Skip to main content

Advertisement

Log in

Immunological signatures and predictive biomarkers for first-generation somatostatin receptor ligand resistance in Acromegaly

  • Research
  • Published:
Journal of Neuro-Oncology Aims and scope Submit manuscript

Abstract

Purpose

Predicting resistance to first-generation Somatostatin Receptor Ligands (fg-SRL) in Acromegaly patients remains an ongong challenge. Tumor-associated immune components participate in various pathological processes, including drug-resistance. We aimed to identify the immune components involved in resistance of fg-SRL, and to investigate biomarkers that can be targeted to treat those drug-resistant Acromegaly.

Methods

We conducted a retrospective study involving 35 Acromegaly patients with somatotropinomas treated postoperatively with fg-SRL. Gathering clinicopathological data, SSTR2 expression, and immunological profiles, we utilized univariate, binary logistic regression, and ROC analyses to assess their predictive roles in fg-SRL resistance. Spearman correlation analysis further examined interactions among interested characteristics.

Results

19 patients (54.29%) exhibited resistance to postoperative fg-SRL. GH level at diagnosis, preoperative tumor volume, T2WI-MRI intensity, granularity, PD-L1, SSTR2, and CD8 + T cell infiltration showed association with clinical outcomes of fg-SRL. Notably, T2WI-MRI hyperintensity, PD-L1-IRS > 7, CD8 + T cell infiltration < 14.8/HPF, and SSTR2-IRS < 5.4 emerged as reliable predictors for fg-SRL resistance. Correlation analysis highlighted a negative relationship between PD-L1 expression and CD8 + T cell infiltration, while showcasing a positive correlation with preoperative tumor volume of somatotropinomas. Additionally, 5 patients with fg-SRL resistance underwent re-operation were involved. Following fg-SRL treatment, significant increases in PD-L1 and SSTR5 expression were observed, while SSTR2 expression decreased in somatotropinoma.

Conclusion

PD-L1 expression and CD8 + T cell infiltration, either independently or combined with SSTR2 expression and T2WI-MRI intensity, could form a predictive model guiding clinical decisions on fg-SRL employment. Furthermore, targeting PD-L1 through immunotherapy and embracing second-generations of SRL with higher affinity to SSTR5 represent promising strategies to tackle fg-SRL resistance in somatotropinomas.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Data availability

No datasets were generated or analysed during the current study.

References

  1. Fleseriu M, Langlois F, Lim DST, Varlamov EV, Melmed S (2022) Acromegaly: pathogenesis, diagnosis, and management. Lancet Diabetes Endocrinol 10:804–826. https://doi.org/10.1016/s2213-8587(22)00244-3

    Article  CAS  PubMed  Google Scholar 

  2. Ershadinia N, Tritos NA (2022) Diagnosis and treatment of Acromegaly: an update. Mayo Clin Proc 97:333–346. https://doi.org/10.1016/j.mayocp.2021.11.007

    Article  CAS  PubMed  Google Scholar 

  3. Fleseriu M, Biller BMK, Freda PU, Gadelha MR, Giustina A, Katznelson L, Molitch ME, Samson SL, Strasburger CJ, van der Lely AJ, Melmed S (2021) A Pituitary Society update to acromegaly management guidelines. Pituitary 24:1–13. https://doi.org/10.1007/s11102-020-01091-7

    Article  PubMed  Google Scholar 

  4. Zhao Z, Duan L, Gao D, Yao Y, Deng K, Xing B, Wang X, Tang Y, Zhu H, Chen X (2022) Efficacy and adverse events of octreotide long-acting release in acromegaly: a real-world retrospective study. Ann Transl Med 10:734. https://doi.org/10.21037/atm-22-414

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  5. Wildemberg LE, da Silva Camacho AH, Miranda RL, Elias PCL, de Castro Musolino NR, Nazato D, Jallad R, Huayllas MKP, Mota JIS, Almeida T, Portes E, Ribeiro-Oliveira A, Vilar L, Boguszewski CL, Winter Tavares AB, Nunes-Nogueira VS, Mazzuco TL, Rech C, Marques NV, Chimelli L, Czepielewski M, Bronstein MD, Abucham J, de Castro M, Kasuki L, Gadelha M (2021) Machine learning-based Prediction Model for treatment of Acromegaly with First-generation somatostatin receptor ligands. J Clin Endocrinol Metab 106:2047–2056. https://doi.org/10.1210/clinem/dgab125

    Article  Google Scholar 

  6. Chiloiro S, Bianchi A, Giampietro A, Pontecorvi A, Raverot G, Marinis L (2022) Second line treatment of acromegaly: Pasireotide or Pegvisomant? Best Pract Res Clin Endocrinol Metab 36:101684. https://doi.org/10.1016/j.beem.2022.101684

    Article  CAS  PubMed  Google Scholar 

  7. Gliga MC, Tătăranu LG, Popescu M, Chinezu L, Paşcanu MI (2023) Immunohistochemical evaluation of biomarkers with predictive role in acromegaly: a literature review. Rom J Morphol Embryol 64:25–33. https://doi.org/10.47162/rjme.64.1.03

    Article  PubMed  Google Scholar 

  8. Nie D, Fang Q, Li B, Cheng J, Li C, Gui S, Zhang Y, Zhao P (2021) Research advances on the immune research and prospect of immunotherapy in pituitary adenomas. World J Surg Oncol 19:162. https://doi.org/10.1186/s12957-021-02272-9

    Article  PubMed  PubMed Central  Google Scholar 

  9. Ilie MD, Vasiljevic A, Bertolino P, Raverot G (2023) Biological and therapeutic implications of the Tumor Microenvironment in Pituitary Adenomas. Endocr Rev 44:297–311. https://doi.org/10.1210/endrev/bnac024

    Article  PubMed  Google Scholar 

  10. Chiloiro S, De Marinis L (2023) The immune microenviroment in somatotropinomas: from biology to personalized and target therapy. Rev Endocr Metab Disord 24:283–295. https://doi.org/10.1007/s11154-022-09782-1

    Article  PubMed  PubMed Central  Google Scholar 

  11. Ilie MD, Vasiljevic A, Jouanneau E, Raverot G (2022) Immunotherapy in aggressive pituitary tumors and carcinomas: a systematic review. Endocr Relat Cancer 29:415–426. https://doi.org/10.1530/erc-22-0037

    Article  CAS  PubMed  Google Scholar 

  12. Melmed S, Bronstein MD, Chanson P, Klibanski A, Casanueva FF, Wass JAH, Strasburger CJ, Luger A, Clemmons DR, Giustina A (2018) A Consensus Statement on acromegaly therapeutic outcomes. Nat Rev Endocrinol 14:552–561. https://doi.org/10.1038/s41574-018-0058-5

    Article  PubMed  PubMed Central  Google Scholar 

  13. Giustina A, Barkan A, Beckers A, Biermasz N, Biller BMK, Boguszewski C, Bolanowski M, Bonert V, Bronstein MD, Casanueva FF, Clemmons D, Colao A, Ferone D, Fleseriu M, Frara S, Gadelha MR, Ghigo E, Gurnell M, Heaney AP, Ho K, Ioachimescu A, Katznelson L, Kelestimur F, Kopchick J, Krsek M, Lamberts S, Losa M, Luger A, Maffei P, Marazuela M, Mazziotti G, Mercado M, Mortini P, Neggers S, Pereira AM, Petersenn S, Puig-Domingo M, Salvatori R, Shimon I, Strasburger C, Tsagarakis S, van der Lely AJ, Wass J, Zatelli MC, Melmed S (2020) A Consensus on the diagnosis and treatment of Acromegaly comorbidities: an update. J Clin Endocrinol Metab 105. https://doi.org/10.1210/clinem/dgz096

  14. Knosp E, Steiner E, Kitz K, Matula C (1993) Pituitary adenomas with invasion of the cavernous sinus space: a magnetic resonance imaging classification compared with surgical findings. Neurosurgery 33:610–617 discussion 617-8. https://doi.org/10.1227/00006123-199310000-00008

    Article  CAS  PubMed  Google Scholar 

  15. Potorac I, Petrossians P, Daly AF, Alexopoulou O, Borot S, Sahnoun-Fathallah M, Castinetti F, Devuyst F, Jaffrain-Rea ML, Briet C, Luca F, Lapoirie M, Zoicas F, Simoneau I, Diallo AM, Muhammad A, Kelestimur F, Nazzari E, Centeno RG, Webb SM, Nunes ML, Hana V, Pascal-Vigneron V, Ilovayskaya I, Nasybullina F, Achir S, Ferone D, Neggers SJ, Delemer B, Petit JM, Schöfl C, Raverot G, Goichot B, Rodien P, Corvilain B, Brue T, Schillo F, Tshibanda L, Maiter D, Bonneville JF, Beckers A (2016) T2-weighted MRI signal predicts hormone and tumor responses to somatostatin analogs in acromegaly. Endocr Relat Cancer 23:871–881. https://doi.org/10.1530/erc-16-0356

    Article  PubMed  Google Scholar 

  16. Potorac I, Beckers A, Bonneville JF (2017) T2-weighted MRI signal intensity as a predictor of hormonal and tumoral responses to somatostatin receptor ligands in acromegaly: a perspective. Pituitary 20:116–120. https://doi.org/10.1007/s11102-017-0788-8

    Article  CAS  PubMed  Google Scholar 

  17. Zhang S, Chen J, Yao S, Akter F, Wang Z, Hu B, Zhu D, Duan C, Chen W, Zhu Y, Wang H, Mao Z (2023) Predictors of postoperative biochemical remission in lower Knosp grade growth hormone-secreting pituitary adenomas: a large single center study. J Endocrinol Invest 46:465–476. https://doi.org/10.1007/s40618-022-01873-9

    Article  CAS  PubMed  Google Scholar 

  18. Inoshita N, Nishioka H (2018) The 2017 WHO classification of pituitary adenoma: overview and comments. Brain Tumor Pathol 35:51–56. https://doi.org/10.1007/s10014-018-0314-3

    Article  CAS  PubMed  Google Scholar 

  19. Asa SL, Mete O (2021) Cytokeratin profiles in pituitary neuroendocrine tumors. Hum Pathol 107:87–95. https://doi.org/10.1016/j.humpath.2020.10.004

    Article  CAS  PubMed  Google Scholar 

  20. Li H, Liu Z, Li F, Shi F, Xia Y, Zhou Q, Zeng Q (2023) Preoperatively Predicting Ki67 expression in Pituitary Adenomas Using Deep Segmentation Network and Radiomics Analysis based on Multiparameter MRI. Acad Radiol. https://doi.org/10.1016/j.acra.2023.05.023

    Article  PubMed  Google Scholar 

  21. Luo M, Tang R, Wang H (2023) Tumor immune microenvironment in pituitary neuroendocrine tumors (PitNETs): increased M2 macrophage infiltration and PD-L1 expression in PIT1-lineage subset. J Neurooncol 163:663–674. https://doi.org/10.1007/s11060-023-04382-8

    Article  CAS  PubMed  Google Scholar 

  22. Petrossians P, Borges-Martins L, Espinoza C, Daly A, Betea D, Valdes-Socin H, Stevenaert A, Chanson P, Beckers A (2005) Gross total resection or debulking of pituitary adenomas improves hormonal control of acromegaly by somatostatin analogs. Eur J Endocrinol 152:61–66. https://doi.org/10.1530/eje.1.01824

    Article  CAS  PubMed  Google Scholar 

  23. Fahlbusch R, Kleinberg D, Biller B, Bonert V, Buchfelder M, Cappabianca P, Carmichael J, Chandler W, Colao A, George A, Klibanski A, Knopp E, Kreutzer J, Kundurti N, Lesser M, Mamelak A, Pivonello R, Post K, Swearingen B, Vance ML, Barkan A (2017) Surgical debulking of pituitary adenomas improves responsiveness to octreotide lar in the treatment of acromegaly. Pituitary 20:668–675. https://doi.org/10.1007/s11102-017-0832-8

    Article  CAS  PubMed  Google Scholar 

  24. Chiloiro S, Moroni R, Giampietro A, Angelini F, Gessi M, Lauretti L, Mattogno PP, Calandrelli R, Tartaglione T, Carlino A, Gaudino S, Olivi A, Rindi G, De Marinis L, Pontecorvi A, Doglietto F, Bianchi A (2023) The multi-biomarker acro-TIME score predicts fg-SRLs response: preliminary results of a retrospective acromegaly cohort. J Clin Endocrinol Metab. https://doi.org/10.1210/clinem/dgad673

    Article  PubMed  PubMed Central  Google Scholar 

  25. Marques-Pamies M, Gil J, Jordà M, Puig-Domingo M (2023) Predictors of response to treatment with first-generation somatostatin receptor ligands in patients with acromegaly. Arch Med Res 54:102924. https://doi.org/10.1016/j.arcmed.2023.102924

    Article  CAS  PubMed  Google Scholar 

  26. Durmuş ET, Atmaca A, Kefeli M, Çalışkan S, Mete O, Aslan K, Fidan M, Çolak R, Durmuş B (2022) Age, GH/IGF-1 levels, tumor volume, T2 hypointensity, and tumor subtype rather than proliferation and invasion are all reliable predictors of biochemical response to somatostatin analogue therapy in patients with acromegaly: a clinicopathological study. Growth Horm IGF Res 67:101502. https://doi.org/10.1016/j.ghir.2022.101502

    Article  CAS  PubMed  Google Scholar 

  27. Tomasik A, Stelmachowska-Banaś M, Maksymowicz M, Czajka-Oraniec I, Raczkiewicz D, Zieliński G, Kunicki J, Zgliczyński W (2022) Clinical, hormonal and pathomorphological markers of somatotroph pituitary neuroendocrine tumors predicting the treatment outcome in acromegaly. Front Endocrinol (Lausanne) 13:957301. https://doi.org/10.3389/fendo.2022.957301

    Article  PubMed  Google Scholar 

  28. Dehghani M, Davoodi Z, Bidari F, Moghaddam AM, Khalili D, Bahrami-Motlagh H, Jamali E, Alamdari S, Hosseinpanah F, Hedayati M, Valizadeh M (2021) Association of different pathologic subtypes of growth hormone producing pituitary adenoma and remission in acromegaly patients: a retrospective cohort study. BMC Endocr Disord 21:186. https://doi.org/10.1186/s12902-021-00850-2

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  29. Ilie MD, Tabarin A, Vasiljevic A, Bonneville JF, Moreau-Grangé L, Schillo F, Delemer B, Barlier A, Figarella-Branger D, Bisot-Locard S, Santos A, Chanson P, Raverot G (2022) Predictive Factors of Somatostatin Receptor Ligand response in Acromegaly-A prospective study. J Clin Endocrinol Metab 107:2982–2991. https://doi.org/10.1210/clinem/dgac512

    Article  PubMed  Google Scholar 

  30. Theodoropoulou M, Tichomirowa MA, Sievers C, Yassouridis A, Arzberger T, Hougrand O, Deprez M, Daly AF, Petrossians P, Pagotto U, Beckers A, Stalla GK (2009) Tumor ZAC1 expression is associated with the response to somatostatin analog therapy in patients with acromegaly. Int J Cancer 125:2122–2126. https://doi.org/10.1002/ijc.24602

    Article  CAS  PubMed  Google Scholar 

  31. Ibáñez-Costa A, Korbonits M (2017) AIP and the somatostatin system in pituitary tumours. J Endocrinol 235:R101–r116. https://doi.org/10.1530/joe-17-0254

    Article  CAS  PubMed  Google Scholar 

  32. Herkenhoff CGB, Trarbach EB, Batista RL, Soares IC, Frassetto FP, do Nascimento FBP, Grande IPP, Silva PPB, Duarte FHG, Bronstein MD, Jallad RS (2023) Survivin: a potential marker of resistance to somatostatin receptor ligands. J Clin Endocrinol Metab 108:876–887. https://doi.org/10.1210/clinem/dgac610

    Article  PubMed  Google Scholar 

  33. Henriques DG, Lamback EB, Dezonne RS, Kasuki L, Gadelha MR (2022) MicroRNA in Acromegaly: involvement in the Pathogenesis and in the response to first-generation somatostatin receptor ligands. Int J Mol Sci 23. https://doi.org/10.3390/ijms23158653

  34. Venegas-Moreno E, Flores-Martinez A, Dios E, Vazquez-Borrego MC, Ibañez-Costa A, Madrazo-Atutxa A, Japón MA, Castaño JP, Luque RM, Cano DA, Soto-Moreno A (2019) E-cadherin expression is associated with somatostatin analogue response in acromegaly. J Cell Mol Med 23:3088–3096. https://doi.org/10.1111/jcmm.13851

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. Akdemir AS, Metin Armagan D, Polat Korkmaz O, Ozkaya HM, Kadioglu P, Gazioglu N, Tanriover N, Dirican A, Ozturk M (2021) Association between β arrestin 2 and filamin A gene variations with medical treatment response in acromegaly patients. Minerva Endocrinol (Torino). https://doi.org/10.23736/s2724-6507.21.03611-3

    Article  PubMed  Google Scholar 

  36. Coelho MCA, Vasquez ML, Wildemberg LE, Vázquez-Borrego MC, Bitana L, Camacho A, Silva D, Ogino LL, Ventura N, Sánchez-Sánchez R, Chimelli L, Kasuki L, Luque RM, Gadelha MR (2019) Clinical significance of filamin A in patients with acromegaly and its association with somatostatin and dopamine receptor profiles. Sci Rep 9:1122. https://doi.org/10.1038/s41598-018-37692-3

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  37. Zhao J, Fu H, Yu J, Hong W, Tian X, Qi J, Sun S, Zhao C, Wu C, Xu Z, Cheng L, Chai R, Yan W, Wei X, Shao Z (2023) Prospect of acromegaly therapy: molecular mechanism of clinical drugs octreotide and paltusotine. Nat Commun 14:962. https://doi.org/10.1038/s41467-023-36673-z

    Article  ADS  CAS  PubMed  PubMed Central  Google Scholar 

  38. Bo Q, Yang F, Li Y, Meng X, Zhang H, Zhou Y, Ling S, Sun D, Lv P, Liu L, Shi P, Tian C (2022) Structural insights into the activation of somatostatin receptor 2 by cyclic SST analogues. Cell Discov 8:47. https://doi.org/10.1038/s41421-022-00405-2

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  39. Ezzat S, Caspar-Bell GM, Chik CL, Denis MC, Domingue M, Imran SA, Johnson MD, Lochnan HA, Grégoire BL, Nyomba A, Prebtani R, Ridout JAR, Ramirez, Van Uum S (2019) Predictive markers for postsurgical medical management of acromegaly: a systematic review and consensus treatment guideline. Endocr Pract 25:379–393. https://doi.org/10.4158/ep-2018-0500

    Article  PubMed  Google Scholar 

  40. Kontogeorgos G, Markussis V, Thodou E, Kyrodimou E, Choreftaki T, Nomikos P, Lampropoulos KI, Tsagarakis S (2022) Association of Pathology Markers with somatostatin analogue responsiveness in Acromegaly. Int J Endocrinol 2022:8660470. https://doi.org/10.1155/2022/8660470

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  41. Iacovazzo D, Chiloiro S, Carlsen E, Bianchi A, Giampietro A, Tartaglione T, Bima C, Bracaccia ME, Lugli F, Lauretti L, Anile C, Gessi M, Colosimo C, Rindi G, Pontecorvi A, Korbonits M (2020) and L. De Marinis Tumour-infiltrating cytotoxic T lymphocytes in somatotroph pituitary neuroendocrine tumours. Endocrine 67:651–658. https://doi.org/10.1007/s12020-019-02145-y

  42. Chiloiro S, Giampietro A, Gessi M, Lauretti L, Mattogno PP, Cerroni L, Carlino A, De Alessandris QG, Olivi A, Rindi G, Pontecorvi A, De Marinis L, Doglietto F, Bianchi A (2023) CD68 + and CD8 + immune cells are associated with the growth pattern of somatotroph tumors and response to first generation somatostatin analogs. J Neuroendocrinol 35:e13263. https://doi.org/10.1111/jne.13263

    Article  CAS  PubMed  Google Scholar 

  43. Wang Y, Zhou Y, Yang L, Lei L, He B, Cao J, Gao H (2023) Challenges Coexist with opportunities: spatial heterogeneity expression of PD-L1 in Cancer Therapy. Adv Sci (Weinh) e2303175. https://doi.org/10.1002/advs.202303175

  44. Chen M, Bie L, Ying J (2023) Cancer cell-intrinsic PD-1: its role in malignant progression and immunotherapy. Biomed Pharmacother 167:115514. https://doi.org/10.1016/j.biopha.2023.115514

    Article  CAS  PubMed  Google Scholar 

  45. Tu X, Qin B, Zhang Y, Zhang C, Kahila M, Nowsheen S, Yin P, Yuan J, Pei H, Li H, Yu J, Song Z, Zhou Q, Zhao F, Liu J, Zhang C, Dong H, Mutter RW, Lou Z (2019) PD-L1 (B7-H1) competes with the RNA exosome to regulate the DNA damage response and can be targeted to sensitize to Radiation or Chemotherapy. Mol Cell 74:1215–1226e4. https://doi.org/10.1016/j.molcel.2019.04.005

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  46. Giampietro A, Menotti S, Chiloiro S, Pontecorvi A, De Marinis L, Bianchi A (2023) De-escalation treatment with pasireotide for acromegaly: a long-term experience. Endocrine 80:505–510. https://doi.org/10.1007/s12020-023-03325-7

    Article  CAS  PubMed  Google Scholar 

  47. Giustina A, di Filippo L, Uygur MM, Frara S (2023) Modern approach to resistant acromegaly. Endocrine 80:303–307. https://doi.org/10.1007/s12020-023-03317-7

    Article  CAS  PubMed  Google Scholar 

  48. Raverot G, Ilie MD (2022) Immunotherapy in pituitary carcinomas and aggressive pituitary tumors. Best Pract Res Clin Endocrinol Metab 36:101712. https://doi.org/10.1016/j.beem.2022.101712

    Article  CAS  PubMed  Google Scholar 

Download references

Funding

This research was funded by the Hunan Provincial Natural Science Foundation of China (2021JJ40868), the National Natural Science Foundation of China (no.82001738), and the Scientific Research Launch Project for new employees of the Second Xiangya Hospital of Central South University.

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by Mei Luo, Jiangfan Yu, and Rui Tang. The first draft of the manuscript was written by Mei Luo and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Rui Tang.

Ethics declarations

Consent to participant

Informed consent was obtained from all individual participants included in the study.

Competing interests

The authors declare no competing interests.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Luo, M., Yu, J. & Tang, R. Immunological signatures and predictive biomarkers for first-generation somatostatin receptor ligand resistance in Acromegaly. J Neurooncol (2024). https://doi.org/10.1007/s11060-024-04620-7

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s11060-024-04620-7

Keywords

Navigation