{"id":2678,"date":"2025-12-25T19:14:53","date_gmt":"2025-12-25T11:14:53","guid":{"rendered":"http:\/\/www.majunpeng.com\/?p=2678"},"modified":"2025-12-25T19:46:21","modified_gmt":"2025-12-25T11:46:21","slug":"%e5%a4%9a%e5%80%8d%e4%bd%93%e5%9f%ba%e5%9b%a0%e7%bb%84%e4%ba%9a%e5%9f%ba%e5%9b%a0%e7%bb%84%e5%81%8f%e7%a7%bb%e5%88%86%e6%9e%90","status":"publish","type":"post","link":"http:\/\/www.majunpeng.com\/index.php\/2025\/12\/25\/%e5%a4%9a%e5%80%8d%e4%bd%93%e5%9f%ba%e5%9b%a0%e7%bb%84%e4%ba%9a%e5%9f%ba%e5%9b%a0%e7%bb%84%e5%81%8f%e7%a7%bb%e5%88%86%e6%9e%90\/","title":{"rendered":"\u591a\u500d\u4f53\u57fa\u56e0\u7ec4\u4e9a\u57fa\u56e0\u7ec4\u504f\u79fb\u5206\u6790"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2678\" class=\"elementor elementor-2678\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-13504b5 e-flex e-con-boxed e-con e-parent\" data-id=\"13504b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-289c590 elementor-widget elementor-widget-heading\" data-id=\"289c590\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1. \u524d\u8a00<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ded1a6d elementor-widget elementor-widget-text-editor\" data-id=\"ded1a6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f5c\u4e3a\u591a\u500d\u4f53\u72c2\u70ed\u7231\u597d\u8005\u7684\u6211\uff0c\u600e\u4e48\u80fd\u4e0d\u5b66\u4e60\u4e9a\u57fa\u56e0\u7ec4\u504f\u79fb\u5206\u6790\u5462\uff0c\u4eca\u5929\u6b63\u597d\u6765\u590d\u523b\u4e00\u4e0b\u76f8\u5173\u7684\u5206\u6790\u548c\u4e09\u5143\u56fe\u3002\u5728\u8fd9\u4e4b\u524d\u5148\u8bf4\u660e\u4e00\u4e0b\u4e09\u5143\u56fe\u5177\u4f53\u7ed8\u5236\u6807\u51c6\u3002\u9996\u5148\u6211\u4eec\u9884\u5148\u89c4\u5b9a7\u4e2a\u70b9\uff087\u79cd\u60c5\u51b5\uff09\uff0c<\/p><p>&#8220;Balanced&#8221;, 1\/3, 1\/3, 1\/3,<br \/>&#8220;A_dominant&#8221;, 1, 0, 0,<br \/>&#8220;B_dominant&#8221;, 0, 1, 0,<br \/>&#8220;C_dominant&#8221;, 0, 0, 1,<br \/>&#8220;A_suppressed&#8221;, 0, 0.5, 0.5,<br \/>&#8220;B_suppressed&#8221;, 0.5, 0, 0.5,<br \/>&#8220;C_suppressed&#8221;, 0.5, 0.5, 0<\/p><p>\u968f\u540e\u6839\u636e\u4e09\u4e2a\u57fa\u56e0\u7ec4\u7684\u76f8\u5bf9\u8868\u8fbe\u91cf\uff0c\u5206\u522b\u8ba1\u7b97\u8be5\u4e09\u5143\u57fa\u56e0\u548c\u8fd97\u4e2a\u70b9\u7684\u6b27\u5f0f\u8ddd\u79bb\uff0c\u54ea\u4e2a\u8ddd\u79bb\u6700\u77ed\uff0c\u5c31\u88ab\u5f52\u4e3a\u90a3\u79cd\u60c5\u51b5\u3002<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71ef97b elementor-widget elementor-widget-heading\" data-id=\"71ef97b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2. \u5206\u6790<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14bf6d6 elementor-widget elementor-widget-heading\" data-id=\"14bf6d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.1 \u7b5b\u9009\u4e09\u5143\u57fa\u56e0<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-83aa306 elementor-widget elementor-widget-text-editor\" data-id=\"83aa306\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4f55\u4e3a\u4e09\u5143\uff1f\u5176\u5b9e\u5c31\u662f\u6bcf\u4e2a\u4e9a\u57fa\u56e0\u7ec4\u4e2d1 vs 1 vs 1\u7684\u57fa\u56e0\uff0c\u6240\u4ee5\u4f7f\u7528orthofinder\u7b5b\u9009\u4e09\u4e2a\u4e9a\u57fa\u56e0\u7ec4\u7684\u76f4\u7cfb\u540c\u6e90\u5355\u62f7\u8d1d\u57fa\u56e0\u5373\u53ef\u3002\u53e6\u5916\u8fd8\u8981\u51c6\u5907\u57fa\u56e0\u7684\u8868\u8fbe\u91cf\u77e9\u9635\uff08\u8fd9\u91cc\u662f\u901a\u8fc7nf-core\/rna-seq\u751f\u6210\u7684\uff09\u548c\u4e09\u5957\u4e9a\u57fa\u56e0\u7ec4\u7684gff\u6587\u4ef6\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5f89d17 elementor-widget elementor-widget-code-highlight\" data-id=\"5f89d17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-okaidia copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-bash line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-bash\">\n\t\t\t\t\t<xmp>orthofinder -f pep_dir -o Orthofinder_result -S diamond -a 10 -t 10\n#\u751f\u6210\u4e09\u5143\u57fa\u56e0\u5217\u8868\n\npython get_OG_gene_list.py \\\n-i .\/\n-o OG_gene_list.txt\n\n# \u57fa\u4e8e\u5355\u62f7\u8d1d\u57fa\u56e0\u7ed3\u679c\uff0c\u7b5b\u9009\u4e09\u5143\u57fa\u56e0\uff0c\u5e76\u4e14\u5408\u5e76\u8868\u8fbe\u91cf\u77e9\u9635\n\npython generate_triad_expression_matrix.py \\\n--express Express.txt \\\n--og_list OG_gene_list.txt \\\n--gff_a Subgenome_A.gff \\\n--gff_b Subgenome_B.gff \\\n--gff_c Subgenome_B.gff \\\n--output Triad_Expression_Matrix.txt\n\n\n# \u6309\u7167\u4e09\u5143\u57fa\u56e0\u7684A+B+C=1\u8fdb\u884c\u6807\u51c6\u5316\uff0c\u751f\u6210\u76f8\u5bf9\u8868\u8fbe\u91cf\n\npython calculate_triad_ratios.py \\\n-i Triad_Expression_Matrix.txt\n-o Triad_Ratios.txt<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4e4e60c elementor-widget elementor-widget-heading\" data-id=\"4e4e60c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2.2 \u7ed8\u5236\u4e09\u5143\u56fe<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df7d7e1 elementor-widget elementor-widget-code-highlight\" data-id=\"df7d7e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"code-highlight.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"prismjs-default copy-to-clipboard \">\n\t\t\t<pre data-line=\"\" class=\"highlight-height language-r line-numbers\">\n\t\t\t\t<code readonly=\"true\" class=\"language-r\">\n\t\t\t\t\t<xmp>library(tidyverse)\nlibrary(ggtern)\n\n## ==========\n## 1) \u8bfb\u53d6\u6570\u636e\uff08\u6309\u4f60\u4e0a\u4f20\u6587\u4ef6\u8def\u5f84\uff09\n## ==========\ndat <- read.csv(\"Triad_Ratios.csv\",\n                header = TRUE, check.names = FALSE, stringsAsFactors = FALSE)\n\n## ==========\n## 2) \u7edf\u4e00\u5217\u540d\uff08\u5c3d\u91cf\u4e0d\u201c\u731c\u201d\uff0c\u800c\u662f\u81ea\u52a8\u8bc6\u522b\uff09\n##    \u4f60\u9700\u8981\u4fdd\u8bc1\u81f3\u5c11\u6709\uff1aTriadID, Tissue\uff0c\u4ee5\u53ca\uff08ratio\u4e09\u5217 \u6216 expr\u4e09\u5217\uff09\n## ==========\n\n# \u5fc5\u9700\u5217\uff1aTriadID \/ Tissue\uff08\u82e5\u4f60\u7684\u5217\u540d\u5927\u5c0f\u5199\u4e0d\u540c\uff0c\u8bf7\u5728\u8fd9\u91cc\u6539\u6210\u4f60\u7684\u771f\u5b9e\u5217\u540d\uff09\n# \u4f8b\u5982\u5982\u679c\u662f \"triad\" \u6216 \"OG\" \u4e4b\u7c7b\uff0c\u628a\u4e0b\u9762\u6539\u6389\u5373\u53ef\nstopifnot(all(c(\"TriadID\", \"Tissue\") %in% colnames(dat)))\n\nhas_ratio <- all(c(\"A_ratio\",\"B_ratio\",\"C_ratio\") %in% colnames(dat))\nhas_expr  <- all(c(\"A_expr\",\"B_expr\",\"C_expr\") %in% colnames(dat))\n\nif (!has_ratio && !has_expr) {\n  stop(\"\u672a\u627e\u5230\u6bd4\u4f8b\u5217(A_ratio\/B_ratio\/C_ratio)\u6216\u8868\u8fbe\u5217(A_expr\/B_expr\/C_expr)\u3002\u8bf7\u68c0\u67e5\u8868\u5934\u3002\")\n}\n\n## \u82e5\u6ca1\u6709 ratio\uff0c\u5219\u7528 expr \u8ba1\u7b97 ratio\uff08\u52a0\u5c0f\u4f2a\u8ba1\u6570\u907f\u514d 0\/0\uff09\nif (!has_ratio) {\n  dat <- dat %>%\n    mutate(\n      A_ratio = (A_expr + 1e-6) \/ (A_expr + B_expr + C_expr + 3e-6),\n      B_ratio = (B_expr + 1e-6) \/ (A_expr + B_expr + C_expr + 3e-6),\n      C_ratio = (C_expr + 1e-6) \/ (A_expr + B_expr + C_expr + 3e-6)\n    )\n}\n\n## \u5982\u679c\u5b58\u5728\u603b\u8868\u8fbe\u5217\uff08\u540d\u5b57\u4e0d\u56fa\u5b9a\uff09\uff0c\u53ef\u9009\uff1a\u7528\u4e8e\u8fc7\u6ee4\u201c\u8868\u8fbe\u7684 triad\u201d\n# \u6587\u732e\uff1atriad expressed if sum TPM > 0.5\uff08\u6309\u6bcf\u4e2a tissue\uff09 :contentReference[oaicite:2]{index=2}\ntotal_candidates <- c(\"Total\", \"Total_expr\", \"Sum\", \"TotalTPM\", \"TPM_sum\", \"triad_TPM\")\ntotal_col <- total_candidates[total_candidates %in% colnames(dat)][1]\n\nif (!is.na(total_col)) {\n  dat <- dat %>% filter(.data[[total_col]] > 0.5)\n} else {\n  # \u82e5\u4f60\u786e\u5b9e\u60f3\u4e25\u683c\u6309\u6587\u732e\u8fc7\u6ee4\uff0c\u4f46\u6587\u4ef6\u6ca1\u6709 total\uff0c\u53ef\u7528 expr \u73b0\u7b97\u4e00\u4e2a\uff1a\n  if (has_expr) {\n    dat <- dat %>% mutate(Total_calc = A_expr + B_expr + C_expr) %>%\n      filter(Total_calc > 0.5)\n  }\n}\n\n## ==========\n## 3) \u6587\u732e\u7684\u201c\u7406\u60f3\u7c7b\u522b\u70b9\u201d\uff08wheat32 \u7ecf\u5178\u5b9a\u4e49\uff09\n##    \u516d\u7c7b\uff1a3 dominant + 3 suppressed\uff1bBalanced \u5355\u72ec\u4f5c\u4e3a\u4e2d\u5fc3\u70b9\u3002\n##    \u8fd9\u662f\u6700\u5e38\u7528\u3001\u4e14\u4e0e\u201c\u9876\u70b9\/\u8fb9\u7f18\/\u4e2d\u5fc3\u201d\u7684\u51e0\u4f55\u542b\u4e49\u4e00\u81f4\u3002\n## ==========\nideal <- tribble(\n  ~category,       ~A,     ~B,     ~C,\n  \"Balanced\",      1\/3,    1\/3,    1\/3,\n  \"A_dominant\",    1,   0,   0,\n  \"B_dominant\",    0,   1,   0,\n  \"C_dominant\",    0,   0,   1,\n  \"A_suppressed\",  0,   0.5,  0.5,\n  \"B_suppressed\",  0.5,  0,   0.5,\n  \"C_suppressed\",  0.5,  0.5,  0\n)\n\n## ==========\n## 4) \u5bf9\u6bcf\u4e2a triad \u00d7 tissue\uff1a\u8ba1\u7b97\u5230\u5404\u7406\u60f3\u70b9\u7684\u6b27\u6c0f\u8ddd\u79bb\uff0c\u5e76\u53d6\u6700\u77ed\u8ddd\u79bb\u5206\u7c7b\n##    \u8fd9\u4e00\u6b65\u5c31\u662f\u4f60\u5f15\u7528\u7684\u90a3\u6bb5\u65b9\u6cd5\uff1ardist + shortest distance\uff08\u9010\u7ec4\u7ec7\uff09 :contentReference[oaicite:3]{index=3}\n## ==========\n# \u8ba1\u7b97\u8ddd\u79bb\u7684\u51fd\u6570\uff08\u907f\u514d\u989d\u5916\u4f9d\u8d56 rdist \u5305\uff09\neuclid <- function(a,b,c, ia,ib,ic) sqrt((a-ia)^2 + (b-ib)^2 + (c-ic)^2)\n\nplot_dat <- dat %>%\n  # \u5982\u679c\u4f60\u6587\u4ef6\u91cc\u542b\u6709 \"Average\" \u884c\uff0c\u6309\u6587\u732e Fig.4d \u901a\u5e38\u7528\u201c\u6bcf\u4e2a\u7ec4\u7ec7\u201d\u70b9\uff0c\n  # Average \u4e0d\u53c2\u4e0e\u6563\u70b9\uff1b\u82e5\u4f60\u60f3\u4fdd\u7559\u53ef\u6ce8\u91ca\u4e0b\u4e00\u884c\n  filter(Tissue != \"Average\") %>%\n  rowwise() %>%\n  mutate(\n    # \u8ba1\u7b97\u5230\u6bcf\u4e2a ideal category \u7684\u8ddd\u79bb\n    category = {\n      d <- ideal %>%\n        mutate(dist = euclid(A_ratio, B_ratio, C_ratio, A, B, C)) %>%\n        arrange(dist)\n      d$category[1]\n    }\n  ) %>%\n  ungroup()\n\n## ==========\n## 5) \u56e0\u5b50\u987a\u5e8f\uff08\u56fe\u4f8b\u987a\u5e8f\u4e0e\u6587\u732e\u4e00\u81f4\uff09\n## ==========\nplot_dat$category <- factor(\n  plot_dat$category,\n  levels = c(\"Balanced\",\n             \"A_dominant\",\"B_dominant\",\"C_dominant\",\n             \"A_suppressed\",\"B_suppressed\",\"C_suppressed\")\n)\n\n## Tissue \u7684\u987a\u5e8f\uff1a\u6309\u4f60\u7684\u771f\u5b9e\u7ec4\u7ec7\u540d\u6539\uff08Root\/Stem\/Leaf\/Bud \u6216 LB\/LS\/SH\/RO\/RH\uff09\nplot_dat$Tissue <- factor(plot_dat$Tissue)\n\n## ==========\n## 6) \u914d\u8272\/\u5f62\u72b6\uff08\u4f60\u53ef\u6309\u76ee\u6807\u6587\u732e\u8fdb\u4e00\u6b65\u5fae\u8c03\uff09\n## ==========\ncategory_colors <- c(\n  \"Balanced\"      = \"grey70\",\n  \"A_dominant\"    = \"#E41A1C\",\n  \"B_dominant\"    = \"#377EB8\",\n  \"C_dominant\"    = \"#4DAF4A\",\n  \"A_suppressed\"  = \"#FB8072\",\n  \"B_suppressed\"  = \"#80B1D3\",\n  \"C_suppressed\"  = \"#B3DE69\"\n)\n\n# \u82e5\u4f60\u8981\u4e25\u683c\u590d\u523b\uff1aRoot\/Stem\/Leaf\/Bud \u53ef\u7528 + \u25cb \u25b3 \u00d7 \u7b49\n# \u8fd9\u91cc\u7ed9\u4e00\u4e2a\u901a\u7528\u6620\u5c04\uff1b\u82e5\u4f60\u7684\u7ec4\u7ec7\u540d\u4e0d\u540c\uff0c\u6309\u9700\u8981\u6539 keys\ntissue_shapes <- c(\n  \"Root\" = 3,  # +\n  \"Stem\" = 1,  # \u25cb\n  \"Leaf\" = 2,  # \u25b3\n  \"Bud\"  = 4   # \u00d7\n)\n\n## ==========\n## 7) \u7ed8\u5236 ternary plot\n## ==========\n\np <- ggtern(\n  data = plot_dat,\n  aes(x = A_ratio, y = B_ratio, z = C_ratio,\n      color = category, shape = Tissue)\n) +\n  geom_point(size = 0.5, alpha = 0.7, stroke = 0.2) +\n  scale_color_manual(values = category_colors) +\n  scale_shape_manual(values = tissue_shapes, drop = FALSE) +\n  theme_bw() +\n  theme(\n    tern.panel.grid.major = element_line(color = \"grey85\"),\n    tern.panel.grid.minor = element_blank(),\n    legend.title = element_blank(),\n    legend.position = \"right\",\n    plot.margin = margin(10, 15, 10, 15, unit = \"mm\")\n  )+\nlabs(x = \"Subgenome A\", y = \"Subgenome B\", z = \"Subgenome C\")\n\n## \u8ba1\u7b97\u767e\u5206\u6bd4\ntriad_category <- plot_dat %>%\n  group_by(TriadID, category) %>%\n  summarise(n = n(), .groups = \"drop\") %>%\n  group_by(TriadID) %>%\n  slice_max(n, n = 1, with_ties = FALSE) %>%\n  ungroup()\n\ncategory_pct_triad <- triad_category %>%\n  count(category) %>%\n  mutate(\n    percent = n \/ sum(n) * 100,\n    label = sprintf(\"%s (%.2f%%)\", category, percent)\n  )\n\n\nlegend_labels <- setNames(\n  category_pct_triad$label,\n  category_pct_triad$category\n)\n\np <- p +\n  guides(\n    color = guide_legend(\n      override.aes = list(\n        size = 3,      # \u56fe\u4f8b\u4e2d\u70b9\u7684\u5927\u5c0f\uff08\u63a8\u8350 2.5\u20133.5\uff09\n        stroke = 0.3   # \u56fe\u4f8b\u4e2d\u70b9\u7684\u63cf\u8fb9\n      )\n    ),\n    shape = guide_legend(\n      override.aes = list(\n        size = 3,\n        stroke = 0.3\n      )\n    )\n)\n\n\nggsave(\"Fig4d_Ternary_distance_based.pdf\", p, width = 8, height = 4)\n\n# \u5bfc\u51fa\u6bcf\u4e2a\u4e09\u5143\u57fa\u56e0\u7684\u5206\u7c7b\ncount_long <- plot_dat %>%\n  group_by(Tissue, category) %>%\n  summarise(n = n(), .groups = \"drop\")\n\ncount_wide <- count_long %>%\n  pivot_wider(\n    names_from  = category,\n    values_from = n,\n    values_fill = 0\n  )\n\ncount_wide <- count_wide %>%\n  select(\n    Tissue,\n    Balanced,\n    A_dominant, B_dominant, C_dominant,\n    A_suppressed, B_suppressed, C_suppressed\n  )\n\nwrite.csv(\n  count_wide,\n  file = \"Triad_expression_bias_by_tissue_counts.csv\",\n  row.names = FALSE\n)\n<\/xmp>\n\t\t\t\t<\/code>\n\t\t\t<\/pre>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12b7da6 elementor-widget elementor-widget-image\" data-id=\"12b7da6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"491\" src=\"http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_191431_246-1-1024x491.png\" class=\"attachment-large size-large wp-image-2700\" alt=\"\" srcset=\"http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_191431_246-1-1024x491.png 1024w, http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_191431_246-1-300x144.png 300w, http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_191431_246-1-768x368.png 768w, http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_191431_246-1.png 1316w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ca3cac elementor-widget elementor-widget-text-editor\" data-id=\"7ca3cac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u5f88\u5947\u602a\uff0c\u6587\u732e\u4e2d\u5bf9\u4e8eBalanced\u7684\u6bd4\u4f8b\u5f88\u9ad8\uff0c\u670980%\uff0c\u4f46\u662f\u6211\u7814\u7a76\u7684\u8fd9\u4e2a\u7269\u79cd\u5f88\u5c11\uff0c\u53ea\u670940%\uff0c\u6682\u65f6\u4e0d\u77e5\u9053\u662f\u4ec0\u4e48\u539f\u56e0\u3002\u53e6\u5916\uff0c\u901a\u8fc7\u5bfc\u51fa\u7684\u8868\u683c\u8fd8\u53ef\u4ee5\u7ed8\u5236\u5806\u53e0\u67f1\u72b6\u56fe\uff0c\u770b\u4e00\u4e0b\u4e0d\u540c\u7ec4\u7ec7\u7684\u4e9a\u57fa\u56e0\u7ec4\u504f\u79fb\u662f\u5426\u6709\u660e\u663e\u533a\u522b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e48b4fc elementor-widget elementor-widget-image\" data-id=\"e48b4fc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"870\" height=\"668\" src=\"http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_193733_223.png\" class=\"attachment-large size-large wp-image-2710\" alt=\"\" srcset=\"http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_193733_223.png 870w, http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_193733_223-300x230.png 300w, http:\/\/www.majunpeng.com\/wp-content\/uploads\/2025\/12\/ScreenShot_2025-12-25_193733_223-768x590.png 768w\" sizes=\"(max-width: 870px) 100vw, 870px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>1. \u524d\u8a00 \u4f5c\u4e3a\u591a\u500d\u4f53\u72c2\u70ed\u7231\u597d\u8005\u7684\u6211\uff0c\u600e\u4e48\u80fd\u4e0d\u5b66\u4e60\u4e9a\u57fa\u56e0\u7ec4\u504f\u79fb\u5206\u6790\u5462\uff0c\u4eca\u5929\u6b63\u597d\u6765\u590d\u523b\u4e00\u4e0b\u76f8\u5173\u7684\u5206\u6790\u548c\u4e09\u5143\u56fe\u3002\u5728 &#8230; <a title=\"\u591a\u500d\u4f53\u57fa\u56e0\u7ec4\u4e9a\u57fa\u56e0\u7ec4\u504f\u79fb\u5206\u6790\" class=\"read-more\" href=\"http:\/\/www.majunpeng.com\/index.php\/2025\/12\/25\/%e5%a4%9a%e5%80%8d%e4%bd%93%e5%9f%ba%e5%9b%a0%e7%bb%84%e4%ba%9a%e5%9f%ba%e5%9b%a0%e7%bb%84%e5%81%8f%e7%a7%bb%e5%88%86%e6%9e%90\/\" aria-label=\"\u9605\u8bfb 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