Artificial Intelligence in Brain Tumor Imaging: A Step toward Personalized Medicine.

The application of artificial intelligence (AI) is accelerating the paradigm shift towards patient-tailored brain tumor management, achieving optimal onco-functional balance for each individual. AI-based models can positively impact different stages of the diagnostic and therapeutic process. Although the histological investigation will remain difficult to replace, in the near future the radiomic approach will allow a complementary, repeatable and non-invasive characterization of the lesion, assisting oncologists and neurosurgeons in selecting the best therapeutic option and the correct molecular target in chemotherapy.

Multi-wavelength time domain optical mammography.

A time-resolved optical mammograph operating at 7 wavelengths (637, 683, 785, 832, 905, 916, and 975 nm) in compressed breast geometry was developed. Its clinical application was started on patients bearing malignant and benign lesions. Late gated intensity images are used to obtain information on the spatial distribution of the absorption properties of breast.

Characterization of female breast lesions from multi-wavelength time-resolved optical mammography.

Characterization of both malignant and benign lesions in the female breast is presented as the result of a clinical study that involved more than 190 subjects in the framework of the OPTIMAMM European project. All the subjects underwent optical mammography, by means of a multi-wavelength time-resolved mammograph, in the range 637-985 nm. Optical images were processed by applying a perturbation model, relying on a nonlinear approximation of time-resolved transmittance curves in the presence of an inclusion, with the aim of estimating the major tissue constituents (i.

Time-resolved optical mammography between 637 and 985 nm: clinical study on the detection and identification of breast lesions.

The first time-resolved optical mammograph operating beyond 900 nm was tested in a retrospective clinical study involving 194 patients with malignant and benign lesions, to investigate the diagnostic potential for the detection and characterization of breast lesions. For the first part of the study (101 patients with 114 lesions), the system was operated at 683, 785, 913 and 975 nm. Subsequently, to improve the spectral content of optical images, the number of wavelengths was increased (up to 7) and the spectral range was extended (637-985 nm).

Bulk optical properties and tissue components in the female breast from multiwavelength time-resolved optical mammography.

We present the results of a clinical study about optical properties and bulk composition of the female breast. The clinical study involved more than 150 subjects that underwent optical mammography. A multiwavelength time-resolved mammograph designed to collect time-resolved transmittance images of the breast at different wavelengths in the range 637 to 980 nm is used to this purpose.

Clinical trial of time-resolved scanning optical mammography at 4 wavelengths between 683 and 975 nm.

The first time-resolved optical mammograph operating beyond 900 nm (683, 785, 913, and 975 nm) is presently being used in a clinical trial to test the diagnostic potential of the technique in detecting and characterizing breast lesions. Between November 2001 and October 2002, 101 patients with malignant and benign lesions were analyzed retrospectively. Scattering plots, as derived from a homogeneous model, and late gated intensity images, to monitor spatial changes in the absorption properties, are routinely used.

Do shorter wavelengths improve contrast in optical mammography?

The detection of tumours with time-resolved transmittance imaging relies essentially on blood absorption. Previous theoretical and phantom studies have shown that both contrast and spatial resolution of optical images are affected by the optical properties of the background medium, and high absorption and scattering are generally beneficial. Based on these observations, wavelengths shorter than presently used (680-780 nm) could be profitable for optical mammography.

Four-wavelength time-resolved optical mammography in the 680-980-nm range.

What is to our knowledge the first instrument for time-resolved optical mammography operating at wave-lengths longer than 900 nm has been developed. It is a scanning system that relies on the acquisition of time-resolved transmittance curves at 683, 785, 912, and 975 nm, with a total measurement time of approximately 5 min for an entire image. Breast structures and lesions can be discriminated based on the different absorption and scattering properties at the four wavelengths, which reflect different contributions of oxyhemoglobin, deoxyhemoglobin, water, and lipids, as well as distinct structures.

Use of a nonlinear perturbation approach for in vivo breast lesion characterization by multiwavelength time-resolved optical mammography.

A novel nonlinear perturbation model was successfully applied to the in vivo characterization of breast lesions (cysts and tumors) after detection by multi-wavelength time-resolved optical mammography. The model relies on the method of Padé approximants and consists in a nonlinear approximation of time-resolved transmittance curves in the presence of an inclusion. Tissue constituents (blood volume, blood oxygen saturation, lipids and water content) were estimated for both the bulk and the lesion areas.

Multifocal osteosarcoma as second tumor after childhood retinoblastoma.

We present a case of multifocal osteosarcoma (MFOS) arising 11.5 years after successful treatment of bilateral retinoblastoma. The clinical, imaging and pathological findings at onset, after therapy, and during follow-up are described.

[Non-invasive lymphatic staging of lung neoplasms: comparative study with computerized tomography and endoscopic ultrasonography].

Introduction: A prospective comparative study with pathology was performed at the National Cancer Institute, Milan, to assess the clinical value of Computed Tomography (CT) and endoscopic ultrasound (EUS) for nodal staging in lung cancer.

Material And Methods: In three years, 71 patients with histological diagnosis of non-small-cell lung cancer were operated on. They underwent CT and EUS examinations to identify mediastinal lymphadenopathies after major nodal involvement had been excluded by chest X-ray.

The minimal effective exemestane dose for endocrine activity in advanced breast cancer.

Phase I studies have demonstrated that exemestane, an irreversible oral aromatase inhibitor, is able to suppress circulating oestrogen levels. In our previous experience, doses ranging from 2.5 to 25 mg induced a similar suppression of oestrogens.

Langerhans cell histiocytosis mimicking malignancy: a radiological appraisal.

Aims: To analyze the radiologic characteristics, clinical course and long-term follow-up of 7 radiologically uncommon pediatric cases of Langerhans cell histiocytosis and to identify prognostic factors related to imaging patterns.

Methods: The clinical records and complete imaging data of 75 patients with LCH diagnosed and treated at the National Cancer Institute of Milan between January 1975 and December 1993 were analyzed, and 43 cases presenting as unifocal bone lesions were identified. The plain film, computed tomography and magnetic resonance characteristics enabled the identification of 7 radiologically aggressive and rapidly progressive cases, which were analyzed at presentation and during follow-up.

Comparative effects of granulocyte-macrophage colony-stimulating factor and granulocyte colony-stimulating factor after high-dose cyclophosphamide cancer therapy.

Purpose: We compared hematologic and clinical effects of granulocyte-macrophage colony-stimulating factor (GM-CSF) and granulocyte colony-stimulating factor (G-CSF) after treatment with high-dose cyclophosphamide (HD-CTX, 7 g/m2), given as the first phase of a high-dose sequential chemotherapy program that includes a myeloablative therapy with mobilized progenitor cell autografting.

Patients And Methods: Forty-nine consecutive patients with non-Hodgkin's lymphoma, Hodgkin's disease, or poor-prognosis breast cancer received GM-CSF (n = 27) or G-CSF (n = 22) after HD-CTX in two consecutive, nonrandomized studies. Cytokines were administered in continuous intravenous (i.

Non-small-cell lung cancer: detection of mediastinal lymph node metastases by endoscopic ultrasound and CT.

In this prospective study endoscopic ultrasound (EUS) and computed tomography (CT) were evaluated to compare diagnostic accuracy of the two methods. They were performed for nodal staging in selected patients admitted to our institution for non-small-cell lung cancer (NSCLC). From February 1992 to July 1993, 45 patients were recruited for the study when N3 and N2 nodal involvement were excluded on standard chest X-ray.

Conventional radiographic follow-up in the irradiated lung.

Aims: To highlight the different changes induced in lung tissues by various forms of radiotherapy (RT) according to tumor site and type.

Methods: A retrospective analysis of the roentgenographic evaluation of and long-term follow-up data on 2375 patients who received RT for various intrathoracic and extrathoracic tumors at the National Cancer Institute of Milan.

Results: The iconographic patterns of post-RT changes, grouped by site and type of tumor and RT procedure and described in detail, afford deeper insight into a little-known area of lung pathology.

Radiobiologic and pathologic characteristics of the irradiated lung and roentgenographic aspects.

Aims: Experimental radiobiologic factors help to better understand and interpret the development of radiographic alterations in lung tissues due to radiant treatments. In this paper the authors summarize the radiologic factors and technical bases about radiotherapy of the lung.

Methods: The conventional radiologic iconography has been examined in a large series of patients (n = 2151) with iatrogenic pulmonary lesions determined by various types of antineoplastic radiant treatments at the Istituto Nazionale Tumori of Milan.

Adrenal gland metastasis in osteogenic osteosarcoma. A radiological case report.

Adrenal gland metastases from osteogenic sarcoma are rare and an unusual pattern of relapse. The recognition of solitary metastases, particularly when located in uncommon sites is very important for subsequent treatment. The authors describe the radiological features of an adrenal metastases from osteogenic sarcoma.

[Current role of conventional tomography in the staging of pulmonary neoplasms. Reflections based on the comparison of tomography-magnetic resonance in 81 cases].

The preoperative conventional tomographic and Magnetic Resonance images were reviewed of 81 patients affected with bronchogenic carcinoma; all patients underwent surgery 1986 to 1988. Radiological findings were compared with surgical and pathological results to evaluate the actual role of conventional tomography in the staging of bronchogenic carcinoma. MR Imaging proved to be more useful in the evaluation of mediastinal and hilar lymph nodes.

Long-term tolerability of fenretinide (4-HPR) in breast cancer patients.

A group of 53 patients initially participating in a phase I trial with the synthetic retinoid fenretinide was assessed for the long-term tolerability of this compound. The patients were evaluated after 42 months of drug intake at a dose of 200 mg/day, including a 3-day drug interruption at the end of each month, by the following examinations: a dermatological visit; an ophthalmological evaluation including an ophthalmological questionnaire and an electroretinogram (ERG); a study on blood chemistry and plasma retinol levels; a study on bone densities and on skeletal X-rays; and finally a psychological evaluation including various tests for anxiety, depression and overall mood. The results show that prolonged administration of fenretinide is well tolerated.

[Postoperative radiologic follow-up of rectocolonic anastomoses. The visualization of fistulous passages after evacuation].

The early postoperative study of colo-rectal anastomoses is a common diagnostic procedure with symptomatic patients which is extended to asymptomatic patients by some authors. Eighty-eight anastomotic fistulas were early diagnosed after intervention in 316 patients who underwent a water-soluble contrast enema. Four out of these fistulas (4.

[Radiographic semeiotics of bone metastasis in thyroid carcinoma].

It's well-known that thyroid malignant cancer often metastatizes to skeletal structures. Analysing a wide casuistry of the National Cancer Institute of Milan, we thought right not only consider most common iconographic findings of these bone metastases, but rarest too. Therefore, we studied many radiological symptoms: osteolysis and its shape; extension in the next soft tissues; absence of the periosteal reaction; some resemblances with other primitive cancer or secondary too and dysplasic focus; the changes after therapy usually give a not univocal interpretation of the pictures regarding these peculiar alterations.

Surgical or radiosurgical failures on cervical lymph nodes in treatment of head and neck cancer.

From a series of 850 patients with head and neck carcinoma and subjected to lymph node dissection, 80 cases of recurrences in the neck have been collected. Postoperative radiotherapy was performed only in cases with metastatic extranodal spread. Of these recurrences, 56 occurred in the area of lymph node dissection, 7 were marginal and 17 were contralateral.