[Translated article] Survival Analysis and Prognostic Factors in a Case Series of 148 Cutaneous T-Cell Lymphomas.

BACKGROUND AND OBJECTIVE: Cutaneous T-cell lymphomas (CTCL) such as mycosis fungoides (MF) and Sézary syndrome (SS) are rare lymphomas with varying prognoses. The aim of the study was to describe the survival of a cohort of patients with MF/SS and evaluate the prognostic factors impacting disease survival. MATERIALS AND METHODS: All cases of MF/SS diagnosed from 2008 through 2022 were retrospectively analyzed. The demographic variables, histological parameters, and analytical data were analyzed too. Progression-free survival (PFS) and disease-specific survival (DSS) were calculated. RESULTS: A total of 148 cases were included. A total of 121 (82%) and 27 cases were diagnosed with MF, and SS, respectively. A total of 37 patients (25%) experienced progression at some point disease progression. The median PFS and median DSS were 127 and 135 months, respectively. Age >60 years, diagnosis of SS, the presence of large cell transformation (LCT) at diagnosis, folliculotropism in early stages, high Ki-67 expression, the presence of the clonal T-cell receptor (TCR) in blood, elevated LDH and B2M levels, and advanced stages (IIB, IVA, T3, T4, N3/Nx) were associated with worse prognosis across the entire cohort. CONCLUSIONS: Stage IVA and the presence of LCT at diagnosis stood out as independent factors of unfavorable prognosis. LCT was the variable that most significantly impacted the patients' survival and was closely associated with tumor skin involvement and stage IIB.

Disease characteristics, prognosis, and response to therapy in patients with large-cell transformed mycosis fungoides: A single-center retrospective study.

BACKGROUND: Mycosis fungoides with large-cell transformation (MF-LCT) is associated with an aggressive clinical course, yet data comparing treatment outcomes in MF-LCT are sparse. OBJECTIVE: To compare treatment outcomes and to determine disease prevalence and characteristics associated with survival in MF-LCT. METHODS: A retrospective review was conducted of mycosis fungoides patients from 2012 to 2020 treated at Thomas Jefferson University. Patients with histopathologic diagnosis of MF-LCT were included. Treatment outcomes were assessed by mean changes in the modified Severity Weighted Assessment Tool (mSWAT) and stage. RESULTS: Of 171 patients with mycosis fungoides, 23 (13.4%) had histologic diagnosis of MF-LCT. The overall 5-year survival rate for MF-LCT was 74% and was not significantly associated with sex, age, or initial stage at the time of MF-LCT diagnosis. Brentuximab vedotin showed the greatest mean decrease in mSWAT (-20.53) and stage progression (change in Δ stage: -0.4) in MF-LCT compared to oral bexarotene (ΔmSWAT: +4.51; Δstage: +0.27), skin-directed therapy (ΔmSWAT: -5.93; Δstage: -0.08), and chemotherapy (ΔmSWAT: +4.97; Δstage: +0.85). LIMITATIONS: Single-center retrospective design, and patients often on multiple treatment modalities. CONCLUSIONS: We report superior treatment outcomes for brentuximab vedotin compared to oral bexarotene, skin-directed therapy, and chemotherapy in MF-LCT in both early and advanced disease.

Complete remission of stage IV erythrodermic mycosis fungoides with large cell transformation through combination of pralatrexate and romidepsin followed by allogeneic hematopoietic stem cell transplantation.

We report the case of a 59-year-old woman with stage IV erythrodermic mycosis fungoides (MF) and large cell transformation who, despite failing multiple previous treatments, achieved complete remission through a combination of pralatrexate and romidepsin followed by allogeneic hematopoietic stem cell transplantation (alloSCT). Further studies are needed in focussing on this combined regimen in treating cutaneous T-cell lymphoma (CTCL) and its efficacy as a bridging regimen in facilitating successful alloSCT.

Poikilodermatous mycosis fungoides with CD30-positive large cell transformation successfully treated by brentuximab vedotin.

We present a patient with a 33-year history of poikilodermatous mycosis fungoides (MF) who subsequently developed CD30-positive large cell transformation. After 6 years of conventional MF treatment, side effects of therapy and/or concomitant diseases prevented the previously applied treatment modalities. The CD30-directed antibody-cytotoxic drug conjugate (brentuximab vedotin) was introduced and followed by quick and excellent therapeutic response.

Reflectance confocal microscopy as a new diagnostic tool in transformed mycosis fungoides.

Patients with mycosis fungoides typically experience an indolent disease. In some cases, the disease undergoes a process of large cell transformation which often heralds a more aggressive course with shortened overall survival. In order to rule out large cell transformation, biopsy specimens are often collected from patients with established disease who develop new papules, plaques or tumours. In some cases, multiple biopsies are needed and scar, infection and sampling error can occur. Our aim was to evaluate lesions suggestive of large cell transformation using in vivo reflectance confocal microscopy and to correlate confocal features with histopathologic findings in three patients with biopsy-proven mycosis fungoides who developed new lesions during follow-up. A total of six lesions, two lesions per patient, were examined. Reflectance confocal microscopy demonstrated large bright roundish pleomorphic cells in the epidermis, dermoepidermal junction, dermis and hair follicle in 5 of 6 lesions. The same 5 lesions were confirmed as large cell transformation by histopathology. Dermoepidermal junction obscuration, Pautrier microabscesses, epidermal disarray, spongiosis and dendritic cells were also detected by reflectance confocal microscopy and correlated to histopathology. In conclusion, reflectance confocal microscopy is useful in identifying large cell transformation within mycosis fungoides lesions. Reflectance confocal microscopy can therefore be of value in targeting the biopsy site, thereby reducing the chance of a false-negative histopathological finding.

Total skin electron beam therapy for primary cutaneous T-cell lymphomas: clinical characteristics and outcomes in a Mexican reference center.

AIM: The aim of this study was to assess treatment modalities, treatment response, toxicity profile, disease progression and outcomes in 14 patients with a confirmed diagnosis of primary cutaneous T-cell lymphoma (PCTCL) treated with total skin electron beam therapy (TSEBT). BACKGROUND: Primary cutaneous lymphomas (PCLs) are extranodal non-Hodgkin lymphomas originating in the skin without evidence of extracutaneous disease at diagnosis. Despite advances in systemic and local therapy options, the management of advanced stages remains mostly palliative. MATERIALS AND METHODS: This is a retrospective study of patients with PCTCL, diagnosed and treated in a reference center in Mexico City, analyzing treatment modalities, response to treatment, long-term outcome, and mortality. RESULTS: Eight males (57%) and 6 (43%) females were identified. Most patients were stage IVA (n = 5, 36%) followed by stage IB and IIB (28.5% and 21.4%, respectively). Eleven patients received the low-dose RT scheme (12 Gy), 1 patient, the intermediate-dose RT scheme (24 Gy), and 2 patients, the conventional-dose RT scheme (36 Gy). Mean follow-up time was 4.6 years. At first follow-up examination, 6-8 weeks after radiotherapy, the overall response rate (ORR) for the cohort was 85%. The median PFS for the whole cohort was 6 months. CONCLUSION: This study reinforces the role of TSEBT when compared with other treatment modalities and novel agents. Low-dose TSEBT is now widely used because of the opportunity for retreatment.

Progression of undiagnosed cutaneous lymphoma after anti-tumor necrosis factor-alpha therapy.

BACKGROUND: Cutaneous lymphoma diagnosed after anti-tumor necrosis factor-α therapy (anti-TNF-α) has been reported in the literature, yet a clear link between both events remains elusive. OBJECTIVE: To review our experience with cutaneous lymphoma diagnosed during or after the use of anti-TNF-α therapies. METHODS: This is a multicenter retrospective study and a literature review. RESULTS: A total of 22 cases, including 20 cutaneous T-cell lymphomas (CTCLs) and 2 cutaneous B-cell lymphomas, were identified. In the CTCL group, 75% of the patients received an anti-TNF-α agent for a presumed inflammatory skin condition. Mycosis fungoides and Sézary syndrome were the most common subtypes of CTCL diagnosed. Advanced disease (stage IIB to IVA) was commonly seen at time of diagnosis and required aggressive therapy, including stem cell transplant in 3 patients; 2 patients in whom cutaneous B-cell lymphomas was diagnosed had an indolent course. A total of 31 cases were gathered from a literature search. LIMITATIONS: This is a retrospective study. CONCLUSIONS: Our findings suggest that the disease of most of the identified patients was misdiagnosed as psoriasis or eczema; therefore, a comprehensive morphologic and molecular review of skin biopsy specimens and peripheral blood samples should be considered before initiation of anti-TNF-α therapy in patients with poorly defined dermatitis or atypical presentations of psoriasis.

Tumor-stage mycosis fungoides in palmoplantar localization with large-cell transformation and partial CD30 expression shows complete response to brentuximab vedotin.

Mycosis fungoides in palmoplantar localization (MFPP) is a rare variant of MF that is confined to the hands and feet. Patients commonly receive treatment over many years for suspected palmoplantar dermatitis before the diagnosis is made. Most MFPP patients remain at patch or plaque stage, and often respond to treatment with radiotherapy. Herein, we describe a 77-year-old man who suffered 6 years of hand and foot dermatitis that failed multiple treatments, most notably TNF-α inhibitors and mycophenolate mofetil. He eventually developed a tumor on the hand, which was biopsied to reveal a dense dermal infiltrate of large lymphocytes (CD3+/CD4-/CD8-/TCR-BetaF1+/partial CD30+). A subsequent biopsy of an eczematous patch from his hand revealed an epidermotropic and syringotropic infiltrate comprised of smaller lymphocytes with a concordant immunophenotype and matching clonal peak with TCR gene rearrangement. He was diagnosed with MFPP and started on radiotherapy with a modest response; therefore, a decision was made to start brentuximab vedotin, which resulted in a complete response. MFPP is an exceedingly rare variant of MF that can show large-cell transformation and progress in stage. We highlight a possible association between disease progression and immunosuppressants and the potential role for treatment with brentuximab.

Juvenile mycosis fungoides with large-cell transformation: Successful treatment with psoralen with ultraviolet A light, interferon-alfa, and localized radiation.

Mycosis fungoides with large-cell transformation is historically associated with a poor prognosis. Pediatric cases of mycosis fungoides with large-cell transformation are rare, with only three other cases reported in the literature. We present the first case of a child with almost complete remission of his mycosis fungoides with large-cell transformation shortly after administration of psoralen plus ultraviolet A, interferon-alfa, and localized radiation.

Primary cutaneous T-cell lymphoma (mycosis fungoides and Sézary syndrome): part I. Diagnosis: clinical and histopathologic features and new molecular and biologic markers.

Mycosis fungoides (MF) and Sézary syndrome (SS) comprise approximately 53% of cutaneous lymphomas. Both MF and SS may clinically and histologically mimic benign skin conditions, posing a diagnostic challenge to the dermatologist. Precise clinicopathologic correlation is necessary to support a diagnosis, especially in the early stages of disease. In addition to the identification of histopathologic criteria, ancillary studies, including the identification of CD4(+) T cells with aberrant immunophenotypes and T-cell receptor gene rearrangements within skin lesions and peripheral blood are used to support the diagnosis. Recent studies evaluating the pathogenesis of MF have found that the skin microenvironment, including immune cells, such as dendritic cells and reactive cytotoxic and regulatory T cells, plays a crucial supporting role in MF. The skin-homing ability of malignant T cells is the result of chemokines, cytokines, adhesion molecules, and defective apoptosis, and is believed to play a role in disease pathogenesis and progression. In addition, recent studies have also suggested that MF and SS arise from distinct memory T cell subsets and advanced/erythrodermic MF and SS may be distinguished by identification of certain molecules, including Programmed-Death-1.

CD25+ folliculotropic Sézary syndrome with CD30+ large cell transformation.

Folliculotropic Sézary syndrome is a rare and unique variant of cutaneous T-cell lymphoma (CTCL) characterised by both follicular and leukaemic involvement of mycosis fungoides (MF). It is associated with a more aggressive clinical course and fatal outcomes. Large cell transformation (LCT) of mycosis fungoides/Sézary syndrome is also associated with an aggressive disease course and shortened survival, requiring an intensive therapeutic approach. This report describes a case of folliculotropic Sézary syndrome with CD30+ LCT. Most of the larger lymphocytes in the lesions were positive for CD25, the expression of which is associated with advanced CTCL. In addition, we review the literature on this unusual CTCL and provide evidence that this entity represents a distinct clinicopathological entity occasionally associated with extracutaneous involvement and LCT.

A case-control study of clinicopathologic features, prognosis, and therapeutic responses in patients with granulomatous mycosis fungoides.

BACKGROUND: Granulomatous mycosis fungoides (GMF) is an uncommon variant of mycosis fungoides (MF). OBJECTIVE: We sought to analyze the relative frequency, clinicopathologic characteristics, prognosis, and therapeutic responses of GMF. METHODS: We conducted a retrospective case-control study of patients with GMF and age- and stage-matched patients with classic MF between 1981 and 2012. RESULTS: A total of 27 patients with GMF were identified, representing 6.3% of all patients with MF at our center. Skin manifestations were similar to classic MF having an atypical lichenoid CD4(+) CD8(-) lymphocytic infiltrate with interstitial histiocytes and/or perivascular granulomas with giant cells. Fewer patients with GMF achieved a partial response or complete response with topical (57% vs 83%; P = .002) or ultraviolet light (62% vs 90%; P = .006) therapy. The 5- and 10-year progression-free survival rates were significantly lower in patients with GMF (59% and 33%) compared with patients with classic MF (84% and 56%; P = .02), but overall survival was similar between groups (86% and 72% vs 85% and 85%; P = .54). LIMITATIONS: The retrospective methodology may underestimate the frequency of GMF. The median follow-up time may be too short to detect possible differences in overall survival. CONCLUSION: More frequent disease progression and poorer response to skin-directed therapies were observed in patients with GMF. Our findings may be helpful in selecting the most appropriate treatment for these patients.

Folliculotropic Mycosis Fungoides Is Associated with Decreased PD1 Staining Compared with Classic Mycosis Fungoides.

Programmed cell death protein 1 (PD-1) plays a pivotal role in immune system regulation, with its expression levels linked to malignancy prognosis. However, existing reports on PD-1 staining in mycosis fungoides (MF) present conflicting findings, and little attention has been given to PD-1 staining in different MF variants. To address this, we conducted a retrospective study, employing immunohistochemistry to examine PD-1 expression in cases of folliculotropic MF and non-folliculotropic MF. We analyzed 24 cases of folliculotropic MF and 18 cases of non-folliculotropic MF, and recorded both the percentage of PD-1-labeled tumor cells and the intensity score (negative, weak, medium, or strong). Our results revealed significant disparity in PD-1 labeling between patch/plaque MF and folliculotropic MF (p = 0.028). Non-folliculotropic MF exhibited higher PD-1 labeling in tumor cells (58.3%) compared to folliculotropic MF (40.2%). Notably, there was no significant difference in PD-1 staining between folliculotropic MF and non-folliculotropic MF when both were in the early stage/indolent disease category. However, when considering the tumor stage, folliculotropic MF exhibited PD-1 staining in tumor cells at a rate of 21.1%, while non-folliculotropic MF showed PD-1 staining in tumor cells at a rate of 46.6% (p = 0.005). Additionally, among folliculotropic MF cases, 13 out of 24 cases displayed differing PD-1 expression patterns between epidermal and dermal components, with preserved PD-1 staining in the epidermal component and loss of staining in the dermal component. Furthermore, consistent with the prior literature, tumor cells with large cell transformations exhibited significantly lower PD-1 labeling (p = 0.017). Our findings showcase the unique PD-1 staining patterns in MF.

Immunohistochemical Evidence Linking Interleukin-22 Tissue Expression Levels to FOXP3+ Cells and Neutrophil Densities in the Mycosis Fungoides Microenvironment.

BACKGROUND: Emerging data indicate that the cellular microenvironment and interleukins (IL) play a crucial role in mycosis fungoides (MF). We aimed to explore the potential association between the composition of the cellular microenvironment and the expression of IL-22 and IL-17A in MF skin lesions. METHODS: The study encompassed 16 cases of MF of different stages, for which sufficient skin tissue for immunohistochemistry and frozen tissue for reverse transcription-polymerase chain reaction, both taken from the same lesion, were available. Histological evaluation of eosinophils, neutrophils, CD20+, CD4+, CD8+, FOXP3+, CD56+, and CD1a+ cells was conducted. Additionally, mRNA expression levels of IL-22 and IL-17 mRNA were quantified using reverse transcription-quantitative polymerase chain reaction. SPSS version 28 (IBM Corp., Armonk, NY) was utilized for statistical analysis. RESULTS: Among the cases examined, three were in the patch stage, eight in the plaque stage, and five in the transformation to high-grade large cell lymphoma (t-LCL). B-lymphocytes, neutrophils, and eosinophils were primarily observed in t-LCL cases. IL-22 levels displayed a significant association with IL-17A levels (Pearson's r = 0.961, p < 0.001), FOXP3+ cells (Pearson's r = 0.851, p < 0.001), and neutrophil density (Pearson's r = 0.586, p = 0.014). No correlation was detected between IL-17A levels and the evaluated subtypes of microenvironmental cells. CONCLUSION: The microenvironment of MF lesions with t-LCL is noticeably different from early MF in terms of cellular composition. Histopathological identification of the cellular microenvironment may serve as an indicator of IL-22 tissue levels. These results implicate certain types of cells in IL-22 expression in the MF microenvironment and may contribute to advancing our knowledge on the pathogenesis and progression of the disease.

Brentuximab-vedotin in combination with cyclophosphamide, doxorubicin, prednisolone for the treatment of aggressive CD30-positive cutaneous T-cell lymphomas.

Aggressive CD30-positive cutaneous T-cell lymphomas (CD30+CTCL) are associated with unfavorable prognosis. Anthracycline-based polychemotherapy (CHOP) and brentuximab-vedotin (BV) monotherapy are related to poor outcomes in case of extracutaneous involvement or rapidly-progressing disease. Our objective was to assess the effectiveness of BV + CHP in aggressive CD30+CTCL. We included 7 patients treated with BV + CHP from April 2015 to January 2022: 4 had mycosis fungoides with large-cell transformation, 2 had primary cutaneous anaplastic large-cell lymphoma, and 1 harbored a primary cutaneous aggressive epidermotropic CD8-positive T-cell lymphoma. After a median [IQR] follow-up of 17.2 [13.2-21.0] months, 6/7 patients achieved an ORR lasting ≥4 months. The median [IQR] duration of response was 9.5 [5.9-11.1] months and the median [IQR] progression free survival was 14.9 [11.6-16.4] months. Four patients displayed progression with a median (range) time to next treatment of 15.8 (6.5-16.3) months. Two grade-3 adverse events were reported: febrile neutropenia and thromboembolic event. BV + CHP displayed substantial antitumor activity and favorable safety profile in 7 patients with aggressive CD30+CTCL.

Erythrodermic mycosis fungoides with large cell transformation: An unusual and complicated case.

Mycosis fungoides is the most common cutaneous T-cell lymphoma. It presents a diagnostic challenge due to resemblance with many other dermatologic conditions. The disease typically follows a progression from patches to plaques to skin-based tumors with potential for visceral involvement. Diagnosis is made by clinical presentation and histology. When early diagnosis is made, there is an estimated 88% five-year survival. This report details a 60-year-old Black man diagnosed with stage IIIA mycosis fungoides with a severe degree of cutaneous involvement. This case is unique due to the aggressive large cell transformation and rapid progression to death within 18 months of diagnosis. We highlight the challenge of diagnosing, treating, and monitoring the therapeutic response of mycosis fungoides. Finally, this case calls for a multi-disciplinary approach to treatment and to include mycosis fungoides on the differential diagnosis for patients presenting with a variety of vague, recurrent cutaneous symptoms, especially with patchy dyspigmentation or plaques.

Indolent CD30-Positive Extranodal NK/T Cell Lymphoma with Large Cell Transformation: Case Report and Literature Review.

The nasal type of extranodal natural killer (NK)/T-cell lymphoma (ENKL) is an aggressive form of non-Hodgkin's lymphoma. Although ENKL is most commonly seen in the midline of the nose, face and Waldeyer's ring, it can also occur in the skin, gastrointestinal tract, soft tissues and other parts of the body. Severe ENKL cases are accompanied by hemophagocytosis, with clinical manifestations such as high fever, hepatosplenomegaly, and decreased blood cell count. ENKL at different locations exhibits similar histological features and immunophenotypes, such as a strong affinity for T cell markers CD2 and CD56, cytotoxic molecules, as well as a strong positive for EBER after in situ hybridization. Although indolent ENKL is extremely rare, we hereby present a case study of primary NK/T cell lymphoma in the spinal canal with the initial manifestation of a diffuse growth of small cells, and the survival and recurrence details after 11 years, accompanied by CD30-positive large cell transformation. The patient's condition after treatment has improved and is currently in good health.

Chronic Lymphocytic Leukemia Progression Diagnosis with Intrinsic Cellular Patterns via Unsupervised Clustering.

Identifying the progression of chronic lymphocytic leukemia (CLL) to accelerated CLL (aCLL) or transformation to diffuse large B-cell lymphoma (Richter transformation; RT) has significant clinical implications as it prompts a major change in patient management. However, the differentiation between these disease phases may be challenging in routine practice. Unsupervised learning has gained increased attention because of its substantial potential in data intrinsic pattern discovery. Here, we demonstrate that cellular feature engineering, identifying cellular phenotypes via unsupervised clustering, provides the most robust analytic performance in analyzing digitized pathology slides (accuracy = 0.925, AUC = 0.978) when compared to alternative approaches, such as mixed features, supervised features, unsupervised/mixed/supervised feature fusion and selection, as well as patch-based convolutional neural network (CNN) feature extraction. We further validate the reproducibility and robustness of unsupervised feature extraction via stability and repeated splitting analysis, supporting its utility as a diagnostic aid in identifying CLL patients with histologic evidence of disease progression. The outcome of this study serves as proof of principle using an unsupervised machine learning scheme to enhance the diagnostic accuracy of the heterogeneous histology patterns that pathologists might not easily see.

Targeted Deep Sequencing of Mycosis Fungoides Reveals Intracellular Signaling Pathways Associated with Aggressiveness and Large Cell Transformation.

INTRODUCTION: Large-cell transformation (LCT) of mycosis fungoides (MF) has been associated with a higher risk of relapse and progression and, consequently, restricted prognosis. Its molecular pathogenesis has not been elucidated yet. MATERIALS AND METHODS: In order to address molecular mechanisms of LCT, we performed hybrid capture panel-based sequencing of skin biopsies from 10 patients suffering from MF with LCT versus 17 patients without LCT including follow-up biopsies during clinical course, respectively (51 samples in total). The analyzed patients were attributed to three different groups based on the presence of LCT and clinical behavior. RESULTS: While indolent MF cases without LCT did not show pathogenic driver mutations, a high rate of oncogenic alterations was detected in patients with LCT and aggressive clinical courses. Various genes of different oncogenic signaling pathways, including the MAPK and JAK-STAT signaling pathways, as well as epigenetic modifiers were affected. A high inter-individual and distinctive intra-individual mutation diversity was observed. Oncogenic RAS mutations were exclusively detected in patients with LCT. CONCLUSION: Our data demonstrate that LCT transition of MF is associated with increased frequency of somatic mutations in cancer-associated genes. In particular, the activation of RAS signaling-together with epigenetic dysregulation-may crucially contribute to the molecular pathogenesis of the LCT phenotype, thus conveying its adverse clinical behavior.

Identification of a Distinct miRNA Regulatory Network in the Tumor Microenvironment of Transformed Mycosis Fungoides.

Large cell transformation of mycosis fungoides (LCT-MF) occurs in 20-50% of advanced MF and is generally associated with poor response and dismal prognosis. Although different mechanisms have been proposed to explain the pathogenesis, little is known about the role of microRNAs (miRs) in transcriptional regulation of LCT-MF. Here, we investigated the miR and mRNA expression profile in lesional skin samples of patients with LCT-MF and non-LCT MF using RNA-seq analysis. We found miR-146a and miR-21 to be significantly upregulated, and miR-708 the most significantly downregulated miR in LCT-MF. Integration of miR and mRNA expression profiles revealed the miR-regulated networks in LCT-MF. Ingenuity pathway analysis (IPA) demonstrated the involvement of genes for ICOS-ICOSL, PD1-PDL1, NF-κB, E2F transcription, and molecular mechanisms of cancer signaling pathways. Quantitative real time (qRT)-PCR results of target genes were consistent with the RNA-seq data. We further identified the immunosuppressive tumor microenvironment (TME) in LCT-MF. Moreover, our data indicated that miR-146a, -21 and -708 are associated with the immunosuppressive TME in LCT-MF. Collectively, our results suggest that the key LCT-MF associated miRs and their regulated networks may provide insights into its pathogenesis and identify promising targets for novel therapeutic strategies.