistry staining

Formalin-fixed paraffin-embedded specimens were cut into 10 continuous 6-μm sections and stained with H&E S-100 (DAKO, prediluted), CD68 (DAKO, 1:50 dilution), and CD163 (Abcam, prediluted) IHC according to the manufacturers' protocols. Two independent and blinded pathologists assessed the PNI statuses and macrophage counts with a multi-headed microscope.

Evaluation

Pathological stage was determined according to the seventh edition of the American Joint Committee on Cancer (AJCC). The pathological grades were divided into well, moderately, and poorly differentiated groups (grades 1, 2, and 3). PNI was defined by the identification of tumor cells within any of the three layers of the nerve sheath or tumor foci outside of the nerve involving ≥ 33% of the nerve's circumference 15. The degree of PNI was defined microscopically as follows: ne0, no perineural invasion; ne1, perineural invasion that was difficult to identify with only one to three occurrences of lesions; ne2, perineural invasion that was easy to find and between ne1 and ne3; and ne3, perineural invasion that was even easier to find with more massive occurrences of lesions and extension beyond the border of the main tumor mass 14. We regarded ne1 to ne3 as PNI positive (PNI+) and ne0 as PNI negative (PNI-). Both CD68- and CD163-positive staining were indicated by brown membranes/cytoplasm. The macrophages around the nerves were counted over the entire slide under a microscope at a magnification of 400×.

Statistical analyses

All statistical analyses were performed using the SPSS 17.0 software. The differences between means were examined with two-sample t tests. One-way ANOVAs were used to estimate differences between three or more groups. Survival was calculated using the Kaplan-Meier method. The relationships between PNI and other histopathologic factors were examined using the chi-square test. The probability level of P < 0.05 was considered statistically significant. All reported P-values are two-tailed.

Results

PNI in the PDAs: Increased incidence upon re-review of the H&E slides using immunohistochemical enhancement

According to the original surgical pathology reports, PNI was found in 32% (19/59) of the cases. When the original surgical specimen sections were re-stained with H&E and reviewed by two pathologists, 56% (33/59) of the cases were determined to contain PNI, and 83% (49/59) of the cases were reported as PNI-positive when the S-100stained slides further examined. Of the 49 positive PNI cases, the numbers of PNI foci ranged from 1 to 20 separate foci with a mean of 4.3 foci. Based on the results from the S-100 IHC enhancement and degrees of PNI that were evaluated according to previously reported criteria 15, 55% (27/49) of the cases were ne1, 29% (14/49) of the cases were ne2, and 16% (8/49) of the cases were ne3.

Macrophage infiltration around the nerves in the pathological specimens

Macrophages are one of the most common inflammatory cell types involved in the host stromal response to cancer cell invasion 16. To explore the macrophage response to PNI, we evaluated the TAM densities and patterns of macrophage infiltration around the nerves in pathological specimens excised from 59 patients with PDAs. As shown in Figure the macrophages were studied with immunolabeling for the macrophage marker CD68, the M2-type macrophages marker CD163, and S-100 staining of the nerves. Table shows the relationship between the macrophages and PNI. The numbers of CD68+and CD163+ cells within the PDA lesions in the PNI+ group were higher than those of the PNI- group (105 ± 3.77 vs. 86 ± 9.57 for the CD68+ cells, P = 0.04; and 73 ± 4.83 vs. 46 ± 8.04 for the CD163+ cells, P = 0.017, respectively.). Although there was no significant relationship between the macrophage counts and PNI grades, infiltrating CD68+and CD163+ cells were much more commonly found around the nerves that had been invaded by cancer than around those that had not (7.92 ± 0.81 vs. 4.47 ± 0.55 CD68+ macrophages/nerve, P = 0.000, and 4.98 ± 0.62 vs. 3.03 ± 0.57 CD163+ macrophages/nerve, P = 0.001, respectively). Notably, the nerves in the PDAs lesion that had not been invaded by cancer cells were surrounded by greater numbers of CD68+and CD163+ cells than were the nerves in the benign areas of pancreatic tissues (4.47 ± 0.55 vs. 2.00 ± 0.71 CD68+ macrophages/nerve, P = 0.000, and 3.03 ± 0.57 vs. 0.23 ± 0.17 CD163+ macrophages/nerve, P = 0.018, respectively, Figure ), which indicates that the TAMs enhanced cancer cell invasion along the nerves. There were no significant correlations of PNI with pathological stage, pathological grade, or lymph node metastasis in the PDAs (data not shown). The relationships between various clinicopathological features and PNI in the PDAs are shown in Table . The incidence of PNI was significantly correlated with abdominal pain (P = 0.000), and the levels of Glu in the patients with PNI were significantly higher than those in the patients without PNI (8.77 ± 3.80 vs. 6.25 ± 1.03, P = 0.043). There were no significant relationships of PNI with serum LDH, CRP, or CA199 levels. The results of univariate analyses of the associations of the prognostic factors with OS are shown in Table . The incidences of PNI, lymph node metastasis, high serum CA19-9 level, cancers in the body and tail, and advanced pathological stage were associated with poor prognosis. The mean OS of the PNI- group was significantly longer than that of the PNI+ group (21.20 ± 3.36 vs. 13.12 ± 1.08, P = 0.006), but there were no significant differences among the PNI+ sub-groups. The mean OSs of the ne1, ne2 and ne3 sub-groups were 14.33 (± 1.41), 10.64 (± 1.65), and 11.38 (± 3.14), respectively (P > 0.05). Our results indicate that the incidence but not the severity of PNI affected the prognoses of PDAs. The OS curves (Kaplan-Meier) plotted according to PNI incidence, lymph node metastasis and macrophage counts are shown in Figure Among the patients with PNI, lymph node involvement was associated with worse prognosis (P = 0.002), and the CD68high and CD163high patients had worse prognoses than did the CD68low (P = 0.028) and CD163low (P = 0.004) patients.

Discussion

Although some reports have shown 100% PNI in PDAs, others have reported PNI incidences of only 70%, and the values from our original reports were even lower. The accuracy of PNI detection affects further evaluations of PNI and other factors. Therefore, in the present study, we first re-reviewed the slides following routine H&E staining S-100 immunohistochemical enhancement. Our results showed that the incidences of PNI in the original reports were much lower than those that resulted from our re-review of the slides. This difference might be partially attributable to the differences in the sites of the samples; however, the focused nature of this study is the most likely reason for these differences. In the present study, we concentrated solely on the detection of PNI. Our re-review results, particularly those based on the use of the S-100-stained methodology, reveled a greatly increased incidence of PNI. Because there are no concrete guidelines regarding the reporting of PNI in PDAs, we recommend the review of greater numbers of slides and the use of the S-100 staining methodology when PNI evaluation is necessary for malignancies for which PNI status affects prognosis. Second, we observed macrophages in the cancer lesions using IHC. In vitro experiments have shown that the addition of stromal cells to the co-culture system results in increased neurite outgrowth and cancer cell colony formation 13. These findings suggests that tumor cells, nerve cells, and stromal cells might be the different cellular elements that are involved in PNI and that autocrine and paracrine mechanisms potentially underlie PNI. The associations between TAM densities and poor prognoses in several types of cancer, including PDA, have been intensively studied 17-19. The results of our previous study revealed that the numbers of macrophages in PDA samples are much greater than the numbers in chronic pancreatitis (unpublished data). In the present study, the number of macrophages around the nerves that had been invaded by cancer was significantly greater than that around the nerves that had not been invaded by cancer. In contrast, macrophages were rarely found around the nerves in the benign tissues. Interestingly, even the nerves in the cancer lesions without cancer cell invasion were also surrounded by macrophages, particularly CD163+ macrophages. This phenomenon might be explained by a paracrine loop between tumor cells and macrophages. Earlier studies have demonstrated that tumor cells recruited macrophages by secreting colony-stimulating factor-1 (CSF-1) and the migration and invasion of tumor cells is simultaneously enhanced by macrophage-produced epidermal growth factor (EGF). When tumor cells and macrophages are co-cultured with dorsal root ganglia (DRGs), macrophage recruitment occurs rapidly and is followed by the onset of neural invasion 13. We next evaluated the associations of PNI with pathological stage, pathological grade, lymph node metastasis, and various other clinicopathological features. PNI was correlated with high Glu levels. Although the mechanism by which hyperglycemia promotes PNI in PDAs remains unclear, it is believed that hyperglycemia promotes cancer cell proliferation, migration and interaction with nerves. In contrast, axons and nerves tend to degenerate or demyelinate in hyperglycemic microenvironments, which renders their resistance to cancer cell invasion insufficient 20, 21. TAMs are characterized by elevated expressions of various pro- and anti-inflammatory cytokines, such as IL-6, IL-10. Previous studies have shown that IL-6 is essential for breast and pancreatic epithelial cell transformation and for the maintenance of the transformed state potentially due to the activation of the Stat3/Socs3 signal transduction pathway by IL-6 22-24. Cytokines, principally IL-6, regulate CRP production, and serum CRP levels have been demonstrated to reflect inner IL-6 activity in several diseases, particularly myeloma 25. Previous studies have shown that serum CRP level is an independent prognostic marker of various diseases including PDAs 26. Our results revealed that the mean OS time of the patients in the CRP level ≤ 5 group was 16.33 (± 2.04) months, while this time was only 12.78 (± 1.57) months in the CRP level >5 group. Although this difference was not statistically significant (P = 0.062), we believe that the inclusion of a greater number of samples would have produced a significant difference. We hypothesized that TAMs play a role in the regulation of serum CRP concentrations via IL-6 production, but we failed to identify a correlation between these two factors. This lack of association might be because IL-6 was excreted primarily by the M1-macrophages, and TAMs are composed of both M1- and M2-macrophages. Some researchers have reported an inverse correlation between macrophage and CRP level in PDAs, which is indicative of likely complexity of the mechanism responsible for the production of CRP in PDAs 12. Finally, the cumulative survival function was examined. PNI-positive status was found to independently and negatively affect OS; additionally lymph node metastasis and high grade TAM infiltration into the cancer lesion might worsen the prognoses of PDAs with PNI. In conclusion, the present study demonstrated that the TAM density of the PNI+ group was higher than that of the PNI- group and that infiltrating TAMs were much more common around the nerves that had been invaded by cancer than the nerves that had not, which suggests that TAMs enhance PNI. Therapies targeting TAMs might represent auxiliary and preventive treatment for PNI in PDA patients.
Table 1

The relationship between macrophage counts and PNI

PNItCD68+tCD163+p CD68+p CD163+
-86 (53-136)46 (1-87)//
+105 (47-161)73 (14-142)//
P value0.040*0.017*//
Ne1109 (47-161)78 (31-142)9 (2-20)5 (0-12)
Ne296 (54-130)67 (14-115)7 (1-20)5 (0-12)
Ne3112 (80-145)67 (44-97)7 (1-12)6 (1-20)
P value0.2810.4990.7710.434

*Difference is significant at P < 0.05 level. PNI, peripheral neural invasion. tCD68+, CD68+ cells intra-PDAs lesion. tCD163+, CD163+ cells intra-PDAs lesion. pCD68+, CD68+ cells around nerves. pCD163+, CD163+ cells around nerves.

Table 2

The relationship between multiple clinicopathological features and PNI in PDAs.

PNIabdominal painLDHGluCA199CRP
123≤220>220≤7>7≤34>34≤5>5
Ne 064091822855
Ne 1917116111413819819
Ne 2176866821286
Ne 305353352635
P value0.000**0.3410.043*0.4680.726

*correlation is significant at P < 0.05 level

** correlation is significant at P < 0.01 level

PNI, peripheral neural invasion. Ne, intrapancreatic nerve. LDH, Lactate dehydrogenase. Glu, preoperative free glucose. CA19-9, carbohydrate antigen 19-9. CRP, C-reactive protein.

Table 3

Univariate Analysis of Prognostic Factors Associated With OS.

FactorCategoriesnMedian Survival, mo (mean ± SE)P value
PNI-1021.20 ± 3.360.006**
+4913.12 ± 1.08
Ne 01021.20 ± 3.360.014*
Ne 12714.33 ± 1.41
Ne 21410.64 ± 1.65
Ne 3811.38 ± 3.14
LN-2616.81 ± 1.960.037*
+3312.18 ± 1.14
CA19-9≤ 341418.71 ± 2.360.034*
>344513.18 ± 1.22
CRP≤ 52416.33 ± 2.040.062
>53512.78 ± 1.57
Tumor sitehead4016.05±1.340.042*
Body/tail1911.21±1.84
Stage1320±2.780.002*
24315.8±1.28
3412.0±2.04
496.92±1.68

*correlation is significant at P < 0.05 level.

** correlation is significant at P < 0.01 level

SE, standard error. OS, overall survival. PNI, peripheral neural invasion. Ne, intrapancreatic nerve. LN, lymph node metastasis. CA19-9, carbohydrate antigen 19-9. CRP, C-reactive protein.

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1.  Establishment of perineural invasion models and analysis of gene expression revealed an invariant chain (CD74) as a possible molecule involved in perineural invasion in pancreatic cancer.

Authors:  Norimasa Koide; Taketo Yamada; Rie Shibata; Taisuke Mori; Mariko Fukuma; Ken Yamazaki; Koichi Aiura; Motohide Shimazu; Setsuo Hirohashi; Yuji Nimura; Michiie Sakamoto
Journal:  Clin Cancer Res       Date:  2006-04-15       Impact factor: 12.531

Review 2.  Immunity, inflammation, and cancer.

Authors:  Sergei I Grivennikov; Florian R Greten; Michael Karin
Journal:  Cell       Date:  2010-03-19       Impact factor: 41.582

3.  The role of S100 staining in the pathological assessment of perineural invasion in rectal cancer.

Authors:  M White; A K Foulis; G Smith; P G Horgan; C S Roxburgh
Journal:  Colorectal Dis       Date:  2014-01       Impact factor: 3.788

4.  Stat3/Socs3 activation by IL-6 transsignaling promotes progression of pancreatic intraepithelial neoplasia and development of pancreatic cancer.

Authors:  Marina Lesina; Magdalena U Kurkowski; Katharina Ludes; Stefan Rose-John; Matthias Treiber; Günter Klöppel; Akihiko Yoshimura; Wolfgang Reindl; Bence Sipos; Shizuo Akira; Roland M Schmid; Hana Algül
Journal:  Cancer Cell       Date:  2011-04-12       Impact factor: 31.743

5.  Impact of tumor-associated macrophages on invasive ductal carcinoma of the pancreas head.

Authors:  Kiyoshi Yoshikawa; Shuichi Mitsunaga; Taira Kinoshita; Masaru Konishi; Shinichiro Takahashi; Naoto Gotohda; Yuichiro Kato; Masaki Aizawa; Atsushi Ochiai
Journal:  Cancer Sci       Date:  2012-10-04       Impact factor: 6.716

Review 6.  Inflammation and cancer: breast cancer as a prototype.

Authors:  Alberto Mantovani; Federica Marchesi; Chiara Porta; Antonio Sica; Paola Allavena
Journal:  Breast       Date:  2007-08-30       Impact factor: 4.380

Review 7.  Perineural invasion in cancer: a review of the literature.

Authors:  Catherine Liebig; Gustavo Ayala; Jonathan A Wilks; David H Berger; Daniel Albo
Journal:  Cancer       Date:  2009-08-01       Impact factor: 6.860

8.  Dynamics of the immune reaction to pancreatic cancer from inception to invasion.

Authors:  Carolyn E Clark; Sunil R Hingorani; Rosemarie Mick; Chelsea Combs; David A Tuveson; Robert H Vonderheide
Journal:  Cancer Res       Date:  2007-10-01       Impact factor: 12.701

9.  M2-polarized tumor-associated macrophages promoted epithelial-mesenchymal transition in pancreatic cancer cells, partially through TLR4/IL-10 signaling pathway.

Authors:  Chao-Ying Liu; Juan-Ying Xu; Xiao-Yan Shi; Wei Huang; Ting-Yan Ruan; Ping Xie; Jun-Li Ding
Journal:  Lab Invest       Date:  2013-06-10       Impact factor: 5.662

10.  Relationship between neural alteration and perineural invasion in pancreatic cancer patients with hyperglycemia.

Authors:  Junhui Li; Qingyong Ma; Han Liu; Kun Guo; Feng Li; Wei Li; Liang Han; Fengfei Wang; Erxi Wu
Journal:  PLoS One       Date:  2011-02-28       Impact factor: 3.240

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1.  Inflammatory Monocytes Promote Perineural Invasion via CCL2-Mediated Recruitment and Cathepsin B Expression.

Authors:  Richard L Bakst; Huizhong Xiong; Chun-Hao Chen; Sylvie Deborde; Anna Lyubchik; Yi Zhou; Shizhi He; William McNamara; Sei-Young Lee; Oakley C Olson; Ingrid M Leiner; Andrea R Marcadis; James W Keith; Hikmat A Al-Ahmadie; Nora Katabi; Ziv Gil; Efsevia Vakiani; Johanna A Joyce; Eric Pamer; Richard J Wong
Journal:  Cancer Res       Date:  2017-09-26       Impact factor: 12.701

2.  CD13hi Neutrophil-like myeloid-derived suppressor cells exert immune suppression through Arginase 1 expression in pancreatic ductal adenocarcinoma.

Authors:  Jing Zhang; Xiongfei Xu; Min Shi; Ying Chen; Danghui Yu; Chenyan Zhao; Yan Gu; Biao Yang; Shiwei Guo; Guiling Ding; Gang Jin; Chin-Lee Wu; Minghua Zhu
Journal:  Oncoimmunology       Date:  2017-01-09       Impact factor: 8.110

3.  Upregulation of RET induces perineurial invasion of pancreatic adenocarcinoma.

Authors:  M Amit; S Na'ara; L Leider-Trejo; Y Binenbaum; N Kulish; E Fridman; A Shabtai-Orbach; R J Wong; Z Gil
Journal:  Oncogene       Date:  2017-01-16       Impact factor: 9.867

Review 4.  Pro-tumorigenic functions of macrophages at the primary, invasive and metastatic tumor site.

Authors:  Elaheh Nasrollahzadeh; Sepideh Razi; Mahsa Keshavarz-Fathi; Massimiliano Mazzone; Nima Rezaei
Journal:  Cancer Immunol Immunother       Date:  2020-06-04       Impact factor: 6.968

Review 5.  Signaling in the microenvironment of pancreatic cancer: Transmitting along the nerve.

Authors:  Noelle Jurcak; Lei Zheng
Journal:  Pharmacol Ther       Date:  2019-04-29       Impact factor: 12.310

6.  Macrophage PI3Kγ Drives Pancreatic Ductal Adenocarcinoma Progression.

Authors:  Megan M Kaneda; Paola Cappello; Abraham V Nguyen; Natacha Ralainirina; Chanae R Hardamon; Philippe Foubert; Michael C Schmid; Ping Sun; Evangeline Mose; Michael Bouvet; Andrew M Lowy; Mark A Valasek; Roman Sasik; Francesco Novelli; Emilio Hirsch; Judith A Varner
Journal:  Cancer Discov       Date:  2016-05-13       Impact factor: 39.397

Review 7.  Mechanisms of Perineural Invasion.

Authors:  Richard L Bakst; Richard J Wong
Journal:  J Neurol Surg B Skull Base       Date:  2016-03-10

8.  Pan-cancer Transcriptomic Predictors of Perineural Invasion Improve Occult Histopathologic Detection.

Authors:  Jimmy A Guo; Hannah I Hoffman; Stuti G Shroff; Peter Chen; Peter G Hwang; Daniel Y Kim; Daniel W Kim; Stephanie W Cheng; Daniel Zhao; Brandon A Mahal; Mohammed Alshalalfa; Andrzej Niemierko; Jennifer Y Wo; Jay S Loeffler; Carlos Fernandez-Del Castillo; Tyler Jacks; Andrew J Aguirre; Theodore S Hong; Mari Mino-Kenudson; William L Hwang
Journal:  Clin Cancer Res       Date:  2021-02-25       Impact factor: 12.531

9.  Perineural invasion correlates with postoperative distant metastasis and poor overall survival in patients with PT1-3N0M0 esophageal squamous cell carcinoma.

Authors:  Liming Sheng; Yongling Ji; Xianghui Du
Journal:  Onco Targets Ther       Date:  2015-10-27       Impact factor: 4.147

10.  Yes-associated protein mediates immune reprogramming in pancreatic ductal adenocarcinoma.

Authors:  S Murakami; D Shahbazian; R Surana; W Zhang; H Chen; G T Graham; S M White; L M Weiner; C Yi
Journal:  Oncogene       Date:  2016-08-22       Impact factor: 9.867

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