ClinicalTrials.gg
CompletedNCT07842055Updated Sep 25, 2026

AI-based Prognostic Factors Identification in Early-stage Invasive Lobular Breast Carcinoma

An observational study in Early-stage Invasive Lobular Breast Carcinoma, sponsored by Hellenic Cooperative Oncology Group. Completed at 1 site in Greece. Open to female participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2026-09-25.

Sponsored by Hellenic Cooperative Oncology Group · Observational

Updated Sep 25, 2026Newly registeredGo to Updates ↓
Study type
Observational
Model
Cohort
Time perspective
Retrospective
Enrollment
3,648
Ages
18 Years and older
Sex
Female
01

Study summary

Invasive lobular breast carcinoma (ILC), the second most common breast cancer type, represents approximately 15% of all breast cancer cases. Improvement in diagnostic modalities as well as growing evidence that hormone replacement therapy is associated with higher risk of both invasive lobular carcinoma (ILC) and invasive ductal-lobular mixed carcinoma (IDLC) have increased ILC incidence during last years.

Most risk factors for ILC, which is more frequently diagnosed in women over the age of 50, are related to increased hormone exposure, including earlier menarche, late menopause, late age at first birth, oral contraceptives, menopausal hormone therapy. Lifestyle factors, like alcohol intake, Western diet and postmenopausal obesity are also associated with lobular breast cancer.

Along with environment and lifestyle factors, genetic predisposition with germline mutations commonly found in CDH1 and FOXA1 are significant in ILC development. Other implicated genes include PIK3CA, PTEN, AKT1, and GATA3, while more than 50% of ILC harbor mutations in ERBB2, ESR1, FGF, or NF1, conferring endocrine therapy resistance. Interestingly, BRCA1 mutations are less frequent in ILC than in IDC, with similar frequencies of BRCA2, TP53, and CHEK2.

The predominant genetic mutation in CDH1 results in loss of expression of the cell-cell adhesion molecule E-cadherin, leading to a "discohesive" morphology of lobular cells. E-cadherin loss is commonly accompanied by abnormal expression of other parts of the cadherin-catenin complex, like membranous B-catenin and cytoplasmic p120-catenin. The characteristic "Indianfile" pattern of infiltration allows tumor cells to move through the extracellular matrix while causing a very little disruption of the underlying anatomic structures which frequently makes ILC difficult to detect through physical examination or imaging studies, like standard mammograms.

Patients with lobular carcinomas are generally diagnosed at a more advanced stage compared with invasive ductal carcinomas, with larger tumor sizes and more frequent lymph node invasion. Because these tumors are more likely hormone receptor positive and HER2 negative, endocrine therapy is the widely preferred therapeutic approach. Combining endocrine treatments with CDK4/6 inhibitors have shown promising results in HR+ breast cancer, in early as well as in a metastatic setting. However, since endocrine resistance is common in estrogen receptor-positive breast cancer, new therapeutic approaches are needed.

Recent studies have found bromodomain and extraterminal (BET) inhibition as well as FGFR inhibition, since ILC is known to have also FGFR-1 mutations causing resistance to BET inhibition, to be a potential therapeutic strategy for endocrine-resistant ILC cases.

Other promising potential therapies rely on the role of mTOR inhibitors since mutations in the PI3K/Akt signaling pathway are the second most common in ILC and acquired resistance to hormonal therapies is linked to PI3K/AKT/mTOR activation. Targeted immune checkpoint inhibitors therapy is also being investigated in a subset of ILC with higher tumor-infiltrating lymphocytes (TILs) and PD-L1 expression. Finaly, since ILCs seem to have a significant number of cases which are now classified as HER2-low the use of antibody drug conjugates needs to be studied in these cases, preferably by designing multicentric randomized control trials.

There is an urgent need to enhance our understanding of the clinicopathological and molecular features of invasive lobular breast cancer subtype with the goal of refining existing classifications and/or identifying potential biomarkers that could ultimately help improve therapeutic outcomes with established and novel therapies.

Conclusively, the ILC less aggressive biological profile (strong hormone receptor positivity, low proliferative activity, lower histological grade) does not reflect a better long-term outcome. ILC overall biological and clinical features entail a cautious diagnostic and therapeutic approach and as mentioned before, the fact that ILC cells spread in single-file patterns rather than forming distinct masses make them difficult to detect.

Digitalization and deep learning (DL) could definitely enhance ILC management. We intend to use a DL model in digitalized pathology slides and genomic data to improve ILC detection, predict recurrence risk, identify novel biomarkers and guide personalized treatments. Indeed, AI-driven models have been applied to whole-slide digital pathology images (WSIs) to predict CDH1 mutations from H\&E-stained slides. Moreover, a novel AI-derived tumour microenvironment risk score has been tested for long-term risk assessment supporting consideration of extended endocrine therapy in patients with ER+/HER2-, node-negative ILC.

Read the detailed description

From 1996 until 2022, 6,918 eligible patients with operable breast cancer of intermediate or high risk of relapse, according to St.Gallen criteria, were treated, within the context of 3 randomized and 5 observational clinical studies with dose-dense sequential adjuvant chemotherapy with epirubicin, cyclophosphamide, taxane (only one arm in HE_10/97 did not include a taxane) and "intensified" CMF. Adjuvant hormonal and radiation treatment were administered, as indicated.

IHC and FiSH data from patients enrolled in three randomized phase III trials conducted by the Hellenic Cooperative Oncology Group (HeCOG) (HE 10/97, HE 10/00, HE 10/05), a feasibility study (HE 10/04) and in four observational studies (HE 10/08, HE 10/10, HE10/13, HE10A/13) will be retrospectively reviewed.

All patients have signed a study-specific written informed consent before randomization, consenting for the trial and permitting the use of their biological material for future research purposes. All studies were conducted in accordance with the Declaration of Helsinki.

Tumor material is examined mainly on tissue microarrays (TMA). Although, there is a HER2 assessment from local pathology laboratories, all tumors are re-evaluated centrally for ER, PgR and HER2 in the laboratory of Molecular Oncology according to ASCO/CAP guidelines. Tumors are subtyped with immunohistochemistry (IHC4) for ER, PgR, HER2 and Ki67. FISH is performed for the assessment of HER2 gene status. IHC for EGFR and CK5 is used for the classification of basal-like tumors; the expression of CD8 on TILs is also evaluated. Moreover, we investigate the mutational profile of Greek women with breast cancer, via the application of DNA Next Generation Sequencing (NGS) technologies, relative also to patient outcome. All H\&E and IHC-stained slides will be digitalized for the investigation of the potential of a deep learning-based system for automated biomarker prediction.

Patient demographic, clinicopathological and treatment data are available in all cases.

02

Conditions studied

  • Early-stage Invasive Lobular Breast Carcinoma

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Keywords

  • ILC
  • AI
03

In context

Carcinoma, Lobular

69 studies on the registry are indexed under Carcinoma, Lobular; 18 are open to participants now.

This study's enrollment of 3,648 is above the median of 336 across 18 observational studies indexed under Carcinoma, Lobular.

Browse Carcinoma, Lobular studies →

Lead sponsor

Hellenic Cooperative Oncology Group is the lead sponsor of 62 studies on the registry; 6 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
18 Years and older
Sexes eligible
Female
Accepts healthy volunteers
No
Sampling method
Probability sample

Study population

patients with operable breast cancer treated with dds-CT including taxanes and anthracyclines. Adjuvant hormonal and radiation treatment were administered, as indicated

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  • Age 18 and above
  • confirmed BC
  • All treated with dose-dense sequential chemotherapy (dds-CT)
  • Tumor tissue specimen (FFPE) availability

Exclusion criteria

Exclusion Criteria:

  • not adequate, and unsuitable tissue for IHC, FISH, NGS analysis
Terms in these criteria, in plain language(2)

Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.

Histologically or cytologically confirmed

The diagnosis was confirmed by looking at a sample under a microscope: tissue from a biopsy or surgery (histology), or cells from a fluid or needle sample (cytology).

Your pathology report is the document that shows this.

Adjuvant and neoadjuvant

Neoadjuvant treatment is given before the main treatment (usually surgery), often to shrink a tumour. Adjuvant treatment is given after it, to lower the chance of the cancer coming back.

05

Study design

Observational model
Cohort
Time perspective
Retrospective
Enrollment
3,648 participants (actual)
Patient registry
No
06

What researchers measure

Primary outcomes

  1. Overall Survival (OS)

    Correlation of genetic and molecular biomarkers with OS. OS is defined as the time from diagnosis or surgery to death from any cause.

    Time frame: Time from study entry to death from any cause, assessed up to 120 months

  2. Progression-free survival (PFS)

    Correlation of genetic and molecular biomarkers with PFS, with PFS defined as the time from enrollment to disease progression or death

    Time frame: Time from study entry to first recurrence (local, regional, distant) or death from any cause, whichever comes first, assessed up to 120 months

Secondary outcomes

  1. Evaluation of AI-predictive algorithm

    Evaluation of the efficiency of the AI-predictive algorithm, by determining key metrics such as sensitivity and specificity

    Time frame: Through study completion, 2 years

07

Study locations

1 site
  • Hellenic Cooperative Oncology Group (HeCOG)
    Athens, Greece
08

References and documents

Publications

  • Zagouri F, Koliou GA, Dimitrakopoulos F, Papadimitriou C, Binas I, Koutras A, Papakostas P, Markopoulos C, Venizelos V, Xepapadakis G, Andrikopoulou Alpha, Karanikiotis C, Psyrri A, Bafaloukos D, Kosmidis P, Aravantinos G, Res E, Mauri D, Koumarianou A, Petraki K, Tsipoura A, Pectasides D, Gogas H, Fountzilas G. Dose-dense sequential adjuvant chemotherapy in the trastuzumab era: final long-term results of the Hellenic Cooperative Oncology Group Phase III HE10/05 Trial. Br J Cancer. 2022 Sep;127(4):695-703. doi: 10.1038/s41416-022-01846-y. Epub 2022 May 24. PubMed 35610366 ↗
  • Yu B, Yan L, Wang H, Yang J, Yang J. Invasive lobular carcinoma of the breast: metastatic patterns and treatment modalities-a review. Front Oncol. 2025 Sep 26;15:1631670. doi: 10.3389/fonc.2025.1631670. eCollection 2025. PubMed 41079065 ↗
  • Walsh L, Haley KE, Moran B, Mooney B, Tarrant F, Madden SF, Di Grande A, Fan Y, Das S, Rueda OM, Dowling CM, Vareslija D, Chin SF, Linn S, Young LS, Jirstrom K, Crown JP, Bernards R, Caldas C, Gallagher WM, O'Connor DP, Ni Chonghaile T. BET Inhibition as a Rational Therapeutic Strategy for Invasive Lobular Breast Cancer. Clin Cancer Res. 2019 Dec 1;25(23):7139-7150. doi: 10.1158/1078-0432.CCR-19-0713. Epub 2019 Aug 13. PubMed 31409615 ↗
  • Pareja F, Dopeso H, Wang YK, Gazzo AM, Brown DN, Banerjee M, Selenica P, Bernhard JH, Derakhshan F, da Silva EM, Colon-Cartagena L, Basili T, Marra A, Sue J, Ye Q, Da Cruz Paula A, Yeni Yildirim S, Pei X, Safonov A, Green H, Gill KY, Zhu Y, Lee MCH, Godrich RA, Casson A, Weigelt B, Riaz N, Wen HY, Brogi E, Mandelker DL, Hanna MG, Kunz JD, Rothrock B, Chandarlapaty S, Kanan C, Oakley J, Klimstra DS, Fuchs TJ, Reis-Filho JS. A Genomics-Driven Artificial Intelligence-Based Model Classifies Breast Invasive Lobular Carcinoma and Discovers CDH1 Inactivating Mechanisms. Cancer Res. 2024 Oct 15;84(20):3478-3489. doi: 10.1158/0008-5472.CAN-24-1322. PubMed 39106449 ↗
  • Dossus L, Benusiglio PR. Lobular breast cancer: incidence and genetic and non-genetic risk factors. Breast Cancer Res. 2015 Mar 13;17:37. doi: 10.1186/s13058-015-0546-7. PubMed 25848941 ↗
  • Biglia N, Mariani L, Sgro L, Mininanni P, Moggio G, Sismondi P. Increased incidence of lobular breast cancer in women treated with hormone replacement therapy: implications for diagnosis, surgical and medical treatment. Endocr Relat Cancer. 2007 Sep;14(3):549-67. doi: 10.1677/ERC-06-0060. PubMed 17914088 ↗
  • Batra H, Mouabbi JA, Ding Q, Sahin AA, Raso MG. Lobular Carcinoma of the Breast: A Comprehensive Review with Translational Insights. Cancers (Basel). 2023 Nov 20;15(22):5491. doi: 10.3390/cancers15225491. PubMed 38001750 ↗
  • Spathas N, Goussia AC, Koliou GA, Gogas H, Zagouri F, Batistatou A, Charchanti AV, Papoudou-Bai A, Bobos M, Chrisafi S, Chatzopoulos K, Kostopoulos I, Koletsa T, Arapantoni P, Pectasides D, Galani E, Koutras A, Zarkavelis G, Saloustros E, Bafaloukos D, Karanikiotis C, Bompolaki I, Aravantinos G, Psyrri A, Razis E, Koumarianou A, Res E, Linardou H, Fountzilas G. Association between CD8+ Tumor Infiltrating Lymphocytes and the Clinical Outcome of Patients with Operable Breast Cancer Treated with Adjuvant Dose-Dense Chemotherapy-A 10 Year Follow-Up Report of a Hellenic Cooperative Oncology Group Observational Study. Cancers (Basel). 2022 Nov 16;14(22):5635. doi: 10.3390/cancers14225635. PubMed 36428728 ↗
  • Papadimitriou CA, Papakostas P, Timotheadou E, Aravantinos G, Bamias A, Fountzilas G. Adjuvant dose-dense sequential chemotherapy with epirubicin, CMF and weekly paclitaxel in patients with resected high-risk breast cancer: a Hellenic Cooperative Oncology Group (HeCOG) study. Cancer Invest. 2008 Jun;26(5):491-8. doi: 10.1080/07357900701829785. PubMed 18568771 ↗
  • Gogas H, Dafni U, Karina M, Papadimitriou C, Batistatou A, Bobos M, Kalofonos HP, Eleftheraki AG, Timotheadou E, Bafaloukos D, Christodoulou C, Markopoulos C, Briasoulis E, Papakostas P, Samantas E, Kosmidis P, Stathopoulos GP, Karanikiotis C, Pectasides D, Dimopoulos MA, Fountzilas G. Postoperative dose-dense sequential versus concomitant administration of epirubicin and paclitaxel in patients with node-positive breast cancer: 5-year results of the Hellenic Cooperative Oncology Group HE 10/00 phase III Trial. Breast Cancer Res Treat. 2012 Apr;132(2):609-19. doi: 10.1007/s10549-011-1913-4. Epub 2011 Dec 21. PubMed 22187126 ↗
  • Fountzilas G, Pectasides D, Christodoulou C, Timotheadou E, Economopoulos T, Papakostas P, Papadimitriou C, Gogas H, Efstratiou I, Skarlos D. Adjuvant dose-dense sequential chemotherapy with epirubicin, CMF, and weekly docetaxel is feasible and safe in patients with operable breast cancer. Med Oncol. 2006;23(4):479-88. doi: 10.1385/MO:23:4:479. PubMed 17303906 ↗
  • Fountzilas G, Dafni U, Papadimitriou C, Timotheadou E, Gogas H, Eleftheraki AG, Xanthakis I, Christodoulou C, Koutras A, Papandreou CN, Papakostas P, Miliaras S, Markopoulos C, Dimitrakakis C, Korantzopoulos P, Karanikiotis C, Bafaloukos D, Kosmidis P, Samantas E, Varthalitis I, Pavlidis N, Pectasides D, Dimopoulos MA. Dose-dense sequential adjuvant chemotherapy followed, as indicated, by trastuzumab for one year in patients with early breast cancer: first report at 5-year median follow-up of a Hellenic Cooperative Oncology Group randomized phase III trial. BMC Cancer. 2014 Jul 15;14:515. doi: 10.1186/1471-2407-14-515. PubMed 25026897 ↗
  • Fountzilas G, Skarlos D, Dafni U, Gogas H, Briasoulis E, Pectasides D, Papadimitriou C, Markopoulos C, Polychronis A, Kalofonos HP, Siafaka V, Kosmidis P, Timotheadou E, Tsavdaridis D, Bafaloukos D, Papakostas P, Razis E, Makrantonakis P, Aravantinos G, Christodoulou C, Dimopoulos AM. Postoperative dose-dense sequential chemotherapy with epirubicin, followed by CMF with or without paclitaxel, in patients with high-risk operable breast cancer: a randomized phase III study conducted by the Hellenic Cooperative Oncology Group. Ann Oncol. 2005 Nov;16(11):1762-71. doi: 10.1093/annonc/mdi366. Epub 2005 Sep 7. PubMed 16148021 ↗
  • Dimitrakopoulos FI, Goussia A, Koliou GA, Dadouli K, Batistatou A, Kourea HP, Bobos M, Arapantoni-Dadioti P, Tzaida O, Koletsa T, Chrisafi S, Sotiropoulou M, Papoudou-Bai A, Nicolaou I, Charchanti A, Mauri D, Aravantinos G, Binas I, Res E, Psyrri A, Pectasides D, Bafaloukos D, Koumarianou A, Bompolaki I, Rigakos G, Karanikiotis C, Koutras A, Zagouri F, Gogas H, Fountzilas G. Ten-year clinical outcome, toxicity and compliance of dose-dense sequential adjuvant administration of cyclophosphamide & epirubicin followed by docetaxel in patients with early breast cancer: A hellenic cooperative oncology group observational study (HE 10/10) with concurrent investigation of significance of tumor infiltrating lymphocytes. Breast. 2024 Feb;73:103668. doi: 10.1016/j.breast.2023.103668. Epub 2023 Dec 25. PubMed 38176305 ↗

Individual participant data

Plan to share: No

09

Timeline

1 registry update since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reached

Ran from Dec 1996 to primary completion in Jul 2026, 355 months.

How these figures are worked out, and which studies are left out of them.

Registered
Sep 21, 2026
First posted
Sep 25, 2026
StartActual
Dec 10, 1996
Primary completionActual
Jul 13, 2026
CompletionActual
Jul 13, 2026
Last update
Sep 25, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
Registered
First appeared on the registry. No changes since
Sep 25, 2026
Show all 1 update
  1. Sep 25, 2026
    First appeared on the registry

From the registry record's own update history. This site started tracking changes on Sep 25, 2026; for anything earlier, see the record history on ClinicalTrials.gov ↗

10

Registry details

Key details

Study ID
NCT07842055
Lead sponsor
Hellenic Cooperative Oncology Group
Responsible party
Sponsor
First posted
Sep 25, 2026
Start date
Dec 10, 1996
Primary completion
Jul 13, 2026
Completion
Jul 13, 2026
Last update
Sep 25, 2026

Oversight

Data monitoring committee
No
FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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This study is completed, as verified in Sep 2026. You cannot join it, but the record below documents what was studied.

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Discussion

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