4358fc76088d1c21f3b0d778ffa4a80b 282318.pdf 32d413a169107f62f3d54834f352a46558a33356 282318.pdf 8da7afc648d34229306a9ba554fe69f59fc701e866087a3faf80bf07d9a61188 282318.pdf Title: Combining Molecular, Imaging, and Clinical Data Analysis for Predicting Cancer Prognosis Subject: Cancer is one of the most detrimental diseases globally. Accordingly, the prognosis prediction of cancer patients has become a field of interest. In this review, we have gathered 43 state-of-the-art scientific papers published in the last 6 years that built cancer prognosis predictive models using multimodal data. We have defined the multimodality of data as four main types: clinical, anatomopathological, molecular, and medical imaging; and we have expanded on the information that each modality provides. The 43 studies were divided into three categories based on the modelling approach taken, and their characteristics were further discussed together with current issues and future trends. Research in this area has evolved from survival analysis through statistical modelling using mainly clinical and anatomopathological data to the prediction of cancer prognosis through a multi-faceted data-driven approach by the integration of complex, multimodal, and high-dimensional data containing multi-omics and medical imaging information and by applying Machine Learning and, more recently, Deep Learning techniques. This review concludes that cancer prognosis predictive multimodal models are capable of better stratifying patients, which can improve clinical management and contribute to the implementation of personalised medicine as well as provide new and valuable knowledge on cancer biology and its progression. Keywords: cancer; survival analysis; prognosis prediction; patient risk stratification; multimodal data; data integration; Artificial Intelligence; machine learning Author: Barbara Lobato-Delgado, Blanca Priego-Torres and Daniel Sanchez-Morillo Creator: LaTeX with hyperref Producer: pdfTeX-1.40.21 CreationDate: Thu Jun 30 11:17:04 2022 CEST ModDate: Tue Jul 5 06:33:35 2022 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 26 Encrypted: no Page size: 595.276 x 841.89 pts (A4) Page rot: 0 File size: 532967 bytes Optimized: no PDF version: 1.7 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- CIQLLF+VnURWPalladioL Type 1 Custom yes yes no 10 0 XECXVK+URWPalladioL-Bold Type 1 Custom yes yes no 15 0 CESWGA+URWPalladioL-Roma Type 1 Custom yes yes no 20 0 ANNRCN+URWPalladioL-Ital Type 1 Custom yes yes no 24 0 LCJEVJ+TimesNewRomanPS-BoldItalicMT Type 1C WinAnsi yes yes no 43 0 JSYYNR+Dingbats Type 1 Builtin yes yes no 86 0 WCBGZO+EURM10 Type 1 Builtin yes yes no 109 0 RLNFTS+EURM5 Type 1 Builtin yes yes no 113 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2023-10-10 02:23:16 CEST RepresentationInformation: 282318.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-10-09 12:51:36 CEST Size: 532967 Format: PDF Version: 1.7 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 1258 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseNone Outlines: Item: Title: Introduction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@262b2c86 Item: Title: Methods Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@371a67ec Item: Title: Background Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@5ed828d Children: Item: Title: Multimodal Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@50d0686 Children: Item: Title: Overview of Multimodal Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7a3d45bd Item: Title: Clinical Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1e7c7811 Item: Title: Molecular Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@77ec78b9 Item: Title: Image Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1a3869f4 Item: Title: Machine Learning Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@a38d7a3 Children: Item: Title: Model Evaluation and Performance Metrics Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@77f99a05 Item: Title: Dimensionality Reduction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@63440df3 Item: Title: Data Integration Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@3aeaafa6 Item: Title: Results Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@76a3e297 Children: Item: Title: Sample Size and Cancer Type Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4d3167f4 Item: Title: Multimodal Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@ed9d034 Children: Item: Title: Clinical Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6121c9d6 Item: Title: Molecular Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@87f383f Item: Title: Image Data Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4eb7f003 Item: Title: Data Integration Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@eafc191 Item: Title: Predictive Models for Cancer Prognosis Prediction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612fc6eb Children: Item: Title: Conventional Survival Analysis Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1060b431 Item: Title: Machine Learning-Based Approaches Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612679d6 Item: Title: Mixed Approaches Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@11758f2a Item: Title: Data Sources Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@e720b71 Item: Title: Discussion Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1b26f7b2 Item: Title: Conclusions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@491cc5c9 Item: Title: References Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@74ad1f1f Info: Title: Combining Molecular, Imaging, and Clinical Data Analysis for Predicting Cancer Prognosis Author: Barbara Lobato-Delgado, Blanca Priego-Torres and Daniel Sanchez-Morillo Subject: Cancer is one of the most detrimental diseases globally. Accordingly, the prognosis prediction of cancer patients has become a field of interest. In this review, we have gathered 43 state-of-the-art scientific papers published in the last 6 years that built cancer prognosis predictive models using multimodal data. We have defined the multimodality of data as four main types: clinical, anatomopathological, molecular, and medical imaging; and we have expanded on the information that each modality provides. The 43 studies were divided into three categories based on the modelling approach taken, and their characteristics were further discussed together with current issues and future trends. Research in this area has evolved from survival analysis through statistical modelling using mainly clinical and anatomopathological data to the prediction of cancer prognosis through a multi-faceted data-driven approach by the integration of complex, multimodal, and high-dimensional data containing multi-omics and medical imaging information and by applying Machine Learning and, more recently, Deep Learning techniques. This review concludes that cancer prognosis predictive multimodal models are capable of better stratifying patients, which can improve clinical management and contribute to the implementation of personalised medicine as well as provide new and valuable knowledge on cancer biology and its progression. 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Rect: 234, 367, 270, 378 Annotation: Subtype: Link Rect: 132, 345, 170, 355 Annotation: Subtype: Link Rect: 176, 345, 212, 355 Annotation: Subtype: Link Rect: 346, 321, 384, 332 Annotation: Subtype: Link Rect: 390, 321, 426, 332 Annotation: Subtype: Link Rect: 363, 298, 401, 309 Annotation: Subtype: Link Rect: 306, 275, 343, 286 Annotation: Subtype: Link Rect: 223, 253, 261, 263 Annotation: Subtype: Link Rect: 149, 230, 186, 240 Annotation: Subtype: Link Rect: 259, 206, 297, 217 Annotation: Subtype: Link Rect: 360, 183, 398, 194 Annotation: Subtype: Link Rect: 404, 183, 440, 194 Annotation: Subtype: Link Rect: 104, 161, 142, 171 Annotation: Subtype: Link Rect: 148, 161, 184, 171 Annotation: Subtype: Link Rect: 112, 138, 150, 148 Annotation: Subtype: Link Rect: 156, 138, 192, 148 Annotation: Subtype: Link Rect: 292, 114, 330, 125 Annotation: Subtype: Link Rect: 238, 92, 275, 102 Annotation: Subtype: Link Rect: 282, 92, 318, 102 Annotation: Subtype: Link Rect: 262, 69, 300, 79 Page: Sequence: 24 Annotations: Annotation: Subtype: Link Rect: 279, 724, 316, 735 Annotation: Subtype: Link Rect: 464, 701, 501, 712 Annotation: Subtype: Link Rect: 520, 678, 557, 689 Annotation: Subtype: Link Rect: 193, 655, 230, 665 Annotation: Subtype: Link Rect: 183, 620, 221, 631 Annotation: Subtype: Link Rect: 227, 620, 263, 631 Annotation: Subtype: Link Rect: 104, 598, 142, 608 Annotation: Subtype: Link Rect: 148, 598, 184, 608 Annotation: Subtype: Link Rect: 227, 562, 264, 573 Annotation: Subtype: Link Rect: 59, 529, 96, 539 Annotation: Subtype: Link Rect: 278, 493, 316, 504 Annotation: Subtype: Link Rect: 322, 493, 358, 504 Annotation: Subtype: Link Rect: 406, 459, 444, 470 Annotation: Subtype: Link Rect: 241, 424, 279, 435 Annotation: Subtype: Link Rect: 473, 401, 511, 412 Annotation: Subtype: Link Rect: 86, 368, 124, 378 Annotation: Subtype: Link Rect: 450, 344, 487, 355 Annotation: Subtype: Link Rect: 59, 310, 96, 320 Annotation: Subtype: Link Rect: 305, 286, 343, 297 Annotation: Subtype: Link Rect: 349, 286, 385, 297 Annotation: Subtype: Link Rect: 461, 263, 499, 274 Annotation: Subtype: Link Rect: 505, 263, 541, 274 Annotation: Subtype: Link Rect: 395, 240, 432, 251 Annotation: Subtype: Link Rect: 114, 218, 151, 228 Annotation: Subtype: Link Rect: 189, 194, 226, 205 Annotation: Subtype: Link Rect: 232, 194, 268, 205 Annotation: Subtype: Link Rect: 259, 171, 296, 182 Annotation: Subtype: Link Rect: 302, 171, 338, 182 Annotation: Subtype: Link Rect: 399, 148, 436, 159 Annotation: Subtype: Link Rect: 474, 125, 512, 136 Annotation: Subtype: Link Rect: 141, 102, 178, 113 Annotation: Subtype: Link Rect: 394, 79, 432, 90 Page: Sequence: 25 Annotations: Annotation: Subtype: Link Rect: 416, 724, 454, 735 Annotation: Subtype: Link Rect: 460, 724, 496, 735 Annotation: Subtype: Link Rect: 343, 701, 380, 712 Annotation: Subtype: Link Rect: 386, 701, 422, 712 Annotation: Subtype: Link Rect: 411, 678, 448, 689 Annotation: Subtype: Link Rect: 372, 654, 410, 665 Annotation: Subtype: Link Rect: 455, 631, 493, 642 Annotation: Subtype: Link Rect: 225, 609, 262, 619 Annotation: Subtype: Link Rect: 519, 585, 557, 596 Annotation: Subtype: Link Rect: 104, 563, 142, 573 Annotation: Subtype: Link Rect: 118, 540, 155, 550 Annotation: Subtype: Link Rect: 519, 516, 557, 527 Annotation: Subtype: Link Rect: 59, 483, 96, 493 Annotation: Subtype: Link Rect: 442, 459, 480, 470 Annotation: Subtype: Link Rect: 486, 459, 522, 470 Annotation: Subtype: Link Rect: 115, 425, 153, 435 Annotation: Subtype: Link Rect: 159, 425, 195, 435 Annotation: Subtype: Link Rect: 455, 401, 493, 412 Annotation: Subtype: Link Rect: 135, 368, 173, 378 Annotation: Subtype: Link Rect: 179, 368, 215, 378 Annotation: Subtype: Link Rect: 396, 344, 433, 355 Annotation: Subtype: Link Rect: 127, 310, 164, 320 Annotation: Subtype: Link Rect: 423, 263, 460, 274 Annotation: Subtype: Link Rect: 324, 240, 361, 251 Annotation: Subtype: Link Rect: 59, 218, 96, 228 Annotation: Subtype: Link Rect: 102, 218, 138, 228 Annotation: Subtype: Link Rect: 174, 194, 211, 205 Annotation: Subtype: Link Rect: 217, 194, 253, 205 Annotation: Subtype: Link Rect: 398, 171, 436, 182 Annotation: Subtype: Link Rect: 442, 171, 478, 182 Annotation: Subtype: Link Rect: 519, 148, 557, 159 Annotation: Subtype: Link Rect: 59, 138, 95, 148 Annotation: Subtype: Link Rect: 59, 115, 96, 125 Annotation: Subtype: Link Rect: 404, 102, 441, 113 Annotation: Subtype: Link Rect: 447, 102, 483, 113 Annotation: Subtype: Link Rect: 121, 80, 159, 90 Page: Sequence: 26 Annotations: Annotation: Subtype: Link Rect: 59, 724, 96, 735 Annotation: Subtype: Link Rect: 102, 724, 138, 735 Annotation: Subtype: Link Rect: 109, 678, 146, 689 Annotation: Subtype: Link Rect: 334, 654, 372, 665 Annotation: Subtype: Link Rect: 378, 654, 414, 665 Annotation: Subtype: Link Rect: 395, 620, 433, 631 Annotation: Subtype: Link Rect: 439, 620, 475, 631 Checksum: 05d25526 Type: CRC32 Checksum: 4358fc76088d1c21f3b0d778ffa4a80b Type: MD5 Checksum: 32d413a169107f62f3d54834f352a46558a33356 Type: SHA-1