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Briggs et al. J Cancer Metastasis Treat 2021;7:46  https://dx.doi.org/10.20517/2394-4722.2021.84  Page 3 of 13

               PROGNOSTIC BIOMARKERS
               Serum biomarkers, such as ALP, corrected calcium, Hg, LDH, neutrophil count, and platelets have been
                                                                                                [12]
                                                                                 [10]
                                                                                        [11]
               extensively validated as prognostic biomarkers for OS and CSS by MSKCC , CCF , IMDC , Groupe
               Français d'Immunothérapie , International Kidney Cancer Working Group  and others [Table 1,
                                       [14]
                                                                                     [15]
               Supplementary Table 1]. Additional promising serum biomarkers include elevated carbonic anhydrase IX
               (CAIX) being potentially prognostic of improved PFS and OS , while elevated COP-NLR , elevated
                                                                       [16]
                                                                                                [17]
                   [18]
                                                                                          [19]
               CRP , s-TATI , and VEGF  [15,16,20]  may be prognostic for decreased PFS and/or OS . Conflicting or
                            [19]
                                                        [21]
                                                                  [16]
               inconclusive evidence exists regarding Ras p21 , sVEGF-r , TIMP-1 mRNA [16,22] . For example, elevated
               TIMP-1 mRNA has been positively associated with metastasis and OS in one study  but negatively
                                                                                           [22]
                                        [16]
               associated with OS in another .
               Among certain patient populations, mutated alleles that may be prognostic for poorer OS or PFS compared
                                                                                                  [24]
                                                                                       [23]
               to wild type (WT) include loss of function (LOF) mutations or alterations in BAP1 , CDKN2A , CIMP
               /FH , and TERT  [Table 2, Supplementary Table 2]. Limited evidence has linked tumor mutational
                   [24]
                              [23]
               burden (TMB) with poor OS and PFS; however, most has shown no significant association [25-30] . The
               prognostic value of PBRM-1 LOF mutations has proven inconsistent, with some studies reporting longer OS
               or PFS in patients receiving nivolumab [31,32] , but no significant difference in patients receiving everolimus,
               sunitinib, or combination therapy [27,28,32,33] . Limited evidence also suggests that OS may be longer in patients
               with PBRM-1 LOF mutations and pancreatic metastasis than without . Additionally, PBRM-1 LOF
                                                                              [33]
               mutations have been associated with less immunogenic, more angiogenic tumor microenvironments, which
               may portend a worse prognosis . The prognostic value of PBRM-1 mutations as a marker of survival may
                                          [33]
               depend on the specific treatment used. Conflicting or inconclusive evidence exists regarding whether
                                            [28]
               mutated alleles in ERV , mTOR , and VHL  are prognostic for OS or PFS. Finally, SETD2 may be
                                    [25]
                                                       [28]
               associated with metastatic spread to bone .
                                                  [34]
               Expression of single genes and gene expression signatures (GES) may also be prognostic for OS and PFS
               [Table 2, Supplementary Table 2]. Increased expression of ERV has been shown to be prognostic for
               improved PFS [35,36] , while expression of NQO1 has been associated with shorter OS . Expression of DUX4
                                                                                     [24]
               GES has not been shown to be prognostic . The prognostic value of GES IMmotion 150 Angio, IMmotion
                                                  [28]
               150 Myeloid, IMmotion 150 Teff, Renal 101 Immuno, and Renal 101 Angio will be discussed separately,
               along with their predictive value [28,29] .
               Finally, histologic biomarkers have shown prognostic value [Table 2, Supplementary Table 2]. High levels of
               CAIX have a demonstrated association with improved DFS (HR = 0.69, P = 0.01), OS (HR = 0.60, P = 0.01),
               and CSS (HR = 0.69, P = 0.01) ; similarly,  in a separate study, low levels of CAIX were linked to decreased
                                        [21]
               CSS (HR = 3.10, P < 0.001) . Additionally, given the complex interplay between T-cells and RCC cancer
                                      [37]
               cells, the infiltration of various areas of tumors by CD8+ T-cells has been examined. While higher CD8+ T-
               cell density in tumor centers and invasive margins has been associated with improved PFS in patients
               receiving sunitinib, no significant difference was noted amongst patients receiving avelumab plus
                      [28]
               axitinib . On the other hand, macrophage infiltration has been associated with poorer OS and PFS in
               patients receiving anti-angiogenic TKI, though the limited study has examined macrophage infiltration and
               outcomes with other therapies .
                                         [38]
               Overall, we found the strongest consensus for serum levels of CAIX , COP-NLR , CRP , s-TATI , and
                                                                        [16]
                                                                                           [18]
                                                                                    [17]
                                                                                                    [19]
               VEGF [15,16,20] , gene  mutations  in  BAP1 , CDKN2A , CIMP/FH , and  TERT , gene  expression  of
                                                  [23]
                                                             [24]
                                                                                     [23]
                                                                        [24]
               ERV [35,36] , and NQO1 , and histologic expression of CAIX [21,37]  and macrophage infiltration  as prognostic
                                                                                            [38]
                                 [24]
               biomarkers for OS and PFS. Tables 1 and 2, Supplementary Tables 1 and 2 list all identified data depicting
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