The management of stage II supradiaphragmatic Hodgkin's disease at St. Bartholomew's Hospital. A retrospective review of 114 previously untreated patients over 14 years

Artificial intelligence in radiation oncology

Artificial intelligence (AI) has the potential to fundamentally alter the way medicine is practised. AI platforms excel in recognizing complex patterns in medical data and provide a quantitative, rather than purely qualitative, assessment of clinical conditions. Accordingly, AI could have particularly transformative applications in radiation oncology given the multifaceted and highly technical nature of this field of medicine with a heavy reliance on digital data processing and computer software. Indeed, AI has the potential to improve the accuracy, precision, efficiency and overall quality of radiation therapy for patients with cancer. In this Perspective, we first provide a general description of AI methods, followed by a high-level overview of the radiation therapy workflow with discussion of the implications that AI is likely to have on each step of this process. Finally, we describe the challenges associated with the clinical development and implementation of AI platforms in radiation oncology and provide our perspective on how these platforms might change the roles of radiotherapy medical professionals.

Infradiaphragmatic versus supradiaphragmatic Hodgkin lymphoma: a retrospective review of 1114 patients

Infradiaphragmatic Hodgkin lymphoma (IDH) accounts for 4-13% of cases of stage I-II Hodgkin lymphoma (HD). It has been associated with distinct pre-treatment characteristics and outcomes when compared with supradiaphragmatic HD (SDH). The comparison of IDH vs SDH can only be made in early and intermediate stages (I-II), such a comparison is not possible for advanced stages (III-IV). This study retrospectively compared two groups of 1013 patients with stage I-II SDH and 101 patients with IDH (10%). These two sub-groups of patients were treated in 1988-1993 in 2 prospective randomized clinical trials in Germany for early and intermediate stages of Hodgkin lymphoma. IDH-patients were older (median 39 vs 31 years; p < 0.001), predominantly male (73% vs 52%; p < 0.001) and more often had involvement of 3 lymph node areas (LNA) (80% vs 55%; p < 0.001). Histology in IDH was more likely to be mixed cellularity (46.5% vs 23.6%, p < 0.001) or lymphocyte predominant (20 vs 10%, p = 0.003) and less likely nodular sclerosis (25% vs 63%, p < 0.001). In early-stage unfavorable disease, IDH was associated with a higher treatment failure rate (unadjusted hazard ratio 2, 95% CI, 1.3-3.4; p = 0.003). After controlling for age, sex, stage, histology, B-symptoms and involvement of 3 LNA, the adjusted hazard ratio was 1.25 (95% CI, 0.65-2.4; p = 0.51) so that IDH was no longer associated with a statistically significant treatment failure rate. Poorer outcomes with IDH as compared to SDH are attributable to its association with known adverse prognostic risk factors, but IDH, in itself, is not an independent adverse prognostic factor for treatment failure or survival.

Current treatment of Hodgkin's disease

In spite of the fact that Hodgkin's disease (HD) remains still an enigma its management and treatment yield a cure rate of about 80% of all patients. However, this management has two limits: on one side favourable cases which should not be overtreated because of unacceptable side-effects, and on the other side very unfavourable cases which should be treated differently because of a very high rate of failure and/or relapse. Then it becomes necessary to precise as thoroughly as possible these two limits in order to choose the adequate treatment for the patient. Prognostic factors based on patient and disease characteristics allow a relatively exact classification of favourable and unfavourable cases. This distinction in two prognostic groups has therapeutic implications in terms of chemotherapy (regimen, duration) and radiotherapy (extension, doses). Other specific situations have to be considered, e.g. pediatric cases, pregnancy, old age and HIV-infected patients who need an adapted management according to very different situations.

Radiotherapy considerations in patients with Hodgkin's disease who receive mediastinal radiotherapy and anthracycline-containing chemotherapy

Recent clinical work in breast cancer patients has demonstrated that increasing the cardiac volume encompassment within radiotherapy portals leads to greater cardiac morbidity. In Hodgkin's disease, anthracycline chemotherapy is currently favoured, although mantle radiotherapy after anthracycline chemotherapy carries enhanced cardiac toxicity risks. Where anthracycline-based chemotherapy has produced a good response, with centripetal shrinkage of mediastinal disease, considerable cardiac protection is afforded by subcarinal blocking, either after a specific radiation dose or even by truncating the radiation portal in the subcarinal region from the outset. In the eight patients presented here, standard mantle blocks screened 35% (+/-3.2 SE) of the cardiac volume, particularly the left ventricle, throughout radiotherapy. Subcarinal blocks screened an increasing proportion of the cardiac volume as the spinal level of the blocks became higher. This was shown to occur most steeply over the spinal level D9 to D7, the mean extracardiac volume protection over this range being 21% (+/-3.7% SE) to 56% (+/-4.1% SE). These cardiac protection data were calculated for other block placement levels. The routine adoption of subcarinal/ cardiac blocking is advocated, particularly in conjunction with anthracycline-based chemotherapy, in an attempt to reduce late cardiac morbidity resulting from chemoradiotherapy for Hodgkin's disease.

Management of stage II Hodgkin's disease: 15 years experience at St. Bartholomew's Hospital

One hundred seventy-seven consecutive patients with newly diagnosed stage II Hodgkin's disease (HD) (supradragmatic 157; infra diaphragmatic 20) were treated at St. Bartholomew's Hospital on the basis of pathologic stage (PS) in 84 (IIA 69; IIB 15) and clinical stage (CS) in 93 (IIA 33, IIB 60) between January 1968 and December 1984. The median follow up is 13 years. Overall, complete remission (CR) was achieved in 143 patients (75%) of whom 53 have had a recurrence. One hundred twenty-seven patients remain alive, the cumulative predicted survival at 15 yrs being 70%. Mantle radiotherapy was prescribed to 88 patients with supradiaphragmatic HD, of whom 75 entered CR and 9 achieved good partial remission (GPR) (95%). The duration of remission correlated strongly with ESR (greater than 50 mm/h) and mediastinal thoracic ratio (less than 33% vs. greater than 33%) in a multivariate analysis (p = 0.05 and 0.02, respectively). 46/88 patients remain in continuous first remission, the median duration of remission having not reached at 15 years. Combined modality therapy or chemotherapy alone was prescribed to 69 patients with supradiaphragmatic HD, CR being achieved in 51 patients and GPR in 8 at the completion of all therapy. 48/59 patients continue in first remission. The duration of remission of patients receiving combined modality therapy or CT alone was significantly longer (p = 0.002) than that of patients receiving RT alone, in spite of the fact that the former group comprised predominantly of patients with unfavourable features.(ABSTRACT TRUNCATED AT 250 WORDS)

Three-dimensional photon treatment planning for Hodgkin's disease

A multi-institutional study was undertaken using computerized planning systems to develop three-dimensional (3-D) radiotherapy plans for Hodgkin's disease (H.D.). Two patients, the first afflicted with bulky stage II disease and another one with early stage I H.D., were studied. Three main categories of plan were produced for each patient: a) a traditional plan which modelled a conventional mantle treatment on the 3-D system, b) a 3-D standard plan where anterior and posterior fields were designed to cover 3-D target volumes, and c) a 3-D unconstrained plan where innovational techniques were employed. Three-dimensional planning provides information about the dose distribution throughout the large volume irradiated in patients with H.D. that is not available with conventional mantle planning. The use of 3-D techniques resulted in improved tumor coverage, but by allowing for uncertainties such as motion, the doses to normal tissues tended to be higher. The use of unorthodox beam arrangements introduced added complexities, and further increased the lung doses. The most even dose distributions were obtained by incorporating compensating filters into anterior fields. Clinicians showed wide variations in their assessment of the plans, possible reasons for which are addressed in this paper. In addition, calculated probabilities from models of tumor control and normal tissue damage are also presented.

Chemotherapy of Hodgkin's disease

An overall perspective of chemotherapy for Hodgkin's disease has been presented with particular emphasis on the treatment options to be considered at each stage of the disease. In 1950, M. Vera Peters ended her paper on the 'radiological' treatment of Hodgkin's disease thus: 'In the light of present knowledge the diagnosis of Hodgkin's disease should not be regarded with despair and the patient treated as incurable.... If a single ray of hope emerges from this analysis, the treatment of the individual concerned is a challenge to the combined efforts of the radiotherapist, the physician and the surgeon' (Peters, 1950). Over the ensuing 40 years, substantial progress has been made, but any further improvement must begin with an increase in the proportion of patients for whom complete remission is achieved. Prospective comparisons of hybrid regimens against standard chemotherapy are in progress and the results of these trials will hopefully answer the question as to which is the optimal regimen in the primary treatment of advanced Hodgkin's disease. The advent of growth factors may allow for an increase in dose intensity, possibly improving the results further. The role of very intensive therapy with autologous bone marrow support remains to be defined and is currently being evaluated in different trial settings. Meanwhile, the quest for alternative, less toxic compounds goes on. The challenge continues.

Tumour burden in early stage Hodgkin's disease: the single most important prognostic factor for outcome after radiotherapy

One hundred and forty-two patients with Hodgkin's disease PS I or II were treated with total or subtotal nodal irradiation as part of a prospective randomized trial in the Danish National Hodgkin Study during the period 1971-83. They were followed till death or--at the time of this analysis--from 15 to 146 months after initiation of therapy. The initial tumour burden of each patient was assessed, combining tumour size of each involved region and number of regions involved. Tumour burden thus assessed proved to be the single most important prognostic factor with regard to disease free survival. Other known prognostic factors such as number of involved regions, mediastinal size, pathological stage, systemic symptoms, and ESR were related to tumour burden and lost their prognostic significance in a multivariate analysis. The only other factors of independent significance were histologic subtype and, to a lesser extent, sex. Combining tumour burden and histologic subtype made it possible to single out a group of patients with a very poor disease free survival. These patients also had a poorer survival from Hodgkin's disease and thus clearly candidates for additional initial treatment.

Second primary malignant neoplasms in patients treated for Hodgkin's disease at St Bartholomew's Hospital

The incidence of second malignant neoplasms (SMN's) was investigated in a group of 529 patients with Hodgkin's Disease (HD) treated at St Bartholomew's Hospital (SBH). SMN's were seen in 27 of these patients giving an incidence rate three and a half times that expected in an age and sex matched normal population (p = much less than 0.001). The incidence rate was higher in those receiving multiple chemotherapy and radiotherapy for relapsed HD compared with those receiving primary radiotherapy, chemotherapy or chemotherapy with adjuvant radiotherapy (p = 0.02). However, the increased incidence rate in those patients treated with chemotherapy on relapse, may reflect in part a delayed effect of their primary therapy, since the incidence rate in the primary treatment group only becomes significantly raised after six years. When allowance was made for this delay the difference between the two groups was no longer significant. The incidence rates for Non-Hodgkin's Lymphoma (NHL) and myelogenous leukaemia were 32 and 57 times those expected, compared with only two and a half times the expected rate for non-haematological SMN's (p = much less than 0.001). The four acute myeloid leukaemias (AML) all occurred within five years of treatment compared to wide-ranging intervals between treatment and occurrence of SMN in the other groups. The increased incidence of NHL may be an alternative expression of lymphoid abnormality rather than a treatment-related occurrence. Multiple SMN's were diagnosed in three patients. This represented a highly significant (p = much less than 0.001) increase over the expected incidence of multiple neoplasia in the general population. Several factors may contribute to the development of SMN's in HD, including an inherent disposition of HD itself. The time-dependent incidence pattern of SMN's with a delay followed by an increased incidence rate, suggests that treatment plays a key role. It is not yet clear whether more intensive, or multiple treatments add to the risk accrued for the initial treatment.

Prognostic significance of tumour burden in Hodgkin's disease PS I and II

94 patients with Hodgkin's disease PS I or II, treated during the period 1969-78 and followed until death, or from 33 to 136 months after initiation of therapy, were analysed. 47 patients had been treated with radiotherapy alone (mantle field irradiation and, in all but 12 cases, irradiation of infradiaphragmatic lymph nodes), while the other 47 had been treated with mantle field irradiation plus 6 cycles of combination chemotherapy (MOPP or an equivalent regimen). Of the patients treated with radiotherapy alone, 13 relapsed whereas only 1 of the patients treated with radiotherapy plus combination chemotherapy relapsed. The initial tumour burden of each patient was estimated, combining tumour size of each involved area and number of sites involved. For patients treated with radiotherapy alone, a large tumour burden singled out the patients destined to relapse more accurately than other prognostic factors including pathological stage, B-symptoms, mediastinal involvement, bulky mediastinal involvement, and number of sites involved.

The management of localized, infradiaphragmatic Hodgkin's disease: experience of a rare clinical presentation at St Bartholomew's Hospital

Between 1969 and 1982, 23 previously untreated patients with Hodgkin's disease (HD) confined to infradiaphragmatic sites were treated at St Bartholomew's Hospital. The distinguishing clinical characteristics of the patient population were a male: female ratio of 20:3. The mean age was 39 years, which was significantly older (P less than 0.05) than the mean age of patients with supradiaphragmatic HD (32 years) referred during the same period. Sixteen patients underwent formal pathological staging while one additional patient underwent a diagnostic laparotomy without splenectomy. The final pre-treatment stages were PS IA: 5; PS IIA: 11; CS IIA: 1; PS IIB: 1; CS IIB 5. Splenic involvement correlated closely with the number of nodal sites involved, being detected in 1/7 patients with one site only compared with 8/9 with more (P less than 0.001). Complete remission (CR) was achieved in 21 (91 per cent) patients: 12/12 following 'inverted Y' radiotherapy (RT) and 9/11 following combination chemotherapy. Twenty patients remain alive and 18 continue without recurrence of HD between 15 months and 12 years. All patients who failed to enter CR or who relapsed had presented with three or more sites of involvement or with constitutional ('B') symptoms. These results confirm the generally good prognosis of this uncommon presentation of HD and also suggest that prognosis is determined by the bulk of disease rather than its precise anatomical localization, provided that appropriate therapy is administered.